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A Practical Guide to Writing Quantitative and Qualitative Research Questions and Hypotheses in Scholarly Articles

Edward barroga.

1 Department of General Education, Graduate School of Nursing Science, St. Luke’s International University, Tokyo, Japan.

Glafera Janet Matanguihan

2 Department of Biological Sciences, Messiah University, Mechanicsburg, PA, USA.

The development of research questions and the subsequent hypotheses are prerequisites to defining the main research purpose and specific objectives of a study. Consequently, these objectives determine the study design and research outcome. The development of research questions is a process based on knowledge of current trends, cutting-edge studies, and technological advances in the research field. Excellent research questions are focused and require a comprehensive literature search and in-depth understanding of the problem being investigated. Initially, research questions may be written as descriptive questions which could be developed into inferential questions. These questions must be specific and concise to provide a clear foundation for developing hypotheses. Hypotheses are more formal predictions about the research outcomes. These specify the possible results that may or may not be expected regarding the relationship between groups. Thus, research questions and hypotheses clarify the main purpose and specific objectives of the study, which in turn dictate the design of the study, its direction, and outcome. Studies developed from good research questions and hypotheses will have trustworthy outcomes with wide-ranging social and health implications.

INTRODUCTION

Scientific research is usually initiated by posing evidenced-based research questions which are then explicitly restated as hypotheses. 1 , 2 The hypotheses provide directions to guide the study, solutions, explanations, and expected results. 3 , 4 Both research questions and hypotheses are essentially formulated based on conventional theories and real-world processes, which allow the inception of novel studies and the ethical testing of ideas. 5 , 6

It is crucial to have knowledge of both quantitative and qualitative research 2 as both types of research involve writing research questions and hypotheses. 7 However, these crucial elements of research are sometimes overlooked; if not overlooked, then framed without the forethought and meticulous attention it needs. Planning and careful consideration are needed when developing quantitative or qualitative research, particularly when conceptualizing research questions and hypotheses. 4

There is a continuing need to support researchers in the creation of innovative research questions and hypotheses, as well as for journal articles that carefully review these elements. 1 When research questions and hypotheses are not carefully thought of, unethical studies and poor outcomes usually ensue. Carefully formulated research questions and hypotheses define well-founded objectives, which in turn determine the appropriate design, course, and outcome of the study. This article then aims to discuss in detail the various aspects of crafting research questions and hypotheses, with the goal of guiding researchers as they develop their own. Examples from the authors and peer-reviewed scientific articles in the healthcare field are provided to illustrate key points.

DEFINITIONS AND RELATIONSHIP OF RESEARCH QUESTIONS AND HYPOTHESES

A research question is what a study aims to answer after data analysis and interpretation. The answer is written in length in the discussion section of the paper. Thus, the research question gives a preview of the different parts and variables of the study meant to address the problem posed in the research question. 1 An excellent research question clarifies the research writing while facilitating understanding of the research topic, objective, scope, and limitations of the study. 5

On the other hand, a research hypothesis is an educated statement of an expected outcome. This statement is based on background research and current knowledge. 8 , 9 The research hypothesis makes a specific prediction about a new phenomenon 10 or a formal statement on the expected relationship between an independent variable and a dependent variable. 3 , 11 It provides a tentative answer to the research question to be tested or explored. 4

Hypotheses employ reasoning to predict a theory-based outcome. 10 These can also be developed from theories by focusing on components of theories that have not yet been observed. 10 The validity of hypotheses is often based on the testability of the prediction made in a reproducible experiment. 8

Conversely, hypotheses can also be rephrased as research questions. Several hypotheses based on existing theories and knowledge may be needed to answer a research question. Developing ethical research questions and hypotheses creates a research design that has logical relationships among variables. These relationships serve as a solid foundation for the conduct of the study. 4 , 11 Haphazardly constructed research questions can result in poorly formulated hypotheses and improper study designs, leading to unreliable results. Thus, the formulations of relevant research questions and verifiable hypotheses are crucial when beginning research. 12

CHARACTERISTICS OF GOOD RESEARCH QUESTIONS AND HYPOTHESES

Excellent research questions are specific and focused. These integrate collective data and observations to confirm or refute the subsequent hypotheses. Well-constructed hypotheses are based on previous reports and verify the research context. These are realistic, in-depth, sufficiently complex, and reproducible. More importantly, these hypotheses can be addressed and tested. 13

There are several characteristics of well-developed hypotheses. Good hypotheses are 1) empirically testable 7 , 10 , 11 , 13 ; 2) backed by preliminary evidence 9 ; 3) testable by ethical research 7 , 9 ; 4) based on original ideas 9 ; 5) have evidenced-based logical reasoning 10 ; and 6) can be predicted. 11 Good hypotheses can infer ethical and positive implications, indicating the presence of a relationship or effect relevant to the research theme. 7 , 11 These are initially developed from a general theory and branch into specific hypotheses by deductive reasoning. In the absence of a theory to base the hypotheses, inductive reasoning based on specific observations or findings form more general hypotheses. 10

TYPES OF RESEARCH QUESTIONS AND HYPOTHESES

Research questions and hypotheses are developed according to the type of research, which can be broadly classified into quantitative and qualitative research. We provide a summary of the types of research questions and hypotheses under quantitative and qualitative research categories in Table 1 .

Research questions in quantitative research

In quantitative research, research questions inquire about the relationships among variables being investigated and are usually framed at the start of the study. These are precise and typically linked to the subject population, dependent and independent variables, and research design. 1 Research questions may also attempt to describe the behavior of a population in relation to one or more variables, or describe the characteristics of variables to be measured ( descriptive research questions ). 1 , 5 , 14 These questions may also aim to discover differences between groups within the context of an outcome variable ( comparative research questions ), 1 , 5 , 14 or elucidate trends and interactions among variables ( relationship research questions ). 1 , 5 We provide examples of descriptive, comparative, and relationship research questions in quantitative research in Table 2 .

Hypotheses in quantitative research

In quantitative research, hypotheses predict the expected relationships among variables. 15 Relationships among variables that can be predicted include 1) between a single dependent variable and a single independent variable ( simple hypothesis ) or 2) between two or more independent and dependent variables ( complex hypothesis ). 4 , 11 Hypotheses may also specify the expected direction to be followed and imply an intellectual commitment to a particular outcome ( directional hypothesis ) 4 . On the other hand, hypotheses may not predict the exact direction and are used in the absence of a theory, or when findings contradict previous studies ( non-directional hypothesis ). 4 In addition, hypotheses can 1) define interdependency between variables ( associative hypothesis ), 4 2) propose an effect on the dependent variable from manipulation of the independent variable ( causal hypothesis ), 4 3) state a negative relationship between two variables ( null hypothesis ), 4 , 11 , 15 4) replace the working hypothesis if rejected ( alternative hypothesis ), 15 explain the relationship of phenomena to possibly generate a theory ( working hypothesis ), 11 5) involve quantifiable variables that can be tested statistically ( statistical hypothesis ), 11 6) or express a relationship whose interlinks can be verified logically ( logical hypothesis ). 11 We provide examples of simple, complex, directional, non-directional, associative, causal, null, alternative, working, statistical, and logical hypotheses in quantitative research, as well as the definition of quantitative hypothesis-testing research in Table 3 .

Research questions in qualitative research

Unlike research questions in quantitative research, research questions in qualitative research are usually continuously reviewed and reformulated. The central question and associated subquestions are stated more than the hypotheses. 15 The central question broadly explores a complex set of factors surrounding the central phenomenon, aiming to present the varied perspectives of participants. 15

There are varied goals for which qualitative research questions are developed. These questions can function in several ways, such as to 1) identify and describe existing conditions ( contextual research question s); 2) describe a phenomenon ( descriptive research questions ); 3) assess the effectiveness of existing methods, protocols, theories, or procedures ( evaluation research questions ); 4) examine a phenomenon or analyze the reasons or relationships between subjects or phenomena ( explanatory research questions ); or 5) focus on unknown aspects of a particular topic ( exploratory research questions ). 5 In addition, some qualitative research questions provide new ideas for the development of theories and actions ( generative research questions ) or advance specific ideologies of a position ( ideological research questions ). 1 Other qualitative research questions may build on a body of existing literature and become working guidelines ( ethnographic research questions ). Research questions may also be broadly stated without specific reference to the existing literature or a typology of questions ( phenomenological research questions ), may be directed towards generating a theory of some process ( grounded theory questions ), or may address a description of the case and the emerging themes ( qualitative case study questions ). 15 We provide examples of contextual, descriptive, evaluation, explanatory, exploratory, generative, ideological, ethnographic, phenomenological, grounded theory, and qualitative case study research questions in qualitative research in Table 4 , and the definition of qualitative hypothesis-generating research in Table 5 .

Qualitative studies usually pose at least one central research question and several subquestions starting with How or What . These research questions use exploratory verbs such as explore or describe . These also focus on one central phenomenon of interest, and may mention the participants and research site. 15

Hypotheses in qualitative research

Hypotheses in qualitative research are stated in the form of a clear statement concerning the problem to be investigated. Unlike in quantitative research where hypotheses are usually developed to be tested, qualitative research can lead to both hypothesis-testing and hypothesis-generating outcomes. 2 When studies require both quantitative and qualitative research questions, this suggests an integrative process between both research methods wherein a single mixed-methods research question can be developed. 1

FRAMEWORKS FOR DEVELOPING RESEARCH QUESTIONS AND HYPOTHESES

Research questions followed by hypotheses should be developed before the start of the study. 1 , 12 , 14 It is crucial to develop feasible research questions on a topic that is interesting to both the researcher and the scientific community. This can be achieved by a meticulous review of previous and current studies to establish a novel topic. Specific areas are subsequently focused on to generate ethical research questions. The relevance of the research questions is evaluated in terms of clarity of the resulting data, specificity of the methodology, objectivity of the outcome, depth of the research, and impact of the study. 1 , 5 These aspects constitute the FINER criteria (i.e., Feasible, Interesting, Novel, Ethical, and Relevant). 1 Clarity and effectiveness are achieved if research questions meet the FINER criteria. In addition to the FINER criteria, Ratan et al. described focus, complexity, novelty, feasibility, and measurability for evaluating the effectiveness of research questions. 14

The PICOT and PEO frameworks are also used when developing research questions. 1 The following elements are addressed in these frameworks, PICOT: P-population/patients/problem, I-intervention or indicator being studied, C-comparison group, O-outcome of interest, and T-timeframe of the study; PEO: P-population being studied, E-exposure to preexisting conditions, and O-outcome of interest. 1 Research questions are also considered good if these meet the “FINERMAPS” framework: Feasible, Interesting, Novel, Ethical, Relevant, Manageable, Appropriate, Potential value/publishable, and Systematic. 14

As we indicated earlier, research questions and hypotheses that are not carefully formulated result in unethical studies or poor outcomes. To illustrate this, we provide some examples of ambiguous research question and hypotheses that result in unclear and weak research objectives in quantitative research ( Table 6 ) 16 and qualitative research ( Table 7 ) 17 , and how to transform these ambiguous research question(s) and hypothesis(es) into clear and good statements.

a These statements were composed for comparison and illustrative purposes only.

b These statements are direct quotes from Higashihara and Horiuchi. 16

a This statement is a direct quote from Shimoda et al. 17

The other statements were composed for comparison and illustrative purposes only.

CONSTRUCTING RESEARCH QUESTIONS AND HYPOTHESES

To construct effective research questions and hypotheses, it is very important to 1) clarify the background and 2) identify the research problem at the outset of the research, within a specific timeframe. 9 Then, 3) review or conduct preliminary research to collect all available knowledge about the possible research questions by studying theories and previous studies. 18 Afterwards, 4) construct research questions to investigate the research problem. Identify variables to be accessed from the research questions 4 and make operational definitions of constructs from the research problem and questions. Thereafter, 5) construct specific deductive or inductive predictions in the form of hypotheses. 4 Finally, 6) state the study aims . This general flow for constructing effective research questions and hypotheses prior to conducting research is shown in Fig. 1 .

Research questions are used more frequently in qualitative research than objectives or hypotheses. 3 These questions seek to discover, understand, explore or describe experiences by asking “What” or “How.” The questions are open-ended to elicit a description rather than to relate variables or compare groups. The questions are continually reviewed, reformulated, and changed during the qualitative study. 3 Research questions are also used more frequently in survey projects than hypotheses in experiments in quantitative research to compare variables and their relationships.

Hypotheses are constructed based on the variables identified and as an if-then statement, following the template, ‘If a specific action is taken, then a certain outcome is expected.’ At this stage, some ideas regarding expectations from the research to be conducted must be drawn. 18 Then, the variables to be manipulated (independent) and influenced (dependent) are defined. 4 Thereafter, the hypothesis is stated and refined, and reproducible data tailored to the hypothesis are identified, collected, and analyzed. 4 The hypotheses must be testable and specific, 18 and should describe the variables and their relationships, the specific group being studied, and the predicted research outcome. 18 Hypotheses construction involves a testable proposition to be deduced from theory, and independent and dependent variables to be separated and measured separately. 3 Therefore, good hypotheses must be based on good research questions constructed at the start of a study or trial. 12

In summary, research questions are constructed after establishing the background of the study. Hypotheses are then developed based on the research questions. Thus, it is crucial to have excellent research questions to generate superior hypotheses. In turn, these would determine the research objectives and the design of the study, and ultimately, the outcome of the research. 12 Algorithms for building research questions and hypotheses are shown in Fig. 2 for quantitative research and in Fig. 3 for qualitative research.

EXAMPLES OF RESEARCH QUESTIONS FROM PUBLISHED ARTICLES

• EXAMPLE 1. Descriptive research question (quantitative research)
• - Presents research variables to be assessed (distinct phenotypes and subphenotypes)
• “BACKGROUND: Since COVID-19 was identified, its clinical and biological heterogeneity has been recognized. Identifying COVID-19 phenotypes might help guide basic, clinical, and translational research efforts.
• RESEARCH QUESTION: Does the clinical spectrum of patients with COVID-19 contain distinct phenotypes and subphenotypes? ” 19
• EXAMPLE 2. Relationship research question (quantitative research)
• - Shows interactions between dependent variable (static postural control) and independent variable (peripheral visual field loss)
• “Background: Integration of visual, vestibular, and proprioceptive sensations contributes to postural control. People with peripheral visual field loss have serious postural instability. However, the directional specificity of postural stability and sensory reweighting caused by gradual peripheral visual field loss remain unclear.
• Research question: What are the effects of peripheral visual field loss on static postural control ?” 20
• EXAMPLE 3. Comparative research question (quantitative research)
• - Clarifies the difference among groups with an outcome variable (patients enrolled in COMPERA with moderate PH or severe PH in COPD) and another group without the outcome variable (patients with idiopathic pulmonary arterial hypertension (IPAH))
• “BACKGROUND: Pulmonary hypertension (PH) in COPD is a poorly investigated clinical condition.
• RESEARCH QUESTION: Which factors determine the outcome of PH in COPD?
• STUDY DESIGN AND METHODS: We analyzed the characteristics and outcome of patients enrolled in the Comparative, Prospective Registry of Newly Initiated Therapies for Pulmonary Hypertension (COMPERA) with moderate or severe PH in COPD as defined during the 6th PH World Symposium who received medical therapy for PH and compared them with patients with idiopathic pulmonary arterial hypertension (IPAH) .” 21
• EXAMPLE 4. Exploratory research question (qualitative research)
• - Explores areas that have not been fully investigated (perspectives of families and children who receive care in clinic-based child obesity treatment) to have a deeper understanding of the research problem
• “Problem: Interventions for children with obesity lead to only modest improvements in BMI and long-term outcomes, and data are limited on the perspectives of families of children with obesity in clinic-based treatment. This scoping review seeks to answer the question: What is known about the perspectives of families and children who receive care in clinic-based child obesity treatment? This review aims to explore the scope of perspectives reported by families of children with obesity who have received individualized outpatient clinic-based obesity treatment.” 22
• EXAMPLE 5. Relationship research question (quantitative research)
• - Defines interactions between dependent variable (use of ankle strategies) and independent variable (changes in muscle tone)
• “Background: To maintain an upright standing posture against external disturbances, the human body mainly employs two types of postural control strategies: “ankle strategy” and “hip strategy.” While it has been reported that the magnitude of the disturbance alters the use of postural control strategies, it has not been elucidated how the level of muscle tone, one of the crucial parameters of bodily function, determines the use of each strategy. We have previously confirmed using forward dynamics simulations of human musculoskeletal models that an increased muscle tone promotes the use of ankle strategies. The objective of the present study was to experimentally evaluate a hypothesis: an increased muscle tone promotes the use of ankle strategies. Research question: Do changes in the muscle tone affect the use of ankle strategies ?” 23

EXAMPLES OF HYPOTHESES IN PUBLISHED ARTICLES

• EXAMPLE 1. Working hypothesis (quantitative research)
• - A hypothesis that is initially accepted for further research to produce a feasible theory
• “As fever may have benefit in shortening the duration of viral illness, it is plausible to hypothesize that the antipyretic efficacy of ibuprofen may be hindering the benefits of a fever response when taken during the early stages of COVID-19 illness .” 24
• “In conclusion, it is plausible to hypothesize that the antipyretic efficacy of ibuprofen may be hindering the benefits of a fever response . The difference in perceived safety of these agents in COVID-19 illness could be related to the more potent efficacy to reduce fever with ibuprofen compared to acetaminophen. Compelling data on the benefit of fever warrant further research and review to determine when to treat or withhold ibuprofen for early stage fever for COVID-19 and other related viral illnesses .” 24
• EXAMPLE 2. Exploratory hypothesis (qualitative research)
• - Explores particular areas deeper to clarify subjective experience and develop a formal hypothesis potentially testable in a future quantitative approach
• “We hypothesized that when thinking about a past experience of help-seeking, a self distancing prompt would cause increased help-seeking intentions and more favorable help-seeking outcome expectations .” 25
• “Conclusion
• Although a priori hypotheses were not supported, further research is warranted as results indicate the potential for using self-distancing approaches to increasing help-seeking among some people with depressive symptomatology.” 25
• EXAMPLE 3. Hypothesis-generating research to establish a framework for hypothesis testing (qualitative research)
• “We hypothesize that compassionate care is beneficial for patients (better outcomes), healthcare systems and payers (lower costs), and healthcare providers (lower burnout). ” 26
• Compassionomics is the branch of knowledge and scientific study of the effects of compassionate healthcare. Our main hypotheses are that compassionate healthcare is beneficial for (1) patients, by improving clinical outcomes, (2) healthcare systems and payers, by supporting financial sustainability, and (3) HCPs, by lowering burnout and promoting resilience and well-being. The purpose of this paper is to establish a scientific framework for testing the hypotheses above . If these hypotheses are confirmed through rigorous research, compassionomics will belong in the science of evidence-based medicine, with major implications for all healthcare domains.” 26
• EXAMPLE 4. Statistical hypothesis (quantitative research)
• - An assumption is made about the relationship among several population characteristics ( gender differences in sociodemographic and clinical characteristics of adults with ADHD ). Validity is tested by statistical experiment or analysis ( chi-square test, Students t-test, and logistic regression analysis)
• “Our research investigated gender differences in sociodemographic and clinical characteristics of adults with ADHD in a Japanese clinical sample. Due to unique Japanese cultural ideals and expectations of women's behavior that are in opposition to ADHD symptoms, we hypothesized that women with ADHD experience more difficulties and present more dysfunctions than men . We tested the following hypotheses: first, women with ADHD have more comorbidities than men with ADHD; second, women with ADHD experience more social hardships than men, such as having less full-time employment and being more likely to be divorced.” 27
• “Statistical Analysis
• ( text omitted ) Between-gender comparisons were made using the chi-squared test for categorical variables and Students t-test for continuous variables…( text omitted ). A logistic regression analysis was performed for employment status, marital status, and comorbidity to evaluate the independent effects of gender on these dependent variables.” 27

EXAMPLES OF HYPOTHESIS AS WRITTEN IN PUBLISHED ARTICLES IN RELATION TO OTHER PARTS

• EXAMPLE 1. Background, hypotheses, and aims are provided
• “Pregnant women need skilled care during pregnancy and childbirth, but that skilled care is often delayed in some countries …( text omitted ). The focused antenatal care (FANC) model of WHO recommends that nurses provide information or counseling to all pregnant women …( text omitted ). Job aids are visual support materials that provide the right kind of information using graphics and words in a simple and yet effective manner. When nurses are not highly trained or have many work details to attend to, these job aids can serve as a content reminder for the nurses and can be used for educating their patients (Jennings, Yebadokpo, Affo, & Agbogbe, 2010) ( text omitted ). Importantly, additional evidence is needed to confirm how job aids can further improve the quality of ANC counseling by health workers in maternal care …( text omitted )” 28
• “ This has led us to hypothesize that the quality of ANC counseling would be better if supported by job aids. Consequently, a better quality of ANC counseling is expected to produce higher levels of awareness concerning the danger signs of pregnancy and a more favorable impression of the caring behavior of nurses .” 28
• “This study aimed to examine the differences in the responses of pregnant women to a job aid-supported intervention during ANC visit in terms of 1) their understanding of the danger signs of pregnancy and 2) their impression of the caring behaviors of nurses to pregnant women in rural Tanzania.” 28
• EXAMPLE 2. Background, hypotheses, and aims are provided
• “We conducted a two-arm randomized controlled trial (RCT) to evaluate and compare changes in salivary cortisol and oxytocin levels of first-time pregnant women between experimental and control groups. The women in the experimental group touched and held an infant for 30 min (experimental intervention protocol), whereas those in the control group watched a DVD movie of an infant (control intervention protocol). The primary outcome was salivary cortisol level and the secondary outcome was salivary oxytocin level.” 29
• “ We hypothesize that at 30 min after touching and holding an infant, the salivary cortisol level will significantly decrease and the salivary oxytocin level will increase in the experimental group compared with the control group .” 29
• EXAMPLE 3. Background, aim, and hypothesis are provided
• “In countries where the maternal mortality ratio remains high, antenatal education to increase Birth Preparedness and Complication Readiness (BPCR) is considered one of the top priorities [1]. BPCR includes birth plans during the antenatal period, such as the birthplace, birth attendant, transportation, health facility for complications, expenses, and birth materials, as well as family coordination to achieve such birth plans. In Tanzania, although increasing, only about half of all pregnant women attend an antenatal clinic more than four times [4]. Moreover, the information provided during antenatal care (ANC) is insufficient. In the resource-poor settings, antenatal group education is a potential approach because of the limited time for individual counseling at antenatal clinics.” 30
• “This study aimed to evaluate an antenatal group education program among pregnant women and their families with respect to birth-preparedness and maternal and infant outcomes in rural villages of Tanzania.” 30
• “ The study hypothesis was if Tanzanian pregnant women and their families received a family-oriented antenatal group education, they would (1) have a higher level of BPCR, (2) attend antenatal clinic four or more times, (3) give birth in a health facility, (4) have less complications of women at birth, and (5) have less complications and deaths of infants than those who did not receive the education .” 30

Research questions and hypotheses are crucial components to any type of research, whether quantitative or qualitative. These questions should be developed at the very beginning of the study. Excellent research questions lead to superior hypotheses, which, like a compass, set the direction of research, and can often determine the successful conduct of the study. Many research studies have floundered because the development of research questions and subsequent hypotheses was not given the thought and meticulous attention needed. The development of research questions and hypotheses is an iterative process based on extensive knowledge of the literature and insightful grasp of the knowledge gap. Focused, concise, and specific research questions provide a strong foundation for constructing hypotheses which serve as formal predictions about the research outcomes. Research questions and hypotheses are crucial elements of research that should not be overlooked. They should be carefully thought of and constructed when planning research. This avoids unethical studies and poor outcomes by defining well-founded objectives that determine the design, course, and outcome of the study.

Disclosure: The authors have no potential conflicts of interest to disclose.

Author Contributions:

• Conceptualization: Barroga E, Matanguihan GJ.
• Methodology: Barroga E, Matanguihan GJ.
• Writing - original draft: Barroga E, Matanguihan GJ.
• Writing - review & editing: Barroga E, Matanguihan GJ.

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Writing a Research Paper

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The Research Paper

There will come a time in most students' careers when they are assigned a research paper. Such an assignment often creates a great deal of unneeded anxiety in the student, which may result in procrastination and a feeling of confusion and inadequacy. This anxiety frequently stems from the fact that many students are unfamiliar and inexperienced with this genre of writing. Never fear—inexperience and unfamiliarity are situations you can change through practice! Writing a research paper is an essential aspect of academics and should not be avoided on account of one's anxiety. In fact, the process of writing a research paper can be one of the more rewarding experiences one may encounter in academics. What is more, many students will continue to do research throughout their careers, which is one of the reasons this topic is so important.

Becoming an experienced researcher and writer in any field or discipline takes a great deal of practice. There are few individuals for whom this process comes naturally. Remember, even the most seasoned academic veterans have had to learn how to write a research paper at some point in their career. Therefore, with diligence, organization, practice, a willingness to learn (and to make mistakes!), and, perhaps most important of all, patience, students will find that they can achieve great things through their research and writing.

The pages in this section cover the following topic areas related to the process of writing a research paper:

• Genre - This section will provide an overview for understanding the difference between an analytical and argumentative research paper.
• Choosing a Topic - This section will guide the student through the process of choosing topics, whether the topic be one that is assigned or one that the student chooses themselves.
• Identifying an Audience - This section will help the student understand the often times confusing topic of audience by offering some basic guidelines for the process.
• Where Do I Begin - This section concludes the handout by offering several links to resources at Purdue, and also provides an overview of the final stages of writing a research paper.

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How to Write a Research Paper

Undergrads often write research papers each semester, causing stress. Yet, it’s simpler than believing if you know how to write a research paper . Divide the task, get tips, a plan, and tools for an outstanding paper. Simplify research, writing, topic choice, and illustration use!

A research paper is an academic document that involves deep, independent research to offer analysis, interpretation, and argument. Unlike academic essays, research papers are lengthier and more detailed, aiming to evaluate your writing and scholarly research abilities. To write one, you must showcase expertise in your subject, interact with diverse sources, and provide a unique perspective to the discussion. 

Research papers are a foundational element of contemporary science and the most efficient means of disseminating knowledge throughout a broad network. Nonetheless, individuals usually encounter research papers during their education; they are frequently employed in college courses to assess a student’s grasp of a specific field or their aptitude for research. 

Given their significance, research papers adopt a research paper format – a formal, unadorned style that eliminates any subjective influence from the writing. Scientists present their discoveries straightforwardly, accompanied by relevant supporting proof, enabling other researchers to integrate the paper into their investigations.

This guide leads you through every steps to write a research paper , from grasping your task to refining your ultimate draft and will teach you how to write a research paper.

Understanding The Research Paper

A research paper is a meticulously structured document that showcases the outcomes of an inquiry, exploration, or scrutiny undertaken on a specific subject. It embodies a formal piece of academic prose that adds novel information, perspectives, or interpretations to a particular domain of study. Typically authored by scholars, researchers, scientists, or students as part of their academic or professional pursuits, these papers adhere to a well-defined format. This research paper format encompasses an introduction, literature review, methodology, results, discussion, and conclusion. 

The introduction provides context and outlines the study’s significance, while the literature review encapsulates existing research and situates the study within the broader academic discourse. The methodology section elucidates the research process, encompassing data collection and analysis techniques. Findings are presented in the results section, often complemented by graphical and statistical representations. Interpretation of findings, implications, and connection to existing knowledge transpire in the discussion section. 

Ultimately, the conclusion encapsulates pivotal discoveries and their wider import.

Research papers wield immense significance in advancing knowledge across diverse disciplines, enabling researchers to disseminate findings, theories, and revelations to a broader audience. Before publication in academic journals or presentations at conferences, these papers undergo a stringent peer review process conducted by domain experts, ensuring their integrity, precision, and worth.

Academic and non-academic research papers diverge across several dimensions. Academic papers are crafted for scholarly circles to expand domain knowledge and theories. They maintain a formal, objective tone and heavily rely on peer-reviewed sources for credibility. In contrast, non-academic papers, employing a more flexible writing style, target a broader audience or specific practical goals. These papers might incorporate persuasive language, anecdotes, and various sources beyond academia. While academic papers rigorously adhere to structured formats and established citation styles, non-academic papers prioritize practicality, adapting their structure and citation methods to suit the intended readership.

The purpose of a research paper revolves around offering fresh insights, knowledge, or interpretations within a specific field. This formal document serves as a conduit for scholars, researchers, scientists, and students to communicate their investigative findings and actively contribute to the ongoing academic discourse.

Research Paper Writing Process – How To Write a Good Research Paper

Selecting a suitable research topic .

Your initial task is to thoroughly review the assignment and carefully absorb the writing prompt’s details. Pay particular attention to technical specifications like length, formatting prerequisites (such as single- vs. double-spacing, indentation, etc.), and the required citation style. Also, pay attention to specifics, including an abstract or a cover page.

Once you’ve a clear understanding of the assignment, the subsequent steps to write a research paper are aligned with the conventional writing process. However, remember that research papers have rules, adding some extra considerations to the process.

When given some assignment freedom, the crucial task of choosing a topic rests on you. Despite its apparent simplicity, this choice sets the foundation for your entire research paper, shaping its direction. The primary factor in picking a research paper topic is ensuring it has enough material to support it. Your chosen topic should provide ample data and complexity for a thorough discussion. However, it’s important to avoid overly broad subjects and focus on specific ones that cover all relevant information without gaps. Yet, approach topic selection more slowly; choosing something that genuinely interests you is still valuable. Aim for a topic that meets both criteria—delivering substantial content while maintaining engagement.

Conducting Thorough Research 

Commence by delving into your research early to refine your topic and shape your thesis statement. Swift engagement with available research aids in dispelling misconceptions and unveils optimal paths and strategies to gather more material. Typically, research sources can be located either online or within libraries. When navigating online sources, exercise caution and opt for reputable outlets such as scientific journals or academic papers. Specific search engines, outlined below in the Tools and Resources section, exclusively enable exploring accredited sources and academic databases.

While pursuing information, it’s essential to differentiate between primary and secondary sources. Primary sources entail firsthand accounts, encompassing published articles or autobiographies, while secondary sources, such as critical reviews or secondary biographies, are more distanced. Skimming sources instead of reading each part proves more efficient during the research phase. If a source shows promise, set it aside for more in-depth reading later. Doing so prevents you from investing excessive time in sources that won’t contribute substantively to your work. You should present a literature review detailing your references and submit them for validation in certain instances. 

Organizing And Structuring The Research Paper

According to the research paper format , an outline for a research paper is a catalogue of essential topics, arguments, and evidence you intend to incorporate. These elements are divided into sections with headings, offering a preliminary overview of the paper’s structure before commencing the writing process. Formulating a structural outline can significantly enhance writing efficiency, warranting an investment of time to establish one.

Start by generating a list encompassing crucial categories and subtopics—a preliminary outline. Reflect on the amassed information while gathering supporting evidence, pondering the most effective means of segregation and categorization.

Once a discussion list is compiled, deliberate on the optimal information presentation sequence and identify related subtopics that should be placed adjacent. Consider if any subtopic loses coherence when presented out of order. Adopting a chronological arrangement can be suitable if the information follows a straightforward trajectory.

Given the potential complexity of research papers, consider breaking down the outline into paragraphs. This aids in maintaining organization when dealing with copious information and provides better control over the paper’s progression. Rectifying structural issues during the outline phase is preferable to addressing them after writing.

Remember to incorporate supporting evidence within the outline. Since there’s likely a substantial amount to include, outlining helps prevent overlooking crucial elements.

Writing The Introduction

According to the research paper format , the introduction of a research paper must address three fundamental inquiries: What, why, and how? Upon completing the introduction, the reader should clearly understand the paper’s subject matter, its relevance, and the approach you’ll use to construct your arguments.

What? Offer precise details regarding the paper’s topic, provide context, and elucidate essential terminology or concepts.

Why? This constitutes the most crucial yet challenging aspect of the introduction. Endeavour to furnish concise responses to the subsequent queries: What novel information or insights do you present? Which significant matters does your essay assist in defining or resolving?

How? To provide the reader with a preview of the paper’s forthcoming content, the introduction should incorporate a “guide” outlining the upcoming discussions. This entails briefly outlining the paper’s principal components in chronological sequence.

Developing The Main Body 

One of the primary challenges that many writers grapple with is effectively organizing the wealth of information they wish to present in their papers. This is precisely why an outline can be an invaluable tool. However, it’s essential to recognize that while an outline provides a roadmap, the writing process allows flexibility in determining the order in which information and arguments are introduced.

Maintaining cohesiveness throughout the paper involves anchoring your writing to the thesis statement and topic sentences. Here’s how to ensure a well-structured paper:

• Alignment with Thesis Statement: Regularly assess whether your topic sentences correspond with the central thesis statement. This ensures that your arguments remain on track and directly contribute to the overarching message you intend to convey.
• Consistency and Logical Flow: Review your topic sentences concerning one another. Do they follow a logical order that guides the reader through a coherent narrative? Ensuring a seamless flow from one topic to another helps maintain engagement and comprehension.
• Supporting Sentence Alignment: Each sentence within a paragraph should align with the topic sentence of that paragraph. This alignment reinforces the central idea, preventing tangential or disjointed discussions.

Additionally, identify paragraphs that cover similar content. While some overlap might be inevitable, it’s essential to approach shared topics from different angles, offering fresh insights and perspectives. Creating these nuanced differences helps present a well-rounded exploration of the subject matter.

An often-overlooked aspect of effective organization is the art of crafting smooth transitions. Transitions between sentences, paragraphs, and larger sections are the glue that holds your paper together. They guide the reader through the progression of ideas, enhancing clarity and creating a seamless reading experience.

Ultimately, while the struggle to organize information is accurate, employing these strategies not only aids in addressing the challenge but also contributes to the overall quality and impact of your writing.

Crafting A Strong Conclusion 

The purpose of the research paper’s conclusion is to guide your reader out of the realm of the paper’s argument, leaving them with a sense of closure.

Trace the paper’s trajectory, underscoring how all the elements converge to validate your thesis statement. Impart a sense of completion by ensuring the reader comprehends the resolution of the issues introduced in the paper’s introduction.

In addition, you can explore the broader implications of your argument, outline your paper’s contributions to future students studying the subject, and propose questions that your argument raises—ones that might not be addressed in the paper itself. However, it’s important to avoid:

• Introducing new arguments or crucial information that wasn’t covered earlier.
• Extending the conclusion unnecessarily.
• Employing common phrases that signal the decision (e.g., “In conclusion”).

By adhering to these guidelines, your conclusion can serve as a fitting and impactful conclusion to your research paper, leaving a lasting impression on your readers.

Refining The Research Paper

• Editing And Proofreading 

Eliminate unnecessary verbiage and extraneous content. In tandem with the comprehensive structure of your paper, focus on individual words, ensuring your language is robust. Verify the utilization of active voice rather than passive voice, and confirm that your word selection is precise and tangible.

The passive voice, exemplified by phrases like “I opened the door,” tends to convey hesitation and verbosity. In contrast, the active voice, as in “I opened the door,” imparts strength and brevity.

Each word employed in your paper should serve a distinct purpose. Strive to eschew the inclusion of surplus words solely to occupy space or exhibit sophistication.

For instance, the statement “The author uses pathos to appeal to readers’ emotions” is superior to the alternative “The author utilizes pathos to appeal to the emotional core of those who read the passage.”

Engage in thorough proofreading to rectify spelling, grammatical, and formatting inconsistencies. Once you’ve refined the structure and content of your paper, address any typographical and grammatical inaccuracies. Taking a break from your paper before proofreading can offer a new perspective.

Enhance error detection by reading your essay aloud. This not only aids in identifying mistakes but also assists in evaluating the flow. If you encounter sections that seem awkward during this reading, consider making necessary adjustments to enhance the overall coherence.

• Formatting And Referencing 

Citations are pivotal in distinguishing research papers from informal nonfiction pieces like personal essays. They serve the dual purpose of substantiating your data and establishing a connection between your research paper and the broader scientific community. Given their significance, citations are subject to precise formatting regulations; however, the challenge lies in the existence of multiple sets of rules.

It’s crucial to consult the assignment’s instructions to determine the required formatting style. Generally, academic research papers adhere to either of two formatting styles for source citations:

• MLA (Modern Language Association)
• APA (American Psychological Association)

Moreover, aside from MLA and APA styles, occasional demands might call for adherence to CMOS (The Chicago Manual of Style), AMA (American Medical Association), and IEEE (Institute of Electrical and Electronics Engineers) formats.

Initially, citations might appear intricate due to their numerous regulations and specific details. However, once you become adept at them, citing sources accurately becomes almost second nature. It’s important to note that each formatting style provides detailed guidelines for citing various sources, including photographs, websites, speeches, and YouTube videos.

Tips For Writing An Effective Research Paper 

By following these research paper writing tips , you’ll be well-equipped to create a well-structured, well-researched, and impactful research paper:

• Select a Clear and Manageable Topic: Choose a topic that is specific and focused enough to be thoroughly explored within the scope of your paper.
• Conduct In-Depth Research: Gather information from reputable sources such as academic journals, books, and credible websites. Take thorough notes to keep track of your sources.
• Create a Strong Thesis Statement: Craft a clear and concise thesis statement that outlines the main argument or purpose of your paper.
• Develop a Well-Structured Outline: Organize your ideas into a logical order by creating an outline that outlines the main sections and their supporting points.
• Compose a Captivating Introduction: Hook the reader with an engaging introduction that provides background information and introduces the thesis statement.
• Provide Clear and Relevant Evidence: Support your arguments with reliable and relevant evidence, such as statistics, examples, and expert opinions.
• Maintain Consistent Tone and Style: Keep a consistent tone and writing style throughout the paper, adhering to the formatting guidelines of your chosen citation style.
• Craft Coherent Paragraphs: Each paragraph should focus on a single idea or point, and transitions should smoothly guide the reader from one idea to the next.
• Use Active Voice: Write in the active voice to make your writing more direct and engaging.
• Revise and Edit Thoroughly: Proofread your paper for grammatical errors, spelling mistakes, and sentence structure. Revise for clarity and coherence.
• Seek Peer Feedback: Have a peer or instructor review your paper for feedback and suggestions.
• Cite Sources Properly: Accurately cite all sources using the required citation style (e.g., MLA, APA) to avoid plagiarism and give credit to original authors.
• Be Concise and Avoid Redundancy: Strive for clarity by eliminating unnecessary words and redundancies.
• Conclude Effectively: Summarize your main points and restate your thesis in the conclusion. Provide a sense of closure without introducing new ideas.
• Stay Organized: Keep track of your sources, notes, and drafts to ensure a structured and organized approach to the writing process.
• Proofread with Fresh Eyes: Take a break before final proofreading to review your paper with a fresh perspective, helping you catch any overlooked errors.
• Edit for Clarity: Ensure that your ideas are conveyed clearly and that your arguments are easy to follow.
• Ask for Feedback: Don’t hesitate to ask for feedback from peers, instructors, or writing centers to improve your paper further.

In conclusion, we’ve explored the essential steps to write a research paper . From selecting a focused topic to mastering the intricacies of citations, we’ve navigated through the key elements of this process.

It’s vital to recognize that adhering to the research paper writing tips is not merely a suggestion, but a roadmap to success. Each stage contributes to the overall quality and impact of your paper. By meticulously following these steps, you ensure a robust foundation for your research, bolster your arguments, and present your findings with clarity and conviction.

As you embark on your own research paper journey, I urge you to put into practice the techniques and insights shared in this guide. Don’t shy away from investing time in organization, thorough research, and precise writing. Embrace the challenge, for it’s through this process that your ideas take shape and your voice is heard within the academic discourse.

Remember, every exceptional research paper begins with a single step. And with each step you take, your ability to articulate complex ideas and contribute to your field of study grows. So, go ahead – apply these tips, refine your skills, and witness your research papers evolve into compelling narratives that inspire, inform, and captivate.

In the grand tapestry of academia, your research paper becomes a thread of insight, woven into the larger narrative of human knowledge. By embracing the writing process and nurturing your unique perspective, you become an integral part of this ever-expanding tapestry.

Happy writing, and may your research papers shine brightly, leaving a lasting mark on both your readers and the world of scholarship.

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How To Write A Research Paper

Step-By-Step Tutorial With Examples + FREE Template

By: Derek Jansen (MBA) | Expert Reviewer: Dr Eunice Rautenbach | March 2024

For many students, crafting a strong research paper from scratch can feel like a daunting task – and rightly so! In this post, we’ll unpack what a research paper is, what it needs to do , and how to write one – in three easy steps. 🙂 

Overview: Writing A Research Paper

What (exactly) is a research paper.

• How to write a research paper
• Stage 1 : Topic & literature search
• Stage 2 : Structure & outline
• Stage 3 : Iterative writing
• Key takeaways

Let’s start by asking the most important question, “ What is a research paper? ”.

Simply put, a research paper is a scholarly written work where the writer (that’s you!) answers a specific question (this is called a research question ) through evidence-based arguments . Evidence-based is the keyword here. In other words, a research paper is different from an essay or other writing assignments that draw from the writer’s personal opinions or experiences. With a research paper, it’s all about building your arguments based on evidence (we’ll talk more about that evidence a little later).

Now, it’s worth noting that there are many different types of research papers , including analytical papers (the type I just described), argumentative papers, and interpretative papers. Here, we’ll focus on analytical papers , as these are some of the most common – but if you’re keen to learn about other types of research papers, be sure to check out the rest of the blog .

With that basic foundation laid, let’s get down to business and look at how to write a research paper .

Overview: The 3-Stage Process

While there are, of course, many potential approaches you can take to write a research paper, there are typically three stages to the writing process. So, in this tutorial, we’ll present a straightforward three-step process that we use when working with students at Grad Coach.

These three steps are:

• Finding a research topic and reviewing the existing literature
• Developing a provisional structure and outline for your paper, and
• Writing up your initial draft and then refining it iteratively

Let’s dig into each of these.

Need a helping hand?

Step 1: Find a topic and review the literature

As we mentioned earlier, in a research paper, you, as the researcher, will try to answer a question . More specifically, that’s called a research question , and it sets the direction of your entire paper. What’s important to understand though is that you’ll need to answer that research question with the help of high-quality sources – for example, journal articles, government reports, case studies, and so on. We’ll circle back to this in a minute.

The first stage of the research process is deciding on what your research question will be and then reviewing the existing literature (in other words, past studies and papers) to see what they say about that specific research question. In some cases, your professor may provide you with a predetermined research question (or set of questions). However, in many cases, you’ll need to find your own research question within a certain topic area.

Finding a strong research question hinges on identifying a meaningful research gap – in other words, an area that’s lacking in existing research. There’s a lot to unpack here, so if you wanna learn more, check out the plain-language explainer video below.

Once you’ve figured out which question (or questions) you’ll attempt to answer in your research paper, you’ll need to do a deep dive into the existing literature – this is called a “ literature search ”. Again, there are many ways to go about this, but your most likely starting point will be Google Scholar .

If you’re new to Google Scholar, think of it as Google for the academic world. You can start by simply entering a few different keywords that are relevant to your research question and it will then present a host of articles for you to review. What you want to pay close attention to here is the number of citations for each paper – the more citations a paper has, the more credible it is (generally speaking – there are some exceptions, of course).

Ideally, what you’re looking for are well-cited papers that are highly relevant to your topic. That said, keep in mind that citations are a cumulative metric , so older papers will often have more citations than newer papers – just because they’ve been around for longer. So, don’t fixate on this metric in isolation – relevance and recency are also very important.

Beyond Google Scholar, you’ll also definitely want to check out academic databases and aggregators such as Science Direct, PubMed, JStor and so on. These will often overlap with the results that you find in Google Scholar, but they can also reveal some hidden gems – so, be sure to check them out.

Once you’ve worked your way through all the literature, you’ll want to catalogue all this information in some sort of spreadsheet so that you can easily recall who said what, when and within what context. If you’d like, we’ve got a free literature spreadsheet that helps you do exactly that.

Step 2: Develop a structure and outline

With your research question pinned down and your literature digested and catalogued, it’s time to move on to planning your actual research paper .

It might sound obvious, but it’s really important to have some sort of rough outline in place before you start writing your paper. So often, we see students eagerly rushing into the writing phase, only to land up with a disjointed research paper that rambles on in multiple

Now, the secret here is to not get caught up in the fine details . Realistically, all you need at this stage is a bullet-point list that describes (in broad strokes) what you’ll discuss and in what order. It’s also useful to remember that you’re not glued to this outline – in all likelihood, you’ll chop and change some sections once you start writing, and that’s perfectly okay. What’s important is that you have some sort of roadmap in place from the start.

At this stage you might be wondering, “ But how should I structure my research paper? ”. Well, there’s no one-size-fits-all solution here, but in general, a research paper will consist of a few relatively standardised components:

• Introduction
• Literature review
• Methodology

Let’s take a look at each of these.

First up is the introduction section . As the name suggests, the purpose of the introduction is to set the scene for your research paper. There are usually (at least) four ingredients that go into this section – these are the background to the topic, the research problem and resultant research question , and the justification or rationale. If you’re interested, the video below unpacks the introduction section in more detail. 

The next section of your research paper will typically be your literature review . Remember all that literature you worked through earlier? Well, this is where you’ll present your interpretation of all that content . You’ll do this by writing about recent trends, developments, and arguments within the literature – but more specifically, those that are relevant to your research question . The literature review can oftentimes seem a little daunting, even to seasoned researchers, so be sure to check out our extensive collection of literature review content here .

With the introduction and lit review out of the way, the next section of your paper is the research methodology . In a nutshell, the methodology section should describe to your reader what you did (beyond just reviewing the existing literature) to answer your research question. For example, what data did you collect, how did you collect that data, how did you analyse that data and so on? For each choice, you’ll also need to justify why you chose to do it that way, and what the strengths and weaknesses of your approach were.

Now, it’s worth mentioning that for some research papers, this aspect of the project may be a lot simpler . For example, you may only need to draw on secondary sources (in other words, existing data sets). In some cases, you may just be asked to draw your conclusions from the literature search itself (in other words, there may be no data analysis at all). But, if you are required to collect and analyse data, you’ll need to pay a lot of attention to the methodology section. The video below provides an example of what the methodology section might look like.

By this stage of your paper, you will have explained what your research question is, what the existing literature has to say about that question, and how you analysed additional data to try to answer your question. So, the natural next step is to present your analysis of that data . This section is usually called the “results” or “analysis” section and this is where you’ll showcase your findings.

Depending on your school’s requirements, you may need to present and interpret the data in one section – or you might split the presentation and the interpretation into two sections. In the latter case, your “results” section will just describe the data, and the “discussion” is where you’ll interpret that data and explicitly link your analysis back to your research question. If you’re not sure which approach to take, check in with your professor or take a look at past papers to see what the norms are for your programme.

Alright – once you’ve presented and discussed your results, it’s time to wrap it up . This usually takes the form of the “ conclusion ” section. In the conclusion, you’ll need to highlight the key takeaways from your study and close the loop by explicitly answering your research question. Again, the exact requirements here will vary depending on your programme (and you may not even need a conclusion section at all) – so be sure to check with your professor if you’re unsure.

Step 3: Write and refine

Finally, it’s time to get writing. All too often though, students hit a brick wall right about here… So, how do you avoid this happening to you?

Well, there’s a lot to be said when it comes to writing a research paper (or any sort of academic piece), but we’ll share three practical tips to help you get started.

First and foremost , it’s essential to approach your writing as an iterative process. In other words, you need to start with a really messy first draft and then polish it over multiple rounds of editing. Don’t waste your time trying to write a perfect research paper in one go. Instead, take the pressure off yourself by adopting an iterative approach.

Secondly , it’s important to always lean towards critical writing , rather than descriptive writing. What does this mean? Well, at the simplest level, descriptive writing focuses on the “ what ”, while critical writing digs into the “ so what ” – in other words, the implications. If you’re not familiar with these two types of writing, don’t worry! You can find a plain-language explanation here.

Last but not least, you’ll need to get your referencing right. Specifically, you’ll need to provide credible, correctly formatted citations for the statements you make. We see students making referencing mistakes all the time and it costs them dearly. The good news is that you can easily avoid this by using a simple reference manager . If you don’t have one, check out our video about Mendeley, an easy (and free) reference management tool that you can start using today.

Recap: Key Takeaways

We’ve covered a lot of ground here. To recap, the three steps to writing a high-quality research paper are:

• To choose a research question and review the literature
• To plan your paper structure and draft an outline
• To take an iterative approach to writing, focusing on critical writing and strong referencing

Remember, this is just a b ig-picture overview of the research paper development process and there’s a lot more nuance to unpack. So, be sure to grab a copy of our free research paper template to learn more about how to write a research paper.

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• How to write a research paper

Last updated

11 January 2024

Reviewed by

With proper planning, knowledge, and framework, completing a research paper can be a fulfilling and exciting experience. 

Though it might initially sound slightly intimidating, this guide will help you embrace the challenge. 

By documenting your findings, you can inspire others and make a difference in your field. Here's how you can make your research paper unique and comprehensive.

• What is a research paper?

Research papers allow you to demonstrate your knowledge and understanding of a particular topic. These papers are usually lengthier and more detailed than typical essays, requiring deeper insight into the chosen topic.

To write a research paper, you must first choose a topic that interests you and is relevant to the field of study. Once you’ve selected your topic, gathering as many relevant resources as possible, including books, scholarly articles, credible websites, and other academic materials, is essential. You must then read and analyze these sources, summarizing their key points and identifying gaps in the current research.

You can formulate your ideas and opinions once you thoroughly understand the existing research. To get there might involve conducting original research, gathering data, or analyzing existing data sets. It could also involve presenting an original argument or interpretation of the existing research.

Writing a successful research paper involves presenting your findings clearly and engagingly, which might involve using charts, graphs, or other visual aids to present your data and using concise language to explain your findings. You must also ensure your paper adheres to relevant academic formatting guidelines, including proper citations and references.

Overall, writing a research paper requires a significant amount of time, effort, and attention to detail. However, it is also an enriching experience that allows you to delve deeply into a subject that interests you and contribute to the existing body of knowledge in your chosen field.

• How long should a research paper be?

Research papers are deep dives into a topic. Therefore, they tend to be longer pieces of work than essays or opinion pieces. 

However, a suitable length depends on the complexity of the topic and your level of expertise. For instance, are you a first-year college student or an experienced professional? 

Also, remember that the best research papers provide valuable information for the benefit of others. Therefore, the quality of information matters most, not necessarily the length. Being concise is valuable.

Following these best practice steps will help keep your process simple and productive:

1. Gaining a deep understanding of any expectations

Before diving into your intended topic or beginning the research phase, take some time to orient yourself. Suppose there’s a specific topic assigned to you. In that case, it’s essential to deeply understand the question and organize your planning and approach in response. Pay attention to the key requirements and ensure you align your writing accordingly. 

This preparation step entails

Deeply understanding the task or assignment

Being clear about the expected format and length

Familiarizing yourself with the citation and referencing requirements 

Understanding any defined limits for your research contribution

Where applicable, speaking to your professor or research supervisor for further clarification

2. Choose your research topic

Select a research topic that aligns with both your interests and available resources. Ideally, focus on a field where you possess significant experience and analytical skills. In crafting your research paper, it's crucial to go beyond summarizing existing data and contribute fresh insights to the chosen area.

Consider narrowing your focus to a specific aspect of the topic. For example, if exploring the link between technology and mental health, delve into how social media use during the pandemic impacts the well-being of college students. Conducting interviews and surveys with students could provide firsthand data and unique perspectives, adding substantial value to the existing knowledge.

When finalizing your topic, adhere to legal and ethical norms in the relevant area (this ensures the integrity of your research, protects participants' rights, upholds intellectual property standards, and ensures transparency and accountability). Following these principles not only maintains the credibility of your work but also builds trust within your academic or professional community.

For instance, in writing about medical research, consider legal and ethical norms, including patient confidentiality laws and informed consent requirements. Similarly, if analyzing user data on social media platforms, be mindful of data privacy regulations, ensuring compliance with laws governing personal information collection and use. Aligning with legal and ethical standards not only avoids potential issues but also underscores the responsible conduct of your research.

3. Gather preliminary research

Once you’ve landed on your topic, it’s time to explore it further. You’ll want to discover more about available resources and existing research relevant to your assignment at this stage. 

This exploratory phase is vital as you may discover issues with your original idea or realize you have insufficient resources to explore the topic effectively. This key bit of groundwork allows you to redirect your research topic in a different, more feasible, or more relevant direction if necessary. 

Spending ample time at this stage ensures you gather everything you need, learn as much as you can about the topic, and discover gaps where the topic has yet to be sufficiently covered, offering an opportunity to research it further. 

4. Define your research question

To produce a well-structured and focused paper, it is imperative to formulate a clear and precise research question that will guide your work. Your research question must be informed by the existing literature and tailored to the scope and objectives of your project. By refining your focus, you can produce a thoughtful and engaging paper that effectively communicates your ideas to your readers.

5. Write a thesis statement

A thesis statement is a one-to-two-sentence summary of your research paper's main argument or direction. It serves as an overall guide to summarize the overall intent of the research paper for you and anyone wanting to know more about the research.

A strong thesis statement is:

Concise and clear: Explain your case in simple sentences (avoid covering multiple ideas). It might help to think of this section as an elevator pitch.

Specific: Ensure that there is no ambiguity in your statement and that your summary covers the points argued in the paper.

Debatable: A thesis statement puts forward a specific argument––it is not merely a statement but a debatable point that can be analyzed and discussed.

Here are three thesis statement examples from different disciplines:

Psychology thesis example: "We're studying adults aged 25-40 to see if taking short breaks for mindfulness can help with stress. Our goal is to find practical ways to manage anxiety better."

Environmental science thesis example: "This research paper looks into how having more city parks might make the air cleaner and keep people healthier. I want to find out if more green spaces means breathing fewer carcinogens in big cities."

UX research thesis example: "This study focuses on improving mobile banking for older adults using ethnographic research, eye-tracking analysis, and interactive prototyping. We investigate the usefulness of eye-tracking analysis with older individuals, aiming to spark debate and offer fresh perspectives on UX design and digital inclusivity for the aging population."

6. Conduct in-depth research

A research paper doesn’t just include research that you’ve uncovered from other papers and studies but your fresh insights, too. You will seek to become an expert on your topic––understanding the nuances in the current leading theories. You will analyze existing research and add your thinking and discoveries.  It's crucial to conduct well-designed research that is rigorous, robust, and based on reliable sources. Suppose a research paper lacks evidence or is biased. In that case, it won't benefit the academic community or the general public. Therefore, examining the topic thoroughly and furthering its understanding through high-quality research is essential. That usually means conducting new research. Depending on the area under investigation, you may conduct surveys, interviews, diary studies, or observational research to uncover new insights or bolster current claims.

7. Determine supporting evidence

Not every piece of research you’ve discovered will be relevant to your research paper. It’s important to categorize the most meaningful evidence to include alongside your discoveries. It's important to include evidence that doesn't support your claims to avoid exclusion bias and ensure a fair research paper.

8. Write a research paper outline

Before diving in and writing the whole paper, start with an outline. It will help you to see if more research is needed, and it will provide a framework by which to write a more compelling paper. Your supervisor may even request an outline to approve before beginning to write the first draft of the full paper. An outline will include your topic, thesis statement, key headings, short summaries of the research, and your arguments.

9. Write your first draft

Once you feel confident about your outline and sources, it’s time to write your first draft. While penning a long piece of content can be intimidating, if you’ve laid the groundwork, you will have a structure to help you move steadily through each section. To keep up motivation and inspiration, it’s often best to keep the pace quick. Stopping for long periods can interrupt your flow and make jumping back in harder than writing when things are fresh in your mind.

10. Cite your sources correctly

It's always a good practice to give credit where it's due, and the same goes for citing any works that have influenced your paper. Building your arguments on credible references adds value and authenticity to your research. In the formatting guidelines section, you’ll find an overview of different citation styles (MLA, CMOS, or APA), which will help you meet any publishing or academic requirements and strengthen your paper's credibility. It is essential to follow the guidelines provided by your school or the publication you are submitting to ensure the accuracy and relevance of your citations.

11. Ensure your work is original

It is crucial to ensure the originality of your paper, as plagiarism can lead to serious consequences. To avoid plagiarism, you should use proper paraphrasing and quoting techniques. Paraphrasing is rewriting a text in your own words while maintaining the original meaning. Quoting involves directly citing the source. Giving credit to the original author or source is essential whenever you borrow their ideas or words. You can also use plagiarism detection tools such as Scribbr or Grammarly to check the originality of your paper. These tools compare your draft writing to a vast database of online sources. If you find any accidental plagiarism, you should correct it immediately by rephrasing or citing the source.

12. Revise, edit, and proofread

One of the essential qualities of excellent writers is their ability to understand the importance of editing and proofreading. Even though it's tempting to call it a day once you've finished your writing, editing your work can significantly improve its quality. It's natural to overlook the weaker areas when you've just finished writing a paper. Therefore, it's best to take a break of a day or two, or even up to a week, to refresh your mind. This way, you can return to your work with a new perspective. After some breathing room, you can spot any inconsistencies, spelling and grammar errors, typos, or missing citations and correct them. 

• The best research paper format 

The format of your research paper should align with the requirements set forth by your college, school, or target publication. 

There is no one “best” format, per se. Depending on the stated requirements, you may need to include the following elements:

Title page: The title page of a research paper typically includes the title, author's name, and institutional affiliation and may include additional information such as a course name or instructor's name. 

Table of contents: Include a table of contents to make it easy for readers to find specific sections of your paper.

Abstract: The abstract is a summary of the purpose of the paper.

Methods : In this section, describe the research methods used. This may include collecting data, conducting interviews, or doing field research.

Results: Summarize the conclusions you drew from your research in this section.

Discussion: In this section, discuss the implications of your research. Be sure to mention any significant limitations to your approach and suggest areas for further research.

Tables, charts, and illustrations: Use tables, charts, and illustrations to help convey your research findings and make them easier to understand.

Works cited or reference page: Include a works cited or reference page to give credit to the sources that you used to conduct your research.

Bibliography: Provide a list of all the sources you consulted while conducting your research.

Dedication and acknowledgments : Optionally, you may include a dedication and acknowledgments section to thank individuals who helped you with your research.

• General style and formatting guidelines

Formatting your research paper means you can submit it to your college, journal, or other publications in compliance with their criteria.

Research papers tend to follow the American Psychological Association (APA), Modern Language Association (MLA), or Chicago Manual of Style (CMOS) guidelines.

Here’s how each style guide is typically used:

Chicago Manual of Style (CMOS):

CMOS is a versatile style guide used for various types of writing. It's known for its flexibility and use in the humanities. CMOS provides guidelines for citations, formatting, and overall writing style. It allows for both footnotes and in-text citations, giving writers options based on their preferences or publication requirements.

American Psychological Association (APA):

APA is common in the social sciences. It’s hailed for its clarity and emphasis on precision. It has specific rules for citing sources, creating references, and formatting papers. APA style uses in-text citations with an accompanying reference list. It's designed to convey information efficiently and is widely used in academic and scientific writing.

Modern Language Association (MLA):

MLA is widely used in the humanities, especially literature and language studies. It emphasizes the author-page format for in-text citations and provides guidelines for creating a "Works Cited" page. MLA is known for its focus on the author's name and the literary works cited. It’s frequently used in disciplines that prioritize literary analysis and critical thinking.

To confirm you're using the latest style guide, check the official website or publisher's site for updates, consult academic resources, and verify the guide's publication date. Online platforms and educational resources may also provide summaries and alerts about any revisions or additions to the style guide.

Citing sources

When working on your research paper, it's important to cite the sources you used properly. Your citation style will guide you through this process. Generally, there are three parts to citing sources in your research paper: 

First, provide a brief citation in the body of your essay. This is also known as a parenthetical or in-text citation. 

Second, include a full citation in the Reference list at the end of your paper. Different types of citations include in-text citations, footnotes, and reference lists. 

In-text citations include the author's surname and the date of the citation. 

Footnotes appear at the bottom of each page of your research paper. They may also be summarized within a reference list at the end of the paper. 

A reference list includes all of the research used within the paper at the end of the document. It should include the author, date, paper title, and publisher listed in the order that aligns with your citation style.

10 research paper writing tips:

Following some best practices is essential to writing a research paper that contributes to your field of study and creates a positive impact.

These tactics will help you structure your argument effectively and ensure your work benefits others:

Clear and precise language:  Ensure your language is unambiguous. Use academic language appropriately, but keep it simple. Also, provide clear takeaways for your audience.

Effective idea separation:  Organize the vast amount of information and sources in your paper with paragraphs and titles. Create easily digestible sections for your readers to navigate through.

Compelling intro:  Craft an engaging introduction that captures your reader's interest. Hook your audience and motivate them to continue reading.

Thorough revision and editing:  Take the time to review and edit your paper comprehensively. Use tools like Grammarly to detect and correct small, overlooked errors.

Thesis precision:  Develop a clear and concise thesis statement that guides your paper. Ensure that your thesis aligns with your research's overall purpose and contribution.

Logical flow of ideas:  Maintain a logical progression throughout the paper. Use transitions effectively to connect different sections and maintain coherence.

Critical evaluation of sources:  Evaluate and critically assess the relevance and reliability of your sources. Ensure that your research is based on credible and up-to-date information.

Thematic consistency:  Maintain a consistent theme throughout the paper. Ensure that all sections contribute cohesively to the overall argument.

Relevant supporting evidence:  Provide concise and relevant evidence to support your arguments. Avoid unnecessary details that may distract from the main points.

Embrace counterarguments:  Acknowledge and address opposing views to strengthen your position. Show that you have considered alternative arguments in your field.

7 research tips 

If you want your paper to not only be well-written but also contribute to the progress of human knowledge, consider these tips to take your paper to the next level:

Selecting the appropriate topic: The topic you select should align with your area of expertise, comply with the requirements of your project, and have sufficient resources for a comprehensive investigation.

Use academic databases: Academic databases such as PubMed, Google Scholar, and JSTOR offer a wealth of research papers that can help you discover everything you need to know about your chosen topic.

Critically evaluate sources: It is important not to accept research findings at face value. Instead, it is crucial to critically analyze the information to avoid jumping to conclusions or overlooking important details. A well-written research paper requires a critical analysis with thorough reasoning to support claims.

Diversify your sources: Expand your research horizons by exploring a variety of sources beyond the standard databases. Utilize books, conference proceedings, and interviews to gather diverse perspectives and enrich your understanding of the topic.

Take detailed notes: Detailed note-taking is crucial during research and can help you form the outline and body of your paper.

Stay up on trends: Keep abreast of the latest developments in your field by regularly checking for recent publications. Subscribe to newsletters, follow relevant journals, and attend conferences to stay informed about emerging trends and advancements. 

Engage in peer review: Seek feedback from peers or mentors to ensure the rigor and validity of your research. Peer review helps identify potential weaknesses in your methodology and strengthens the overall credibility of your findings.

• The real-world impact of research papers

Writing a research paper is more than an academic or business exercise. The experience provides an opportunity to explore a subject in-depth, broaden one's understanding, and arrive at meaningful conclusions. With careful planning, dedication, and hard work, writing a research paper can be a fulfilling and enriching experience contributing to advancing knowledge.

How do I publish my research paper? 

Many academics wish to publish their research papers. While challenging, your paper might get traction if it covers new and well-written information. To publish your research paper, find a target publication, thoroughly read their guidelines, format your paper accordingly, and send it to them per their instructions. You may need to include a cover letter, too. After submission, your paper may be peer-reviewed by experts to assess its legitimacy, quality, originality, and methodology. Following review, you will be informed by the publication whether they have accepted or rejected your paper. 

What is a good opening sentence for a research paper? 

Beginning your research paper with a compelling introduction can ensure readers are interested in going further. A relevant quote, a compelling statistic, or a bold argument can start the paper and hook your reader. Remember, though, that the most important aspect of a research paper is the quality of the information––not necessarily your ability to storytell, so ensure anything you write aligns with your goals.

Research paper vs. a research proposal—what’s the difference?

While some may confuse research papers and proposals, they are different documents. 

A research proposal comes before a research paper. It is a detailed document that outlines an intended area of exploration. It includes the research topic, methodology, timeline, sources, and potential conclusions. Research proposals are often required when seeking approval to conduct research. 

A research paper is a summary of research findings. A research paper follows a structured format to present those findings and construct an argument or conclusion.

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Writing for Inquiry and Research

Jeffrey Kessler, University of Illinois Chicago

Mark Bennett, University of Illinois Chicago

Sarah Primeau, University of Illinois Chicago

Charitianne Williams, University of Illinois Chicago

Virginia Costello, University of Illinois Chicago

Annie R. Armstrong, University of Illinois Chicago

Copyright Year: 2023

ISBN 13: 9781946011213

Publisher: University of Illinois Library - Urbana

Language: English

Formats Available

Conditions of use.

Learn more about reviews.

Reviewed by Angelica Rivera, Director, Northeastern Illinois University on 4/16/24

This book consists of a Preface, Introduction, Chapters I thru Chapter IV. and it also has an Appendix I to Appendix III. Chapter I covers the Annotated Bibliography, Chapter II covers the Proposal, Chapter III covers the Literature Review and... read more

Comprehensiveness rating: 5 see less

This book consists of a Preface, Introduction, Chapters I thru Chapter IV. and it also has an Appendix I to Appendix III. Chapter I covers the Annotated Bibliography, Chapter II covers the Proposal, Chapter III covers the Literature Review and Chapter IV covers the Research Essay. Each section is broken down into smaller sections to break down each topic. The book is written by 3 different authors who are experts in their field and who write about different writing genres. The authors are interdisciplinary in their approach which means students in various disciplines can use the manual to begin their inquiry process and continue with their research process. This book also has short videos that provide explanations, and references after every chapter to provide additional learning resources. Appendix I covers Reading Strategies, Appendix II covers Writing Strategies and Appendix III covers Research Strategies. Appendix I and Appendix II also have additional resources for reading and writing strategies. This book will help most first year students who are transitioning from high school to college.

Content Accuracy rating: 5

This book is accessible for first year students who are in English, Composition or First year experience courses. However, the authors note that there are some limits to the topics addressed as the text does not cover research methods, databases, plagiarism and emerging writing technologies. The authors believe that writing is a human based process regardless of the tools and technologies that one uses when writing.

Relevance/Longevity rating: 5

This book is well researched and will survive the test of time as it is accessible and will serve as a reference tool for a student who is looking to develop their writing question and develop their research approach.

Clarity rating: 5

This book is well researched, well organized and well written.

Consistency rating: 5

There was consistency throughout the text as all of the authors had experience with working with first year students and/or with the writing process.

Modularity rating: 5

The first 3 chapters can be assigned in any order but the fourth chapter should be the 4th step as that part consists of writing the actual research essay. This book is not meant to be used by itself and thus provides additional bibliographic sources and topics to further develop one’s knowledge of the writing process.

Organization/Structure/Flow rating: 5

This book is written in the logical process of developing a research question and then conducting the research. An instructor can easily assign these chapters in chronological order and it will help the student to brainstorm to create their question and then follow the steps to conduct their research.

Interface rating: 5

There were no issues with the books interface.

Grammatical Errors rating: 5

I found this manuscript to be well written and it contained no visible grammatical errors.

Cultural Relevance rating: 5

I found this book to be neutral and accessible to all students irrespective of their various backgrounds.

I give this book 5 stars because it helps students and instructors break down the research process into smaller steps which can be completed in a semester-long course in research writing.

Table of Contents

• Introduction
• Chapter 1: Annotated Bibliography
• Chapter 2: Proposal
• Chapter 3: Literature Review
• Chapter 4: Research Essay
• Appendix I: Writing Strategies
• Appendix II: Reading Strategies
• Appendix III: Research Strategies

Ancillary Material

About the book.

Writing for Inquiry and Research guides students through the composition process of writing a research paper. The book divides this process into four chapters that each focus on a genre connected to research writing: the annotated bibliography, proposal, literature review, and research essay. Each chapter provides significant guidance with reading, writing, and research strategies, along with significant examples and links to external resources. This book serves to help students and instructors with a writing-project-based approach, transforming the research process into an accessible series of smaller, more attainable steps for a semester-long course in research writing. Additional resources throughout the book, as well as in three appendices, allow for students and instructors to explore the many facets of the writing process together.

About the Contributors

Jeffrey C. Kessler is a Senior Lecturer at the University of Illinois Chicago. His research and teaching interrogate the intersections of writing, fiction, and critical university studies. He has published about the works of Oscar Wilde, Henry James, Vernon Lee, and Walter Pater. He earned his PhD from Indiana University.

Mark Bennett has served as director of the University of Illinois Chicago’s (UIC) First-Year Writing Program since 2012. He earned his PhD in English from UIC in 2013. His primary research interests are in composition studies and rhetoric, with a focus on writing program administration, course placement, outcomes assessment, international student education, and AI writing.

Sarah Primeau serves as the associate director of the First-Year Writing Program and teaches first-year writing classes at University of Illinois Chicago. Sarah has presented her work at the Conference on College Composition and Communication, the Council of Writing Program Administrators Conference, and the Cultural Rhetorics Conference. She holds a PhD in Rhetoric and Composition from Wayne State University, where she focused on composition pedagogy, cultural rhetorics, writing assessment, and writing program administration.

Charitianne Williams is a Senior Lecturer at the University of Illinois Chicago focused on teaching first-year composition and writing center studies. When she’s not teaching or thinking about teaching, she’s thinking about writing.

For more than twenty years, Virginia Costello has been teaching a variety of English composition, literature, and gender studies courses. She received her Ph.D. from Stony Brook University in 2010 and is presently Senior Lecturer in the Department of English at University of Illinois Chicago. Early in her career, she studied anarcho-catholicism through the work of Dorothy Day and The Catholic Worker Movement. She completed research at the International Institute of Social History in Amsterdam and has published articles on T.S. Eliot, Emma Goldman, and Bernard Shaw. More recently, she presented her work at the Modern Studies Association conference (Portland, OR, 2022), Conference on College Composition and Communication (Chicago, Il, 2023) and Comparative and Continental Philosophy Circle (Tallinn, Estonia, 2022 and Bogotá, Columbia, 2023). Her research interests include prison reform/abolition, archē in anarchism, and Zen Buddhism.

Annie Armstrong has been a reference and instruction librarian at the Richard J. Daley Library at the University of Illinois Chicago since 2000 and has served as the Coordinator of Teaching & Learning Services since 2007. She serves as the library’s liaison to the College of Education and the Department of Psychology. Her research focuses on enhancing and streamlining the research experience of academic library users through in-person and online information literacy instruction.

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13.1 Formatting a Research Paper

Learning objectives.

• Identify the major components of a research paper written using American Psychological Association (APA) style.
• Apply general APA style and formatting conventions in a research paper.

In this chapter, you will learn how to use APA style , the documentation and formatting style followed by the American Psychological Association, as well as MLA style , from the Modern Language Association. There are a few major formatting styles used in academic texts, including AMA, Chicago, and Turabian:

• AMA (American Medical Association) for medicine, health, and biological sciences
• APA (American Psychological Association) for education, psychology, and the social sciences
• Chicago—a common style used in everyday publications like magazines, newspapers, and books
• MLA (Modern Language Association) for English, literature, arts, and humanities
• Turabian—another common style designed for its universal application across all subjects and disciplines

While all the formatting and citation styles have their own use and applications, in this chapter we focus our attention on the two styles you are most likely to use in your academic studies: APA and MLA.

If you find that the rules of proper source documentation are difficult to keep straight, you are not alone. Writing a good research paper is, in and of itself, a major intellectual challenge. Having to follow detailed citation and formatting guidelines as well may seem like just one more task to add to an already-too-long list of requirements.

Following these guidelines, however, serves several important purposes. First, it signals to your readers that your paper should be taken seriously as a student’s contribution to a given academic or professional field; it is the literary equivalent of wearing a tailored suit to a job interview. Second, it shows that you respect other people’s work enough to give them proper credit for it. Finally, it helps your reader find additional materials if he or she wishes to learn more about your topic.

Furthermore, producing a letter-perfect APA-style paper need not be burdensome. Yes, it requires careful attention to detail. However, you can simplify the process if you keep these broad guidelines in mind:

• Work ahead whenever you can. Chapter 11 “Writing from Research: What Will I Learn?” includes tips for keeping track of your sources early in the research process, which will save time later on.
• Get it right the first time. Apply APA guidelines as you write, so you will not have much to correct during the editing stage. Again, putting in a little extra time early on can save time later.
• Use the resources available to you. In addition to the guidelines provided in this chapter, you may wish to consult the APA website at http://www.apa.org or the Purdue University Online Writing lab at http://owl.english.purdue.edu , which regularly updates its online style guidelines.

General Formatting Guidelines

This chapter provides detailed guidelines for using the citation and formatting conventions developed by the American Psychological Association, or APA. Writers in disciplines as diverse as astrophysics, biology, psychology, and education follow APA style. The major components of a paper written in APA style are listed in the following box.

These are the major components of an APA-style paper:

Body, which includes the following:

• Headings and, if necessary, subheadings to organize the content
• In-text citations of research sources
• References page

All these components must be saved in one document, not as separate documents.

The title page of your paper includes the following information:

• Title of the paper
• Author’s name
• Name of the institution with which the author is affiliated
• Header at the top of the page with the paper title (in capital letters) and the page number (If the title is lengthy, you may use a shortened form of it in the header.)

List the first three elements in the order given in the previous list, centered about one third of the way down from the top of the page. Use the headers and footers tool of your word-processing program to add the header, with the title text at the left and the page number in the upper-right corner. Your title page should look like the following example.

The next page of your paper provides an abstract , or brief summary of your findings. An abstract does not need to be provided in every paper, but an abstract should be used in papers that include a hypothesis. A good abstract is concise—about one hundred fifty to two hundred fifty words—and is written in an objective, impersonal style. Your writing voice will not be as apparent here as in the body of your paper. When writing the abstract, take a just-the-facts approach, and summarize your research question and your findings in a few sentences.

In Chapter 12 “Writing a Research Paper” , you read a paper written by a student named Jorge, who researched the effectiveness of low-carbohydrate diets. Read Jorge’s abstract. Note how it sums up the major ideas in his paper without going into excessive detail.

Write an abstract summarizing your paper. Briefly introduce the topic, state your findings, and sum up what conclusions you can draw from your research. Use the word count feature of your word-processing program to make sure your abstract does not exceed one hundred fifty words.

Depending on your field of study, you may sometimes write research papers that present extensive primary research, such as your own experiment or survey. In your abstract, summarize your research question and your findings, and briefly indicate how your study relates to prior research in the field.

Margins, Pagination, and Headings

APA style requirements also address specific formatting concerns, such as margins, pagination, and heading styles, within the body of the paper. Review the following APA guidelines.

Use these general guidelines to format the paper:

• Set the top, bottom, and side margins of your paper at 1 inch.
• Use double-spaced text throughout your paper.
• Use a standard font, such as Times New Roman or Arial, in a legible size (10- to 12-point).
• Use continuous pagination throughout the paper, including the title page and the references section. Page numbers appear flush right within your header.
• Section headings and subsection headings within the body of your paper use different types of formatting depending on the level of information you are presenting. Additional details from Jorge’s paper are provided.

Begin formatting the final draft of your paper according to APA guidelines. You may work with an existing document or set up a new document if you choose. Include the following:

• Your title page
• The abstract you created in Note 13.8 “Exercise 1”
• Correct headers and page numbers for your title page and abstract

APA style uses section headings to organize information, making it easy for the reader to follow the writer’s train of thought and to know immediately what major topics are covered. Depending on the length and complexity of the paper, its major sections may also be divided into subsections, sub-subsections, and so on. These smaller sections, in turn, use different heading styles to indicate different levels of information. In essence, you are using headings to create a hierarchy of information.

The following heading styles used in APA formatting are listed in order of greatest to least importance:

• Section headings use centered, boldface type. Headings use title case, with important words in the heading capitalized.
• Subsection headings use left-aligned, boldface type. Headings use title case.
• The third level uses left-aligned, indented, boldface type. Headings use a capital letter only for the first word, and they end in a period.
• The fourth level follows the same style used for the previous level, but the headings are boldfaced and italicized.
• The fifth level follows the same style used for the previous level, but the headings are italicized and not boldfaced.

Visually, the hierarchy of information is organized as indicated in Table 13.1 “Section Headings” .

Table 13.1 Section Headings

A college research paper may not use all the heading levels shown in Table 13.1 “Section Headings” , but you are likely to encounter them in academic journal articles that use APA style. For a brief paper, you may find that level 1 headings suffice. Longer or more complex papers may need level 2 headings or other lower-level headings to organize information clearly. Use your outline to craft your major section headings and determine whether any subtopics are substantial enough to require additional levels of headings.

Working with the document you developed in Note 13.11 “Exercise 2” , begin setting up the heading structure of the final draft of your research paper according to APA guidelines. Include your title and at least two to three major section headings, and follow the formatting guidelines provided above. If your major sections should be broken into subsections, add those headings as well. Use your outline to help you.

Because Jorge used only level 1 headings, his Exercise 3 would look like the following:

Citation Guidelines

In-text citations.

Throughout the body of your paper, include a citation whenever you quote or paraphrase material from your research sources. As you learned in Chapter 11 “Writing from Research: What Will I Learn?” , the purpose of citations is twofold: to give credit to others for their ideas and to allow your reader to follow up and learn more about the topic if desired. Your in-text citations provide basic information about your source; each source you cite will have a longer entry in the references section that provides more detailed information.

In-text citations must provide the name of the author or authors and the year the source was published. (When a given source does not list an individual author, you may provide the source title or the name of the organization that published the material instead.) When directly quoting a source, it is also required that you include the page number where the quote appears in your citation.

This information may be included within the sentence or in a parenthetical reference at the end of the sentence, as in these examples.

Epstein (2010) points out that “junk food cannot be considered addictive in the same way that we think of psychoactive drugs as addictive” (p. 137).

Here, the writer names the source author when introducing the quote and provides the publication date in parentheses after the author’s name. The page number appears in parentheses after the closing quotation marks and before the period that ends the sentence.

Addiction researchers caution that “junk food cannot be considered addictive in the same way that we think of psychoactive drugs as addictive” (Epstein, 2010, p. 137).

Here, the writer provides a parenthetical citation at the end of the sentence that includes the author’s name, the year of publication, and the page number separated by commas. Again, the parenthetical citation is placed after the closing quotation marks and before the period at the end of the sentence.

As noted in the book Junk Food, Junk Science (Epstein, 2010, p. 137), “junk food cannot be considered addictive in the same way that we think of psychoactive drugs as addictive.”

Here, the writer chose to mention the source title in the sentence (an optional piece of information to include) and followed the title with a parenthetical citation. Note that the parenthetical citation is placed before the comma that signals the end of the introductory phrase.

David Epstein’s book Junk Food, Junk Science (2010) pointed out that “junk food cannot be considered addictive in the same way that we think of psychoactive drugs as addictive” (p. 137).

Another variation is to introduce the author and the source title in your sentence and include the publication date and page number in parentheses within the sentence or at the end of the sentence. As long as you have included the essential information, you can choose the option that works best for that particular sentence and source.

Citing a book with a single author is usually a straightforward task. Of course, your research may require that you cite many other types of sources, such as books or articles with more than one author or sources with no individual author listed. You may also need to cite sources available in both print and online and nonprint sources, such as websites and personal interviews. Chapter 13 “APA and MLA Documentation and Formatting” , Section 13.2 “Citing and Referencing Techniques” and Section 13.3 “Creating a References Section” provide extensive guidelines for citing a variety of source types.

Writing at Work

APA is just one of several different styles with its own guidelines for documentation, formatting, and language usage. Depending on your field of interest, you may be exposed to additional styles, such as the following:

• MLA style. Determined by the Modern Languages Association and used for papers in literature, languages, and other disciplines in the humanities.
• Chicago style. Outlined in the Chicago Manual of Style and sometimes used for papers in the humanities and the sciences; many professional organizations use this style for publications as well.
• Associated Press (AP) style. Used by professional journalists.

References List

The brief citations included in the body of your paper correspond to the more detailed citations provided at the end of the paper in the references section. In-text citations provide basic information—the author’s name, the publication date, and the page number if necessary—while the references section provides more extensive bibliographical information. Again, this information allows your reader to follow up on the sources you cited and do additional reading about the topic if desired.

The specific format of entries in the list of references varies slightly for different source types, but the entries generally include the following information:

• The name(s) of the author(s) or institution that wrote the source
• The year of publication and, where applicable, the exact date of publication
• The full title of the source
• For books, the city of publication
• For articles or essays, the name of the periodical or book in which the article or essay appears
• For magazine and journal articles, the volume number, issue number, and pages where the article appears
• For sources on the web, the URL where the source is located

The references page is double spaced and lists entries in alphabetical order by the author’s last name. If an entry continues for more than one line, the second line and each subsequent line are indented five spaces. Review the following example. ( Chapter 13 “APA and MLA Documentation and Formatting” , Section 13.3 “Creating a References Section” provides extensive guidelines for formatting reference entries for different types of sources.)

In APA style, book and article titles are formatted in sentence case, not title case. Sentence case means that only the first word is capitalized, along with any proper nouns.

Key Takeaways

• Following proper citation and formatting guidelines helps writers ensure that their work will be taken seriously, give proper credit to other authors for their work, and provide valuable information to readers.
• Working ahead and taking care to cite sources correctly the first time are ways writers can save time during the editing stage of writing a research paper.
• APA papers usually include an abstract that concisely summarizes the paper.
• APA papers use a specific headings structure to provide a clear hierarchy of information.
• In APA papers, in-text citations usually include the name(s) of the author(s) and the year of publication.
• In-text citations correspond to entries in the references section, which provide detailed bibliographical information about a source.

Writing for Success Copyright © 2015 by University of Minnesota is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License , except where otherwise noted.

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Home » Research Methodology – Types, Examples and writing Guide

Research Methodology – Types, Examples and writing Guide

Table of Contents

Research Methodology

Definition:

Research Methodology refers to the systematic and scientific approach used to conduct research, investigate problems, and gather data and information for a specific purpose. It involves the techniques and procedures used to identify, collect , analyze , and interpret data to answer research questions or solve research problems . Moreover, They are philosophical and theoretical frameworks that guide the research process.

Structure of Research Methodology

Research methodology formats can vary depending on the specific requirements of the research project, but the following is a basic example of a structure for a research methodology section:

I. Introduction

• Provide an overview of the research problem and the need for a research methodology section
• Outline the main research questions and objectives

II. Research Design

• Explain the research design chosen and why it is appropriate for the research question(s) and objectives
• Discuss any alternative research designs considered and why they were not chosen
• Describe the research setting and participants (if applicable)

III. Data Collection Methods

• Describe the methods used to collect data (e.g., surveys, interviews, observations)
• Explain how the data collection methods were chosen and why they are appropriate for the research question(s) and objectives
• Detail any procedures or instruments used for data collection

IV. Data Analysis Methods

• Describe the methods used to analyze the data (e.g., statistical analysis, content analysis )
• Explain how the data analysis methods were chosen and why they are appropriate for the research question(s) and objectives
• Detail any procedures or software used for data analysis

V. Ethical Considerations

• Discuss any ethical issues that may arise from the research and how they were addressed
• Explain how informed consent was obtained (if applicable)
• Detail any measures taken to ensure confidentiality and anonymity

VI. Limitations

• Identify any potential limitations of the research methodology and how they may impact the results and conclusions

VII. Conclusion

• Summarize the key aspects of the research methodology section
• Explain how the research methodology addresses the research question(s) and objectives

Research Methodology Types

Types of Research Methodology are as follows:

Quantitative Research Methodology

This is a research methodology that involves the collection and analysis of numerical data using statistical methods. This type of research is often used to study cause-and-effect relationships and to make predictions.

Qualitative Research Methodology

This is a research methodology that involves the collection and analysis of non-numerical data such as words, images, and observations. This type of research is often used to explore complex phenomena, to gain an in-depth understanding of a particular topic, and to generate hypotheses.

Mixed-Methods Research Methodology

This is a research methodology that combines elements of both quantitative and qualitative research. This approach can be particularly useful for studies that aim to explore complex phenomena and to provide a more comprehensive understanding of a particular topic.

Case Study Research Methodology

This is a research methodology that involves in-depth examination of a single case or a small number of cases. Case studies are often used in psychology, sociology, and anthropology to gain a detailed understanding of a particular individual or group.

Action Research Methodology

This is a research methodology that involves a collaborative process between researchers and practitioners to identify and solve real-world problems. Action research is often used in education, healthcare, and social work.

Experimental Research Methodology

This is a research methodology that involves the manipulation of one or more independent variables to observe their effects on a dependent variable. Experimental research is often used to study cause-and-effect relationships and to make predictions.

Survey Research Methodology

This is a research methodology that involves the collection of data from a sample of individuals using questionnaires or interviews. Survey research is often used to study attitudes, opinions, and behaviors.

Grounded Theory Research Methodology

This is a research methodology that involves the development of theories based on the data collected during the research process. Grounded theory is often used in sociology and anthropology to generate theories about social phenomena.

Research Methodology Example

An Example of Research Methodology could be the following:

Research Methodology for Investigating the Effectiveness of Cognitive Behavioral Therapy in Reducing Symptoms of Depression in Adults

Introduction:

The aim of this research is to investigate the effectiveness of cognitive-behavioral therapy (CBT) in reducing symptoms of depression in adults. To achieve this objective, a randomized controlled trial (RCT) will be conducted using a mixed-methods approach.

Research Design:

The study will follow a pre-test and post-test design with two groups: an experimental group receiving CBT and a control group receiving no intervention. The study will also include a qualitative component, in which semi-structured interviews will be conducted with a subset of participants to explore their experiences of receiving CBT.

Participants:

Participants will be recruited from community mental health clinics in the local area. The sample will consist of 100 adults aged 18-65 years old who meet the diagnostic criteria for major depressive disorder. Participants will be randomly assigned to either the experimental group or the control group.

Intervention :

The experimental group will receive 12 weekly sessions of CBT, each lasting 60 minutes. The intervention will be delivered by licensed mental health professionals who have been trained in CBT. The control group will receive no intervention during the study period.

Data Collection:

Quantitative data will be collected through the use of standardized measures such as the Beck Depression Inventory-II (BDI-II) and the Generalized Anxiety Disorder-7 (GAD-7). Data will be collected at baseline, immediately after the intervention, and at a 3-month follow-up. Qualitative data will be collected through semi-structured interviews with a subset of participants from the experimental group. The interviews will be conducted at the end of the intervention period, and will explore participants’ experiences of receiving CBT.

Data Analysis:

Quantitative data will be analyzed using descriptive statistics, t-tests, and mixed-model analyses of variance (ANOVA) to assess the effectiveness of the intervention. Qualitative data will be analyzed using thematic analysis to identify common themes and patterns in participants’ experiences of receiving CBT.

Ethical Considerations:

This study will comply with ethical guidelines for research involving human subjects. Participants will provide informed consent before participating in the study, and their privacy and confidentiality will be protected throughout the study. Any adverse events or reactions will be reported and managed appropriately.

Data Management:

All data collected will be kept confidential and stored securely using password-protected databases. Identifying information will be removed from qualitative data transcripts to ensure participants’ anonymity.

Limitations:

One potential limitation of this study is that it only focuses on one type of psychotherapy, CBT, and may not generalize to other types of therapy or interventions. Another limitation is that the study will only include participants from community mental health clinics, which may not be representative of the general population.

Conclusion:

This research aims to investigate the effectiveness of CBT in reducing symptoms of depression in adults. By using a randomized controlled trial and a mixed-methods approach, the study will provide valuable insights into the mechanisms underlying the relationship between CBT and depression. The results of this study will have important implications for the development of effective treatments for depression in clinical settings.

How to Write Research Methodology

Writing a research methodology involves explaining the methods and techniques you used to conduct research, collect data, and analyze results. It’s an essential section of any research paper or thesis, as it helps readers understand the validity and reliability of your findings. Here are the steps to write a research methodology:

• Start by explaining your research question: Begin the methodology section by restating your research question and explaining why it’s important. This helps readers understand the purpose of your research and the rationale behind your methods.
• Describe your research design: Explain the overall approach you used to conduct research. This could be a qualitative or quantitative research design, experimental or non-experimental, case study or survey, etc. Discuss the advantages and limitations of the chosen design.
• Discuss your sample: Describe the participants or subjects you included in your study. Include details such as their demographics, sampling method, sample size, and any exclusion criteria used.
• Describe your data collection methods : Explain how you collected data from your participants. This could include surveys, interviews, observations, questionnaires, or experiments. Include details on how you obtained informed consent, how you administered the tools, and how you minimized the risk of bias.
• Explain your data analysis techniques: Describe the methods you used to analyze the data you collected. This could include statistical analysis, content analysis, thematic analysis, or discourse analysis. Explain how you dealt with missing data, outliers, and any other issues that arose during the analysis.
• Discuss the validity and reliability of your research : Explain how you ensured the validity and reliability of your study. This could include measures such as triangulation, member checking, peer review, or inter-coder reliability.
• Acknowledge any limitations of your research: Discuss any limitations of your study, including any potential threats to validity or generalizability. This helps readers understand the scope of your findings and how they might apply to other contexts.
• Provide a summary: End the methodology section by summarizing the methods and techniques you used to conduct your research. This provides a clear overview of your research methodology and helps readers understand the process you followed to arrive at your findings.

When to Write Research Methodology

Research methodology is typically written after the research proposal has been approved and before the actual research is conducted. It should be written prior to data collection and analysis, as it provides a clear roadmap for the research project.

The research methodology is an important section of any research paper or thesis, as it describes the methods and procedures that will be used to conduct the research. It should include details about the research design, data collection methods, data analysis techniques, and any ethical considerations.

The methodology should be written in a clear and concise manner, and it should be based on established research practices and standards. It is important to provide enough detail so that the reader can understand how the research was conducted and evaluate the validity of the results.

Applications of Research Methodology

Here are some of the applications of research methodology:

• To identify the research problem: Research methodology is used to identify the research problem, which is the first step in conducting any research.
• To design the research: Research methodology helps in designing the research by selecting the appropriate research method, research design, and sampling technique.
• To collect data: Research methodology provides a systematic approach to collect data from primary and secondary sources.
• To analyze data: Research methodology helps in analyzing the collected data using various statistical and non-statistical techniques.
• To test hypotheses: Research methodology provides a framework for testing hypotheses and drawing conclusions based on the analysis of data.
• To generalize findings: Research methodology helps in generalizing the findings of the research to the target population.
• To develop theories : Research methodology is used to develop new theories and modify existing theories based on the findings of the research.
• To evaluate programs and policies : Research methodology is used to evaluate the effectiveness of programs and policies by collecting data and analyzing it.
• To improve decision-making: Research methodology helps in making informed decisions by providing reliable and valid data.

Purpose of Research Methodology

Research methodology serves several important purposes, including:

• To guide the research process: Research methodology provides a systematic framework for conducting research. It helps researchers to plan their research, define their research questions, and select appropriate methods and techniques for collecting and analyzing data.
• To ensure research quality: Research methodology helps researchers to ensure that their research is rigorous, reliable, and valid. It provides guidelines for minimizing bias and error in data collection and analysis, and for ensuring that research findings are accurate and trustworthy.
• To replicate research: Research methodology provides a clear and detailed account of the research process, making it possible for other researchers to replicate the study and verify its findings.
• To advance knowledge: Research methodology enables researchers to generate new knowledge and to contribute to the body of knowledge in their field. It provides a means for testing hypotheses, exploring new ideas, and discovering new insights.
• To inform decision-making: Research methodology provides evidence-based information that can inform policy and decision-making in a variety of fields, including medicine, public health, education, and business.

Advantages of Research Methodology

Research methodology has several advantages that make it a valuable tool for conducting research in various fields. Here are some of the key advantages of research methodology:

• Systematic and structured approach : Research methodology provides a systematic and structured approach to conducting research, which ensures that the research is conducted in a rigorous and comprehensive manner.
• Objectivity : Research methodology aims to ensure objectivity in the research process, which means that the research findings are based on evidence and not influenced by personal bias or subjective opinions.
• Replicability : Research methodology ensures that research can be replicated by other researchers, which is essential for validating research findings and ensuring their accuracy.
• Reliability : Research methodology aims to ensure that the research findings are reliable, which means that they are consistent and can be depended upon.
• Validity : Research methodology ensures that the research findings are valid, which means that they accurately reflect the research question or hypothesis being tested.
• Efficiency : Research methodology provides a structured and efficient way of conducting research, which helps to save time and resources.
• Flexibility : Research methodology allows researchers to choose the most appropriate research methods and techniques based on the research question, data availability, and other relevant factors.
• Scope for innovation: Research methodology provides scope for innovation and creativity in designing research studies and developing new research techniques.

Research Methodology Vs Research Methods

About the author.

Muhammad Hassan

Researcher, Academic Writer, Web developer

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Keira Gere, 2024 1st Place Research

Submissions in the research category are open to research topics in any field: STEM, Social Sciences, Business, Humanities, etc. Submissions should use the documentation style appropriate to the discipline and should not exceed 20 pages. Keira Gere wrote the 1st place submission in the Research category for the 2024 President’s Writing Awards.

About Keira

Keira is a second-year student majoring in Writing, Rhetoric, and Technical Communication. She hopes to pursue a career as a book editor beyond graduation, but for now, she loves writing research and creative nonfiction pieces and working with student writers in the Boise State Writing Center. Outside her writing and academic life, she can either be found somewhere in the wilderness, searching for clothing and trinkets in local thrift stores, or cozying up to her cats with a gaming console in hand.

Winning Manuscript – Unraveling the Threads of Thrifted Fashion

I nodded approvingly at my reflection in the distorted and fingerprint-covered Goodwill changing room mirror. I had on an orange, oversized turtleneck that swallowed my figure and a pair of supposedly full-length jeans that barely reached the middle of my calves. I would never wear this. But I wasn’t here as I usually would to find something I would wear. Not today. Today, I was here at a secondhand store with my sisters to find the most ridiculous articles of clothing to create an even more ridiculous outfit—an outfit we would display as models, strutting down the “runway” lined with clothing racks and score each other based on the pure chaos present in our creation. I didn’t end up winning (after all, it was intended to be a competition), but that didn’t matter. The thrill I found in searching for treasures buried deep within the racks of clothing was more than enough for me.

Before I began thrifting at secondhand stores, my younger sister and I largely relied on hand-me-down clothes from our older sisters. My family would rarely purchase new clothing, so we would scour each others’ closets for any clothing we had grown out of—physically or fashionably. As I got older, however, I realized that these hand-me-downs were embarrassingly out of style. I felt out of place among other girls my age simply because of my clothing. I wanted to be accepted by others, so I began to buy into the consumption of new and trendy fashion.

In her article, “Waste Couture: Environmental Impact of the Clothing Industry,” Claudio observes that the fashion industry specifically targets young women, exploiting their desire to fit in by encouraging them to buy clothing that is considered trendy (449). These clothes are made even more enticing when they’re marked down at low prices and advertised extensively. After not too long, however, these clothing trends die out and the fashion industry pushes out new pieces that are then considered trendy. This endless cycle leads to consumers amassing unnecessary amounts of clothing that must be disposed of somehow. This cycle of fast fashion is what Claudio refers to as “waste couture.”

According to Shirvanimoghaddam et al. in their article, “Death by Waste: Fashion and Textile Circular Economy Case,” the average global annual consumption of textiles has doubled from 7 to 13 kg per person, with North Americans averaging at 37 kg per person each year (2). Claudio states that this exponential increase can be attributed to the trends promoted in the fashion industry that encourage rapid and massive consumption of poor-quality clothing (451). Due to the increase in consumption of fast fashion, man-made fibers have become higher in demand, leading to an increased pollution footprint from the production of these fibers (Claudio 450). Polyester, for example, is a man-made fiber consisting of petroleum that is increasingly being utilized for clothing in the fashion industry (Claudio 450). The energy-intensive process to produce man-made fibers like polyester requires large amounts of crude oil, which emit by-products into our air and water (Claudio 450). Even natural fibers like cotton—one of the most popular and versatile fibers used in clothing manufacturing—have a significant environmental footprint (Claudio 450).

I stood in a clothing store at my local mall, motivated to find clothing that would help me fit in among my peers. One of the first factors I consider when selecting clothing is fabric. But as I combed through the articles of clothing organized onto their respective racks, I only had one thing in mind this time: acceptance. After wandering around the store aimlessly searching for something that caught my eye, I settled on a cropped camisole top. I found my way to the changing room and hung the top on a hook mounted to the wall. As I pulled the camisole over my head, the fabric ran over my skin like sandpaper. I stiffly stood in front of the mirror. The longer I stared at the shirt on my body, the more wrong and constrictive it felt. Everything about it was wrong. I was aware of the effects of excessive clothing consumption on the environment, yet there I was, about to buy a shirt I would never wear. The guilt inside me grew for sacrificing my principles for a piece of clothing, so I left that store empty-handed. Had I bought the sandpaper camisole top, it would’ve gathered dust in my closet, only to later contribute to the massive volumes of clothing in the landfill.

$400 billion worth of clothing is wasted every year (Shirvanimoghaddam et al. 2). To reduce industry waste produced by the fabric manufacturing process and post-consumer waste from the disposal of clothing at rapid rates, Shirvanimoghaddam et al. proposes a “circular economy” model (3). A circular economy is a model in which textiles and their resources are kept within a loop by elongating their lifespan for as long as possible and at the end of their life cycle repurposed for the generation of new products (Shirvanimoghaddam et al. 3). Given that more than two-thirds of clothing textiles go to the landfills and only 15% of discarded textiles are recycled, the importance of reusing and repurposing clothing is emphasized (Shirvanimoghaddam et al. 2). One of the ways the lifespan of clothing can be elongated is by entering the world of secondhand.

I took a deep breath as I passed through the double doors of the Goodwill warehouse, inhaling the scent of stale clothes in the air. I didn’t find the smell particularly pleasant at first—I was used to the fresh scent retail stores carry with just a hint of chemicals that burned your nose if you breathed too deeply. Now, standing in a secondhand store on my own for the first time, I was paralyzed. Music echoed through the warehouse that was occasionally interrupted by a shrill ding to call attention to current sales or employee needs. As I scanned the endless lines of clothing racks, my eyes widened, and my feet remained planted into the cold warehouse floor. Standing at the entrance of this daunting new world, I began to miss the sterile and organized environment of fashion retailers, and I was not alone in this experience.

According to a study detailed in Hur’s article, “Rebirth fashion: Secondhand clothing consumption values and perceived risks,” individuals that prefer to purchase new clothing have expressed concerns about secondhand clothing regarding poor product quality, limitations in expression of self-identity, a perceived social image of clothing as low-class and having low social acceptance, and cleanliness (1). Secondhand stores receive countless donations each day, so cleaning each individual piece they receive is not feasible (especially in the case of for-profit companies). Cleanliness is not particularly high on any secondhand companies’ priority list, so individual concerns over sanitation are not unwarranted. But these concerns were just the beginning.

When the pandemic hit, concerns over sanitation increased tenfold. Due to sanitation concerns with and the addition of COVID-19 restrictions, some secondhand clothing retailers took significant blows while others expanded to online formats. Online secondhand clothing retailers emerged to provide a platform for individual sellers to list their used clothing for other users to purchase and receive by mail. These retailers existed years before the pandemic, but it wasn’t until the pandemic that these online retailers truly flourished. One of the largest online retailing companies today is a mobile app: Depop.

Depop was founded in 2011 as a social e-commerce platform where users can buy and sell vintage, repurposed, and secondhand clothing. Depop’s mission is to create a community-powered fashion ecosystem that’s kinder on the planet and kinder to people. In the Depop Displacement Research 2022 , a survey was conducted in attempts to determine customers’ behaviors in buying and disposing of secondhand versus new clothing items. In this survey, they found that 9 in 10 purchases made on Depop prevented the purchase of a brand-new item elsewhere (10). These figures demonstrate how Depop serves as a platform for individuals to personally contribute to the circular economy model proposed by Shirvanimoghaddam et al. and reduce clothing consumption in other areas of the fashion industry.

The growth and popularity of Depop is not without potential concerns, however. Depop was initially a platform saturated with users passing their used clothing on to a more appreciative or fitting home, but another form of seller has emerged unlike this typical user: the reseller. Resellers purchase clothing from thrift stores and list the clothing on online retailers, such as Depop, at prices marked up from the price they originally paid for the piece. As resellers on secondhand retailing apps continually grow in numbers, concerns over changes of inventory and prices in physical secondhand stores have been increasingly expressed.

Goodwill industries has seen a 67% increase in sales of donated goods since 2001, the majority of goods consisting of clothing (Claudio 452). Goodwill’s sales in donated goods was estimated to be more than 1.8 billion in 2006, yet only about one-fifth of the donated clothing is directly used or sold in secondhand stores (Claudio 452). When a person donates clothing to Goodwill, it is taken first to the in-store racks for retail. If the item doesn’t sell within a month, it is then sent to its last stop before being disposed of: the “bins.” The bins are quite literally what the name implies—clothing thrown into giant bins, wheeled out to customers for a free-for-all shopping experience, and sold at a heavily discounted price by the pound. As one can imagine, these aspects are actively attracting resellers in swarms.

The tension was palpable as an employee hauled a massive blue bin over to where I stood in the line of impatient shoppers. I have never been one to fight over clothes (unless it involved my sisters) so as soon as the employee gave the go-ahead, I began sifting through the piles of clothing without any sense of urgency. A teenage guy to the left of me, on the other hand, frantically began shoveling through the pile and chucking articles of clothing with even the slightest amount of intrigue into the cart behind him. I had a suspicion he was a reseller, but it wasn’t until later that my suspicions were confirmed.

As I continued sorting through the bin, I noticed a plainly dressed woman to the right of me exclusively examining children’s clothes. On occasion, I would gently toss over children’s clothes I came across in her direction. She must have caught on to my friendly gesture, since she soon looked my way and asked, “What do you think of this? Do you think my daughter would like it?” She was holding up a vibrant dress lined with tulle fabric that formed a flowy tutu. I smiled and responded, “Of course she will.”

In no time at all, the bin had been picked clean, so I moved on to explore other bins lined up along the warehouse walls. The woman I encountered continued to find me as I explored other bins to consult my opinion on various articles of clothing for her daughter. Eventually, I also came across the teenager from earlier. I saw him with a friend standing over their haul of clothes now spread out across the floor. He gestured to a graphic tee and asked, “You think this one would sell for much?” The friend replied bluntly, “I don’t know, man. It’s got quite a few stains on it.” “Yeah, you’re right.” He tossed it into a nearby bin and continued examining the rest of his clothing haul in search of potential profit.

Although selling thrifted clothing can serve as a source of income for individuals, there are also concerns over how reselling habits may affect low-income communities who rely on local thrift stores for clothing. A survey detailed in the article, “An Examination of the Effects on Low-Income Communities by the ‘Takeover’ of Thrift Store Clothing by Resellers” by Ma and Riggio determined that 35% of low-income participants noticed an effect of resellers on clothing inventory and found it hard to find clothing essentials (6). In addition, 47.4% of participants noticed thrift store prices increasing, but still considered clothing affordable (Ma and Riggio 6). From the responses of this survey, it is clear that a large portion of low-income individuals have noticed a decrease in clothing inventory and an increase in prices. Although changes in pricing have been observed, the participants in Ma and Riggio’s survey were most impacted by the decreased selection of clothing due to the purchasing habits of resellers to buy and sell in large quantities (9).

In order to gain more personal insights into individuals’ opinions regarding secondhand clothing and the ethics of reselling thrifted clothes, I conducted a questionnaire. This questionnaire included four questions that addressed various aspects of the fashion industry. In response to the question, “Have you noticed any changes in thrift/secondhand stores since thrifting became more mainstream?”, all questionnaire respondents reported noticing a significant increase in prices and decrease in inventory likely due to resellers. One respondent noted that they are a secondhand clothing reseller, yet they have still noticed changes in price and inventory at thrift stores. This same respondent also expressed that they have no issue with resellers and believe their practices to be perfectly ethical. A different respondent expressed their perspective on the ethics of reselling and stated that resellers “are doing what they have to do to make money with the way our society is built” and that they “don’t think it’s necessarily unethical.”

I entered the cramped Goodwill changing room and placed the single piece of clothing I found appealing onto the small stool shoved in the corner. Following my initial paralysis after entering the store, I had found my way around the warehouse in search of a shirt, or pants, or something—I wasn’t entirely sure what I was looking for. My body felt tense as I faced the mirror to try on a knitted, white sweater I had selected from the massive rack of other sweaters. I had low expectations given my last experience with the sandpaper camisole. As I pulled the sweater over my head, I expected that sandpaper once again. But it wasn’t. The fabric felt soft and unrestrictive. I adjusted the sweater to lay comfortably on my upper body and dropped my arms to my sides. As I spun around examining the sweater from different angles, the muscles in my shoulders began to relax and my eyebrows unfurrowed. I didn’t feel judgment. I didn’t feel guilt. I felt proud. Here I was stretched far beyond my comfort zone at a secondhand store, yet I had found warmth and comfort in this perfect sweater. I paused my spinning and softly smiled at myself in the mirror, finally seeing myself wearing the clothing that truly and authentically reflected me.

After I exited Goodwill with my knitted, white sweater, I made an effort from that day forward to purchase the majority of my clothing secondhand and donate clothing I no longer wore to thrift stores—an effort I continue to make today. Although I would profit financially from selling my clothes, I prefer to donate to local thrift stores and contribute to the circular economy model proposed by Shirvanimoghaddam et al. to reduce my environmental impact. In agreement with one of my survey respondents, I do not think reselling is necessarily unethical. But as low-income participants in Ma and Riggio’s study expressed, there has been a noticeable decrease in clothing inventory at thrift stores. I intend to continue giving back to the secondhand community in support of low-income individuals reliant on thrift stores for clothing and to play my part in reducing the environmental impact of clothing consumption.

Works Cited

Claudio, Luz. “Waste Couture: Environmental Impact of the Clothing Industry.” Environmental Health Perspectives , vol. 115, no. 9, Sept. 2007, pp. 449–454, https://doi.org/10.1289/ehp.115-a449.

Depop Displacement Research 2022 . Depop, 2022. Depop Newsroom. https://news.depop.com/download/docs/DepopDisplacementResearch2022.pdf. PDF file.

Gere, Keira. “Thrifting/Secondhand Clothing Questionnaire.” Questionnaire, 31 October 2023.

Hur, Eunsuk. “Rebirth Fashion: Secondhand Clothing Consumption Values and Perceived Risks.” Journal of Cleaner Production , vol. 273, Nov. 2020, pp. 1–16, https://doi.org/10.1016/j.jclepro.2020.122951.

Ma, Crystal, and Greg Riggio. “An Examination of the Effects on Low-Income Communities by the ‘Takeover’ of Thrift Store Clothing by Resellers.” Journal of Student Research , vol. 10, no. 2, Aug. 2021, pp. 1–10, https://doi.org/10.47611/jsrhs.v10i2.1784.

Shirvanimoghaddam, Kamyar, et al. “Death by Waste: Fashion and Textile Circular Economy Case.” Science of The Total Environment , vol. 718, May 2020, pp. 1–10, https://doi.org/10.1016/j.scitotenv.2020.137317.

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Students Are Likely Writing Millions of Papers With AI

Students have submitted more than 22 million papers that may have used generative AI in the past year, new data released by plagiarism detection company Turnitin shows.

A year ago, Turnitin rolled out an AI writing detection tool that was trained on its trove of papers written by students as well as other AI-generated texts. Since then, more than 200 million papers have been reviewed by the detector, predominantly written by high school and college students. Turnitin found that 11 percent may contain AI-written language in 20 percent of its content, with 3 percent of the total papers reviewed getting flagged for having 80 percent or more AI writing. (Turnitin is owned by Advance, which also owns Condé Nast, publisher of WIRED.) Turnitin says its detector has a false positive rate of less than 1 percent when analyzing full documents.

ChatGPT’s launch was met with knee-jerk fears that the English class essay would die . The chatbot can synthesize information and distill it near-instantly—but that doesn’t mean it always gets it right. Generative AI has been known to hallucinate , creating its own facts and citing academic references that don’t actually exist. Generative AI chatbots have also been caught spitting out biased text on gender and race . Despite those flaws, students have used chatbots for research, organizing ideas, and as a ghostwriter . Traces of chatbots have even been found in peer-reviewed, published academic writing .

Teachers understandably want to hold students accountable for using generative AI without permission or disclosure. But that requires a reliable way to prove AI was used in a given assignment. Instructors have tried at times to find their own solutions to detecting AI in writing, using messy, untested methods to enforce rules , and distressing students. Further complicating the issue, some teachers are even using generative AI in their grading processes.

Detecting the use of gen AI is tricky. It’s not as easy as flagging plagiarism, because generated text is still original text. Plus, there’s nuance to how students use gen AI; some may ask chatbots to write their papers for them in large chunks or in full, while others may use the tools as an aid or a brainstorm partner.

Students also aren't tempted by only ChatGPT and similar large language models. So-called word spinners are another type of AI software that rewrites text, and may make it less obvious to a teacher that work was plagiarized or generated by AI. Turnitin’s AI detector has also been updated to detect word spinners, says Annie Chechitelli, the company’s chief product officer. It can also flag work that was rewritten by services like spell checker Grammarly, which now has its own generative AI tool . As familiar software increasingly adds generative AI components, what students can and can’t use becomes more muddled.

Detection tools themselves have a risk of bias. English language learners may be more likely to set them off; a 2023 study found a 61.3 percent false positive rate when evaluating Test of English as a Foreign Language (TOEFL) exams with seven different AI detectors. The study did not examine Turnitin’s version. The company says it has trained its detector on writing from English language learners as well as native English speakers. A study published in October found that Turnitin was among the most accurate of 16 AI language detectors in a test that had the tool examine undergraduate papers and AI-generated papers.

Medea Giordano

Nena Farrell

Schools that use Turnitin had access to the AI detection software for a free pilot period, which ended at the start of this year. Chechitelli says a majority of the service’s clients have opted to purchase the AI detection. But the risks of false positives and bias against English learners have led some universities to ditch the tools for now. Montclair State University in New Jersey announced in November that it would pause use of Turnitin’s AI detector. Vanderbilt University and Northwestern University did the same last summer.

“This is hard. I understand why people want a tool,” says Emily Isaacs, executive director of the Office of Faculty Excellence at Montclair State. But Isaacs says the university is concerned about potentially biased results from AI detectors, as well as the fact that the tools can’t provide confirmation the way they can with plagiarism. Plus, Montclair State doesn’t want to put a blanket ban on AI, which will have some place in academia. With time and more trust in the tools, the policies could change. “It’s not a forever decision, it’s a now decision,” Isaacs says.

Chechitelli says the Turnitin tool shouldn’t be the only consideration in passing or failing a student. Instead, it’s a chance for teachers to start conversations with students that touch on all of the nuance in using generative AI. “People don’t really know where that line should be,” she says.

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Improving our website’s accessibility with alt text for charts

In recent years, Pew Research Center has been thinking more intentionally about our website’s accessibility and how we can improve it. A key component of this effort involves pushing our writers and researchers to think about alt text for the many charts we publish – and to do so from the very beginning of the editorial process.

Alt text, or alternative text , is the descriptive text that is packaged with online images to help people with visual impairments. Alt text is generally read aloud by screen readers, presented visually in certain browsers and used by search engines.

In this post, I’ll discuss the Center’s (still-evolving) approach to improving our website’s accessibility using alt text for charts.

How we approached alt text in the past

Until recently, many of our publications didn’t use alt text – even though most of our graphics are static images that many screen readers can’t process. And when we began to implement alt text, we didn’t always do so in a consistent way.

Initially, our alt text simply referred to the type of chart we were showing, along with the chart’s headline. This allowed us to convey the main finding of each chart without taking too much time to draft alt text amid the many other tasks involved in producing a publication.

Here’s an example of the general format we settled on for alt text, using a line chart from a 2021 blog post about Americans’ views of labor unions:

ALT TEXT: A line chart showing that Democrats, Republicans have moved further apart in views of labor unions

As we added alt text in this format to our charts, our digital producers sometimes added more clarifying words or phrases.

But as we began to use alt text more consistently, we found that using the chart headline format did not always lead to thorough and helpful alt text. In fact, some of our chart headlines are so broad that simply repeating them in the alt text may tell a reader very little about the charts themselves. And when the alt text doesn’t mention other components of the chart – such as subheads, labels and notes – it can result in a loss of important context and information.

How we approach alt text today

These days, we try to think “alt text first” in our editorial process. Here are some of the things we’re asking our writers and researchers to keep in mind as we increasingly prioritize website accessibility:

• When writing a chart title, consider if it would make sense as alt text. Are there important details being left out of the title?
• Does the title of the chart make sense as a full sentence or when read aloud?
• When writing alt text, try to be specific with findings and wording rather than using broad strokes.
• How would you describe the chart to someone over the phone? With detailed charts or tables, it’s difficult to include everything in alt text. When this occurs, think about the most relevant information you’d want a reader to know about that image.
• Sometimes, getting started on alt text is intimidating. A good place to begin is to look at the chart’s components, like subheads and labels, as well as the data being shown, such as significant data points or trends.

We’re still working on ensuring that all of our publications reflect these considerations. But as we continue integrating alt text into our editorial processes, we can refine and improve our methods even more.

Different charts present different challenges with alt text

If you’ve followed our work, you know that Pew Research Center produces a large variety of charts. These range from simple bar charts to in-depth graphical breakdowns of data. In this section, I’ll walk through a few examples of common chart types and show how they present different challenges in terms of alt text.

Please note that the following section describes charts in detail but may leave out information about certain chart components. We’ve tried to ensure the alt text for these charts is comprehensive.  

This is a bar chart taken from our February 2023 survey about artificial intelligence in health care . In this case, the chart is a relatively simple one with a clear headline, meaning that our past approach to alt text would be OK:

ALT TEXT: A bar chart showing that 59% of Americans say they would not want AI-powered robots to be used in their own surgery

Still, there is room for improvement. For example, we could include more detail drawn from the chart components by adding nuances found in the question wording, as well as the share of Americans who express the opposite opinion of the one emphasized in the chart title:

ALT TEXT: A stacked bar chart showing that 59% of Americans say they definitely or probably would not want AI-powered robots to be used in their own surgery, while 40% say they definitely or probably would want them to be used.

This is a more detailed chart from a survey about Americans’ political priorities . In this instance, our past approach to alt text would not work very well since the headline of the chart is so broad:

ALT TEXT: A bar chart showing that about two-thirds or more say every issue asked about should at least be an “important” priority this year

This particular chart includes 21 different priorities that Americans were asked about, from strengthening the economy to dealing with the coronavirus outbreak. Furthermore, it includes four degrees of potential importance that Americans could ascribe to each issue. This broad range of information certainly presents a challenge for alt text.

So how could we do this a little better? There may not be a perfect answer, but we could highlight some of the more interesting findings from the chart in the alt text:

ALT TEXT: A stacked bar chart showing that strengthening the economy tops Americans’ agenda for the president and Congress in 2023. 75% of Americans say strengthening the economy should be a top priority; no other single policy area stands out as a top priority. The public gives the lowest priority to dealing with the challenges facing parents (27%) and dealing with the coronavirus outbreak (26%).

This chart comes from a blog post about stay-at-home dads in the United States . In this case, researchers suggested alt text well ahead of production, with our new internal guidelines in mind: ALT TEXT: A pair of bar charts depicting the education level and share in poverty of stay-at-home dads and dads working for pay. Working dads are about twice as likely as stay-at-home dads to have completed at least a bachelor’s degree. About 5% of working dads live in poverty, compared with 40% of stay-at-home dads. The alt text pulls out the most important findings from a straightforward headline and expands on them using key figures. You’ll notice, when compared with our earlier format, there is more detail and information in this alt text, more consistency with naming the chart type and a better sense of the chart’s content.

However, there are still aspects of this chart left out. Listing every feature of a detailed chart can be hard to follow; part of what we’re figuring out now is a balance between information and information overload .

This last chart comes from a report on Asian Americans’ views of their ancestral homelands . Here, too, researchers suggested alt text early in the process and with our new guidelines in mind:

ALT TEXT: A dot plot showing that most Asian American adults have positive views of the homelands of their ancestors. Taiwanese, Japanese, Korean, Indian, Filipino and Vietnamese adults in the U.S. have majority favorable views of their ancestral homelands. Only 41% of Chinese American adults have a favorable view of China.

The alt text here pulls largely from chart labels that name the countries we asked about, though it also expands on the chart title. Yet there are still other data points and information in the note that are challenging to include in the alt text. Once again, the issue of information versus information overload arises.

The Center also publishes tables as images, particularly in methodology sections , which can be incredibly difficult to capture in alt text. This is an area we’re still figuring out in terms of accessibility, but we do recognize that what we’re using now is often unhelpful to those who use alt text on our site.

In addition to alt text, we’ve worked on a few other ways to improve accessibility on our site, including a focus on hyperlink text, color in charts and readability. Our interactive charts and scrolling features can be read by most screen readers, though it’s an area we can explore further and optimize. Some accessibility improvements occur as we update our site, and others we’ll continue to work on.

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AI Index Report

Welcome to the seventh edition of the AI Index report. The 2024 Index is our most comprehensive to date and arrives at an important moment when AI’s influence on society has never been more pronounced. This year, we have broadened our scope to more extensively cover essential trends such as technical advancements in AI, public perceptions of the technology, and the geopolitical dynamics surrounding its development. Featuring more original data than ever before, this edition introduces new estimates on AI training costs, detailed analyses of the responsible AI landscape, and an entirely new chapter dedicated to AI’s impact on science and medicine.

Read the 2024 AI Index Report

The AI Index report tracks, collates, distills, and visualizes data related to artificial intelligence (AI). Our mission is to provide unbiased, rigorously vetted, broadly sourced data in order for policymakers, researchers, executives, journalists, and the general public to develop a more thorough and nuanced understanding of the complex field of AI.

The AI Index is recognized globally as one of the most credible and authoritative sources for data and insights on artificial intelligence. Previous editions have been cited in major newspapers, including the The New York Times, Bloomberg, and The Guardian, have amassed hundreds of academic citations, and been referenced by high-level policymakers in the United States, the United Kingdom, and the European Union, among other places. This year’s edition surpasses all previous ones in size, scale, and scope, reflecting the growing significance that AI is coming to hold in all of our lives.

Steering Committee Co-Directors

Ray Perrault

Steering committee members.

Erik Brynjolfsson

John Etchemendy

Katrina Ligett

Terah Lyons

James Manyika

Juan Carlos Niebles

Vanessa Parli

Yoav Shoham

Russell Wald

Staff members.

Loredana Fattorini

Nestor Maslej

Letter from the co-directors.

A decade ago, the best AI systems in the world were unable to classify objects in images at a human level. AI struggled with language comprehension and could not solve math problems. Today, AI systems routinely exceed human performance on standard benchmarks.

Progress accelerated in 2023. New state-of-the-art systems like GPT-4, Gemini, and Claude 3 are impressively multimodal: They can generate fluent text in dozens of languages, process audio, and even explain memes. As AI has improved, it has increasingly forced its way into our lives. Companies are racing to build AI-based products, and AI is increasingly being used by the general public. But current AI technology still has significant problems. It cannot reliably deal with facts, perform complex reasoning, or explain its conclusions.

AI faces two interrelated futures. First, technology continues to improve and is increasingly used, having major consequences for productivity and employment. It can be put to both good and bad uses. In the second future, the adoption of AI is constrained by the limitations of the technology. Regardless of which future unfolds, governments are increasingly concerned. They are stepping in to encourage the upside, such as funding university R&D and incentivizing private investment. Governments are also aiming to manage the potential downsides, such as impacts on employment, privacy concerns, misinformation, and intellectual property rights.

As AI rapidly evolves, the AI Index aims to help the AI community, policymakers, business leaders, journalists, and the general public navigate this complex landscape. It provides ongoing, objective snapshots tracking several key areas: technical progress in AI capabilities, the community and investments driving AI development and deployment, public opinion on current and potential future impacts, and policy measures taken to stimulate AI innovation while managing its risks and challenges. By comprehensively monitoring the AI ecosystem, the Index serves as an important resource for understanding this transformative technological force.

On the technical front, this year’s AI Index reports that the number of new large language models released worldwide in 2023 doubled over the previous year. Two-thirds were open-source, but the highest-performing models came from industry players with closed systems. Gemini Ultra became the first LLM to reach human-level performance on the Massive Multitask Language Understanding (MMLU) benchmark; performance on the benchmark has improved by 15 percentage points since last year. Additionally, GPT-4 achieved an impressive 0.97 mean win rate score on the comprehensive Holistic Evaluation of Language Models (HELM) benchmark, which includes MMLU among other evaluations.

Although global private investment in AI decreased for the second consecutive year, investment in generative AI skyrocketed. More Fortune 500 earnings calls mentioned AI than ever before, and new studies show that AI tangibly boosts worker productivity. On the policymaking front, global mentions of AI in legislative proceedings have never been higher. U.S. regulators passed more AI-related regulations in 2023 than ever before. Still, many expressed concerns about AI’s ability to generate deepfakes and impact elections. The public became more aware of AI, and studies suggest that they responded with nervousness.

Ray Perrault Co-director, AI Index

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