Alvita Nathaniel 1 *

AM J QUALITATIVE RES, Volume 6, Issue 3, pp. 45-59

https://doi.org/10.29333/ajqr/12441

OPEN ACCESS   1074 Views   1061 Downloads

Download Full Text (PDF)

Glaser and Strauss (1967) sprinkled suggestions about the use of the literature throughout their seminal work as did Glaser in subsequent years. They, however, did not lay out a clear and structured overview of how to use the literature. The aim of this paper is to weave together the recommendations from classic grounded theory originators and to describe how, why, and when to review the literature and which literature to review. The paper includes a section debunking the no literature myth followed by descriptions of the three phases of the classic grounded theory literature review—the introduction phase, the integration phase, and the disposition phase. The three phases work together to substantiate, confirm, and enhance an emerging grounded theory and situate it within the existing body of knowledge.

Keywords: literature review, extant literature, grounded theory, classic grounded theory.

  • Andrews, T. (2003). Making credible: A grounded theory of how nurses detect and report physiological deterioration in acutely ill patients. University of Manchester.
  • Andrews, T. (2006). The literature in grounded theory: A response to McCallin (2003). Grounded Theory Review , 5 (2/3), 29-32. http://groundedtheoryreview.com/2006/06/30/1421/
  • Annells, M. (1996). Grounded theory method: Philosophical perspectives, paradigm of inquiry, and postmodernism. Qualitative Health Research , 6 (3), 397-393.
  • Boell, S., & Cecez-Kecmanovic, D. (2010). Literature reviews and the hermaneutic circle Australian Academic & Research Libraries , 41 (2), 129-144. https://doi.org/10.1080/00048623.2010.10721450
  • Bryant, A., & Charmaz, K. (Eds.). (2016). The SAGE handbook of grounded theory . SAGE Publications.
  • Burks, M., Mills, J. (2015). Grounded theory: A practical guide. SAGE Publications.
  • Charmaz, K. (2000). Grounded theory: Objectivist and constructivist methods. In N. K. Denzin & Y. S. Lincoln (Eds.), Handbook of qualitative research (2nd ed., pp. 509-535). SAGE Publications.
  • Charmaz, K. (2006). Constructing grounded theory . SAGE Publications.
  • Clarke, A. E. (2005). Situational analysis: Grounded theory after the postmodern turn . SAGE Publications.
  • Clarke, A. E., Friese, C., & Washburn, R. S. (2018). Situational analysis: Grounded theory after the interpretive turn . SAGE Publications.
  • Clarke, A. E., Friese, C., & Washburn, R. S. (Eds.). (2016). Situational analysis in practice: Mapping research with grounded theory . Routledge.
  • Corbin, J. M., & Strauss, A. L. (1997). Grounded theory in practice . SAGE Publications.
  • Corbin, J. M., & Strauss, A. L. (2015). Basics of qualitative research: Techniques and procedures for developing grounded theory . SAGE Publications.
  • Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative quantitative and mixed methods approaches (5 ed.). SAGE Publications.
  • de Groot, A. D. (1969). Methodology: foundations of inference and research in the behavioral sciences . Mouton.
  • Dey, I. (2007). Grounding categories. In K. Charmaz & A. Bryant (Eds.), The SAGE handbook of grounded theory (pp. 166-190). SAGE Publications.
  • Didier, A. (2019). Aufgenhobenheit: Patients' perspective of interprofessional collaboration within a multidisciplinary care team. Université de Lausanne. Lausanne.
  • Dunne, C. (2011). The place of the literature review in grounded theory research. International Journal of Social Research Methodology , 14 (2), 111-124. https://doi.org/10.1080/13645579.2010.494930
  • Ekstrom, H. (2006). Aspects of McCallin's paper "grappling with the literature in a grounded theory study. Grounded Theory Review , 5 (2/3), 45-46. http://groundedtheoryreview.com/2006/06/30/1407/
  • Glaser, B. G. (1978). Theoretical sensitivity: Advances in the methodology of grounded theory . Sociology Press.
  • Glaser, B. G. (1992). Emergence vs forcing: Basics of grounded theory analysis . Sociology Press.
  • Glaser, B. G. (1998). Doing grounded theory: Issues and discussion . Sociology Press.
  • Glaser, B. G. (2001). The grounded theory perspective: Conceptualization contrasted with description . Sociology Press.
  • Glaser, B. G. (2007a). All is data. Grounded Theory Review , 6 (2), 1-22.
  • Glaser, B. G. (2007b). Doing formal grounded theory: A proposal . Sociology Press.
  • Glaser, B. G. (2011). Generating formal theory. In V. B. Martin & A. Gynnild (Eds.), Grounded theory: The philosophy, method, and works of Barney Glaser (pp. 257-276 ). BrownWalker.
  • Glaser, B. G., & Holton, J. A. (2004). Remodeling grounded theory. Grounded Theory Review , 4 (1-24).
  • Glaser, B. G., & Strauss, A. L. (1967). The discovery of grounded theory: Strategies for qualitative research . Aldine Transaction.
  • Guthrie, W., & Lowe, A. (2011). Getting through the PhD process using GT: A supervisor-researcher perspective. In V. B. Martin & A. Gynnild (Eds.), Grounded theory: The philosophy, method, and works of Barney Glaser (pp. 51-68). BrownWalker.
  • Hallberg, L. R. M. (2010). Some thoughts about the literature review in grounded theory studies. International Journal of Qualitative Studies on Health and Well-Being , 5 (3), Article 5387. https://doi.org/10.3402/qhw.v5i3.5387
  • Holton, J. A., & Walsh, I. (2017). Classic grounded theory: Applications with qualitative and quantitative data . SAGE Publications.
  • Houser, N., & Kloesel, C. (Eds.). (1992). The essential Peirce: Selected philosophical writings (Vol. 1). Indiana University Press.
  • Kaplan, A. (2011/1998). The conduct of inquiry: Methodology for behavioral science . Transaction Publishers. (Original work published in 1964)
  • Martin, V. B. (2006). The relationship between an emerging grounded theory and the existing literature: Four phases for consideration. Grounded Theory Review , 5 (2/3), 47-50.
  • Martin, V. B., & Gynnild, A. (Eds.). (2012). Grounded theory: The philosoophy, method, and work of Barney Glaser . BrownWalker.
  • McCallin, A. (2006). Grappling with the literature in a grounded theory study. Grounded Theory Review , 5 (2-3), 11-27. (Reprinted from "Grappling with the literature in a grounded theory study." 2003, Contemorary Nurse, 15 (1), 61-69. https://doi.org/10.5172/conu.15.1-2.61
  • Nathaniel, A. K. (2006a). Moral reckoning in nursing. Western journal of nursing research , 28 (4), 419-438.
  • Nathaniel, A. K. (2006b). Thoughts on the literature review and GT. Grounded Theory Review , 5 (2/3), 35-41.
  • Peirce, C. S. (1901/1992). On the logic of drawing history from ancient documents, especially from testimonies. In N. Houser & C. Kloesel (Eds.), The essential Peirce: Selected philosophical writings (Vol. 2, pp. 75-114). Indiana University Press.
  • Rhoades, E. A. (2011). Literature reviews. The Volta Review , 111 (3), 353-368.
  • Rodale, J. I. (1978). The synonym finder . Warner.
  • Simmons, O. E. (2022). Experiencing grounded theory: A comprehensive guide to learning, doing, mentoring, teaching, and applying grounded theory. BrownWalker.
  • Stern, P. N., & Covan, E. K. (2001). Early grounded theory: Its processes and products. In P. N. Stern & E. K. Covan (Eds.), Using grounded theory in nursing (pp. 17-34). Springer.
  • Strauss, A. L., & Corbin, J. M. (1998). Basics of qualitative research: Techniques and procedures for developing grounded theory (2nd ed.). SAGE Publications.
  • Strübing, J. (2007). Research as pragmatic problem solving: The pragmatist roots of emprically-grounded theorizing. In A. Bryant & K. Charmaz (Eds.), The SAGE handbook of grounded theory (pp. 580-601). SAGE Publications.
  • Suddaby, R. (2006). From the editors: What grounded theory is not. Academy of Management Journal , 49 (4), 633-642.
  • Thornberg, R., & Dunne, C. (2020). Literature review in grounded theory. In A. Bryant & K. Charmaz (Eds.), The SAGE handbook of current developments in grounded theory (pp. 206-221). SAGE Publications.
  • Thulesius, H. (2006). New way of using literature in GT. Grounded Theory Review , 5 (2/3), 43-44.
  • van de Wijngaert, L., Bouwman, H., & Contractor, N. (2014). A network approach toward literature review. Quality & Quantity: International Journal of Methodology , 48 (2), 623-643. https://doi.org/10.1007/s11135-012-9791-3
  • Open Access
  • Submissions
  • Barney Glaser – In Memoriam

When and How to Use Extant Literature in Classic Grounded Theory

Alvita K. Nathaniel, PhD, APRN, BC, FAANP

Professor Emerita, West Virginia University

Glaser and Strauss (1967) sprinkled suggestions about the use of the literature throughout their seminal work as did Glaser in subsequent years. They, however, did not lay out a clear and structured overview of how to use the literature. The aim of this paper is to weave together the recommendations from classic grounded theory originators and to describe how, why, and when to review the literature and which literature to review. The paper includes a section debunking the no literature myth followed by descriptions of the three phases of the classic grounded theory literature review—the introduction phase, the integration phase, and the disposition phase. The three phases work together to substantiate, confirm, and enhance an emerging grounded theory and situate it within the existing body of knowledge.

Keywords:  literature review, extant literature, grounded theory, classic grounded theory.

Introduction

This paper lays out a systematic approach to the literature review that is consistent with the classic grounded theory method as established by Glaser and Strauss (1967) and further by Glaser in subsequent publications. Their ideas about the pre-investigation literature review adhere to the foundational assumptions of the classic grounded theory method including discovery, emergence, and a foundation based upon participants’ perspectives. Through sentences and short paragraphs, Glaser and Strauss sprinkled suggestions about the use of the literature throughout their seminal work, The Discovery of Grounded Theory: Strategies for Qualitative Research (1967) , as did Glaser in subsequent years. They, however, did not articulate a complete and structured overview of how to use the literature. Much has been written in intervening years, mostly focusing on misunderstandings. Few have attempted to piece together Glaser and Strauss’ advice into a cohesive whole. Even the most adamant proponents of classic grounded theory have struggled to rectify Glaser and Strauss’s (1967) suggestions about the literature review with the exigencies of authoritarian social structures that have strict rules for reviewing the literature. This paper explains how a classic grounded theory literature review can be accomplished, even within strict institutional standards. The aim of this paper is to weave together the classic grounded theory originators’ advice and describe what, how, why, and when to review the literature. Recommendations in this paper derive from original sources of classic grounded theory and other proponents of the method but also interweave complementary, sometimes surprising, views expressed by authors of remodeled versions of grounded theory and also advice from general research methods literature.

The grounded theory literature review is defined for this paper as the systematic selection, interpretation, and review of published and unpublished material on a particular topic. The literature may include empirical data, research findings, ideas, theories, recordings, and other collections and may include the work of researchers, scholars, and theorists along with other historic and current grounded sources. A literature review can also include conceptual and opinion pieces that provide insight into others’ thinking about a topic (Creswell & Creswell, 2018). As you read further, you will see that the appropriate grounded theory literature review is intended to be focused, deliberate, and useful.

The preliminary grounded theory literature review does not focus on concepts from a fixed research question, as is customary in quantitative research, because grounded theory research questions begin very broad and evolve as data are collected and analyzed. As Creswell and Creswell (2018) suggest, this can be uncomfortable for researchers since it challenges the accepted approaches of some faculty, ethics committees, and funding sources whose background in research is often quantitative and deductive. This paper proposes strategies to avoid these conflicts and demonstrates that an institutionally required pre-investigation literature review is sometimes acceptable, even to classic grounded theory purists, as a strategy to move forward with research. The paper includes a section debunking the “no literature review” myth followed by descriptions of the three phases of the classic grounded theory literature review—the introduction phase, the integration phase, and the disposition phase.

The No Literature Review Myth

What do classic grounded theory sources have to say about the literature review? Contrary to what some critics have put forth, the originators of grounded theory, Glaser and Strauss (Glaser, 1978, 1992, 1998, 2001; Glaser & Holton, 2004; Glaser & Strauss, 1967) call for an extensive review of the literature, both within the area of study and in other fields. Andrews (2006), an experienced classic grounded theorist, agrees that a preliminary review of the literature is “entirely consistent” with the established principles of grounded theory. The issue of when to, rather than whether to perform the literature review sets classic grounded theory apart from other research methods. Glaser and Strauss established the ideal method of researching the extant literature, while recognizing the practical issues that can arise. They propose arguments in favor of avoiding a pre-investigation literature review but acknowledge that one might be needed.

Since qualitative studies are generally exploratory, with little written about the topic, Creswell and Creswell (2018) agree that researchers must use the literature as a complement to participant-focused inquiry, rather than as a springboard for preconceived questions. In the Discovery of Grounded Theory , Glaser and Strauss (1967) suggest that delaying the empirical and theoretical literature within the area under study is one effective strategy to assure that categories in the evolving theory will not be contaminated by received ideas less suitable to the research focus. Glaser suggested that the researcher should choose areas for the initial literature review that will not pre-conceptually contaminate the emerging theory but will enhance theoretical sensitivity (Glaser, 1998). Dey (2007), who argues in favor of a pre-investigation literature review, nevertheless recognized that Glaser and Strauss did not advise investigators to completely abstain from reviewing the literature, but rather to engage broadly and with literature from other academic and non-academic fields.

Glaser and Strauss’s suggestion to read the literature of different disciplines at the beginning of the research process is consistent with Abraham Kaplan’s position. Kaplan, who believed that a discipline can remain autonomous even though sharing and borrowing the science of others, wrote,

For the domain of truth has no fixed boundaries within it. In the one world of ideas there are no barriers to trade or to travel. Each discipline may take from others techniques, concepts, laws, data, models, theories, or explanations—in short, whatever it finds useful in its own inquiries. (Kaplan, 2011/1998, p. 4)

As Glaser and Strauss suggested, then, reading widely from other disciplines broadens the researcher’s knowledge and sensitivity to a realm of theoretical codes that might not be present in other disciplines’ literature. Dey (2007) and Hallberg (2010) agree that working with a wide range of interdisciplinary ideas, including Glaser’s coding families, sharpens theoretical sensitivity, avoiding “the blinkered vision of an established theoretical framework” (Dey, 2007, p. 75). In addition to reading widely from the research of other disciplines, students of Glaser and Strauss were encouraged to read good theoretical studies (Stern & Covan, 2001) in order to become familiar with the structure of the theory.

Glaser (1998) initially reiterated that the researcher should avoid a phenomenon-specific pre-investigation literature review in the substantive area, but should review the literature when the grounded theory is nearly completed. Reacting to practical exigencies, however, Glaser later acknowledged that the investigator must fulfill the basic institutional requirements of the university or funding source because, without it, the research would not be possible. He wrote,

If the regulations state that any Ph.D. research proposal must be accompanied by a literature review, then do a literature [review]. If the regulations state that a literature review must become the first paper of the Ph.D., then again, give them a literature review. (Glaser, 2011, p. 56)

Guthrie and Lowe (2011) agreed with Glaser when they advised that, when faced with institutional requirements the researcher should “fully comply with the university regulations, and write a logically plausible (but quite irrelevant) literature review” (p. 61). Glaser (2011) and Guthrie and Lowe (2011) agree that novice grounded theorists should be assured that they can discover a classic grounded theory even if required to perform extensive pre-investigation literature reviews.

The reasons for avoiding an extensive pre-investigation literature review, however, are integral to the assumptions of the method—that is, a pre-investigation literature review threatens to derail emergence and diminish the focus on the participants’ perspectives. Glaser points out that the results of an early literature review are inimical to generating grounded theory. As suggested by Glaser and Strauss (1967) and Glaser (1998), there are a number of interrelated reasons to avoid a pre-investigation literature review.

First, the investigator may become enthralled, or “grabbed,” by received concepts that neither fit nor or are relevant (Glaser, 1998). Although it is possible that some concepts can be borrowed from extant theory if they fit the data (Glaser & Strauss, 1967), other concepts in the literature may be fascinating to the investigator but wildly unrelated to the processes occurring in the study participants’ lives or simply unimportant to the participants. Dunne (2011) is correct that this is a pragmatic view because it can save time and energy by guiding the researcher away from avenues that may be of little ultimate importance.

Second, the investigator may derail a potential emergent theory through a preconceived academic or discipline-specific problem of no relevance to the substantive area of the research (Glaser, 1998). Dey (2007) labeled that “ploughing ahead along an established theoretical furrow regardless of the diversity and richness of the data” (p. 175). This often happens when the novice researcher joins a supervisor’s ongoing study. The investigator may find that merely selecting data for a received concept hinders the generation of new categories because the major effort is data selection, rather than discovery or emergence (Glaser & Strauss, 1967). For example, for a PhD thesis, Amélia Didier was asked to join an ongoing faculty study about interdisciplinary health care teams. Didier (2019) chose to use classic grounded theory to learn about hospitalized patients’ perspectives on interdisciplinary teams. She quickly learned that patients had no knowledge of nor interest in interdisciplinary teams. The patients were focused on seeking aufgehobenheit, a German term which encompasses the concepts of safety, dignity, humanity and respect (Didier, 2019, p. iv). In other words, patients main concern was to feel in safe hands, well cared for. Fortunately, Didier was allowed to proceed with the grounded theory, focus on the patients’ main concern, and develop the rich and useful theory of aufgenhobenheit.

Although Didier (2019) was successful in re-directing her research focus, Kaplan agreed with Glaser and Strauss’s concern, proposing that

officers of the professional associations, honored elders, editors of journals, reviewers, faculties, committees on grants, fellowship and prizes—all exert a steady pressure of conformity to professional standards. . . . The innate conservatism, or at least inertia, of professional standards has from time to time stood in the way of scientific progress . (Kaplan, 2011/1998, p. 4)

Guthrie and Lowe (2011) go so far as to propose that those who demand to be in control cannot let go of their pre-understanding—they are likely “experts in their fields” who think they know the answers already.

Third, the investigator may become imbued with speculative, non-scientifically related interpretations and theoretical connections, likely through a review of deductive, pre-conceived theories (Glaser, 1998). Every discipline has popular speculative theories, philosophical frameworks, or conceptual models written in the jargon of the profession. Use of these interpretations and theoretical connections can hijack inductive concept emergence if they are not relevant or do not fit the data. Suddaby (2006) suggests that this will force the researcher into testing hypotheses, rather than directly observing. Thornberg and Dunne (2020), on the other hand, warn that when researchers view an extant theory as correct or superior, they will become “data resistant, disregarding or overlooking data that do not support that particular theory, and their theory will act as a self-fulfilling prophecy” (p. 207).

Fourth, the investigator may become awed by famous or celebrated scholars, theorists, or researchers, thus detracting from the investigators’ own self-valuation. Glaser (1978) proposed that being doctrinaire or revering ‘great scholars’ interferes both with sensitivity to the data and with generating ideas that fit and work best since the investigator may configure the data to fit the doctrine. He also wrote that pre-conceived or ungrounded theory “derives from any combination of several sources; whims and wisdoms of usually deceased great men, conjecture and assumptions about the “oughts” of life, and other extant speculative theory” (Glaser, 1978, p. 143), and thus is unsuited to use in grounded theories. Strauss and Corbin (1998) agreed with this concern proposing that it is not unusual for students to become enamored with a previous study to the point that they are nearly paralyzed.

Fifth, the investigator may become what Glaser terms “rhetoricalized,” relying on rhetorical jargon that is in vogue at the time, rather than allowing theory to emerge. Rhetoricalized jargon is a discipline’s authoritarian method of control. It does not pass the test of time well and may fail to cross disciplinary boundaries, limiting the scope and power of emerging theories.

Sixth, the investigator can completely miss the focus of a (yet to emerge) theory. Since classic grounded theory relies on emergence, a purely speculative pre-investigation literature review wastes valuable time and energy and can send the researcher off on useless tangents.

The researcher must understand why a preliminary review of the literature is not recommended. Equally important are guidelines on the timing and the phases of the literature review, the types of literature to be reviewed, and the importance of the literature when situating the new theory among extant works. The following discussion focuses on these issues and offers a three-phase literature review process.

Phases of the Classic Grounded Theory Literature Review

The classic grounded theory literature review is neither performed nor presented in the traditional hypothetical-deductive manner. The discursive literature review, which is traditional with other research methods, is structured around specific concepts articulated in the research question, conducted before the investigation is initiated, and presented in writing preceding the research findings. This is an immediate problem for grounded theories in which research questions are broad, and specific concepts are unknown at the beginning of the study. Creswell and Creswell (2018) acknowledge that the literature review in qualitative studies may be conducted and presented in a manner that is congruent with the assumptions of the method. The qualitative literature review may be conducted in a serial fashion and presented in a separate section, included in the introduction, or woven into the study as is generally the case with classic grounded theory. Creswell and Creswell also acknowledge that the literature is used less often to set the stage for grounded theory studies, though the eventual breadth will be comparable.

The eventual scope of the grounded theory literature review is both broad and specific—at different points in the research process. Most classic grounded theorists perform the literature review in three phases, with one caveat: they read widely in other fields throughout the research process in order to increase theoretical sensitivity. The three phases include the introduction phase , which makes the case for the study; the integration phase , in which the extant literature is identified, synthesized, and integrated into the theory; and the disposition phase , which situates the new theory in relation to the extant theoretical and empirical literature.

Introduction Phase of the Literature Review

The introduction phase prepares the researcher and builds the case for the research study. The multi-faceted literature review during this phase sets the course for the research. For the reader, it makes the case for the study, which is especially important when institutional and funding entities require a pre-investigation literature review for the research to proceed. The introduction phase of the literature review gives a general overview of the substantive area and indicates gaps in the knowledge base if those are known. It demonstrates the investigator’s familiarity with the substantive area, describes the method of investigation, describes the study population, and often gives clues as to the investigator’s worldview or philosophic stance.

Review of Literature in the Substantive Area.

As noted previously, the ideal review of literature in the substantive area should be delayed until the integration phase, which is not to suggest that the classic grounded theorist enters a study “empty-headed” as some would suggest. McCallin (2006) reminded us that students and others tend to misunderstand that each research study is about something in the beginning, even though the specific problem is unknown in the early stages. Hallberg (2010) is right that any researcher has acquired years of academic and professional knowledge in their disciplines. Although they moved away from many of the original classic grounded theory tenets, Strauss and Corbin (1998) also made the assumption that most professionals are familiar with the literature in their field. Glaser often reminded Ph.D. candidates in his seminars that they (Ph.D. students) are the institutionally and self-selected elite. Investigators generally begin studies with a depth and breadth of knowledge and a sense of curiosity—something they are interested in. Many will have identified a gap in knowledge early in their academic program or professional career. As a supervisor to Ph.D. students, Andrews (2006) discovered that some will enter the field with a clear question in mind. Since the classic grounded theory is an inductive method of discovery, investigators will begin by asking themselves. “What is going on” with this group of people in this situation?

Ideally, then, the classic grounded theorist who already has a depth of knowledge would not need to perform an extensive pre-investigation literature review in the substantive area. However, as most classic grounded theorists acknowledge, a literature review in the substantive area may be necessary to verify the investigator’s questions, withstand public scrutiny, establish a defensible rationale for a given project, and fulfill institutional requirements (Andrews, 2006; Ekstrom, 2006; Glaser, 2011; Martin, 2006; McCallin, 2006; Nathaniel, 2006b; Thornberg & Dunne, 2020; Thulesius, 2006). McCallin (2006) wrote,

While the beginner researcher receives that [no literature review] interpretation happily, supervisors and institutional review committees are rather more nervous of such a simplistic approach. Those responsible for student researchers seek some reassurance that the student knows what they are doing, has a general focus, and is at least safe to enter the field. (p. 12).

Creswell and Creswell (2018) admitted that satisfying the reader is more important than the length of the literature review. The researcher must convince the reader that the study was or will be possible in a practical sense, necessary, and potentially significant.

Holton and Walsh (2017) and McCallin (2006) agree that a common strategy to fulfill institutional requirements and satisfy readers is for the investigator to perform a pre-investigation review of the literature that is broad in scope in the substantive area, setting the stage for an exploratory study, while avoiding specific concepts or phenomena. McCallin suggests that the “mental wrestle” for investigators is for the literature review to remain general, avoiding the main interest as much as possible, yet focused enough to meet institutional requirements.

What facets of the literature are reviewed in the introduction phase? In addition to reviewing the general literature around the substantive area, the investigator will review the literature for descriptions of the population of interest, the research method, and often the researcher’s worldview. The researcher may also need to become familiar with population-specific terminology that may be encountered during data gathering.

Review of the Literature Describing the Population. 

Descriptions of the population of interest should include enough information to give readers a glimpse of the context and to grab their interest. The investigator will review the literature for demographics of the study population and other statistics, which may also include a historical review (Rhoades, 2011) of the population. For example, to study the homeless female population in Denver, Colorado, the researcher would review the literature from established sources for the statistics and demographics of the national, state, and city homeless population. Information on weather trends that affect the homeless, crimes committed by or against homeless people, the progression of homelessness, causes of homelessness, special concerns of homeless women, and available resources might also be helpful. If the researcher wants to further limit the study to those who are addicted to methamphetamine, another search of the literature would add information about the prevalence of methamphetamine addiction in the general population versus the homeless population, the risk factors associated with addiction, and the life expectancy of this population. For an exploratory study asking, “what is going on with this population,” this type of literature review may satisfy an institution’s literature review requirement.

Review of the Grounded Theory Methodology/Method Literature

In addition to general literature surrounding the substantive area and the population of interest, the investigator should review the literature about the classic grounded theory method. Although Glaser stipulated that grounded theory is a general method that can be used with both qualitative and quantitative data, it is found to be the most frequently used qualitative method. Yet, paradoxically, many researchers, thesis/dissertation supervisors, ethics committees, and readers are poorly versed in the classic grounded theory methodology, therefore misinterpretations abound. Thulesius (2006) advised the researcher to begin a classic grounded theory study to educate readers on the method’s background, language, procedures, and the rationale for choosing grounded theory. Further, Thulesius proposes that reading the appropriate grounded theory method books repeatedly throughout the research process is the most important facet of reading the literature. The most often cited primary sources of information on the method are The Discovery of Grounded Theory: Strategies for Qualitative Research by Glaser and Strauss (1967), Theoretical Sensitivity: Advances in the Methodology of Grounded Theory (Glaser, 1978), and Doing Grounded Theory: Issues and Discussion (Glaser, 1998). All of Glaser’s subsequent publications are also excellent primary sources for classic grounded theory as well as Grounded Theory: The Philosophy, Method, and Work of Barney Glaser (Martin & Gynnild, 2012), Classic Grounded Theory: Applications with Qualitative and Quantitative Data (Holton & Walsh, 2017), and Experiencing Grounded Theory: A Comprehensive Guide to Learning, Doing, Mentoring, Teaching, and Applying Grounded Theory (Simmons, 2022) Since all peer reviewers are experienced classic grounded theorists, methodological papers published in the Grounded Theory Review are also good sources for classic grounded theory methodology and original theories published there can serve as exemplars for novice researchers.

Because classic grounded theory is vastly different from other methods, a review of the methodological literature should be comprehensive, descriptive, and explanatory. A meticulous review of the method literature can forestall questions and objections from Ph.D. supervisors, ethics committees, and funding sources. The researcher should review the literature on the use of grounded theory’s inductive approach as contrasted with the hypothetical-deductive approach used in many other methods. The review of methods literature should also include the method’s dependence upon participants’ perceptions, conceptualization, category development, and theoretical relationships. Procedures, processes, and language of classic grounded theory that should be covered in the literature review include sampling; data sources; data collection methods; data recording methods (generally field notes); emergence; constant comparison; open, selective, and theoretical coding; memoing; memo sorting; identification of the core category; unique criteria for rigor in grounded theory; and standard ways of writing and presenting grounded theories. A description of the method’s procedures also serves as a primer for grounded theory language. It is always helpful when research supervisors unfamiliar with grounded theory also read the method literature.

Although Glaser and Strauss wrote the seminal work from which all grounded theory has developed, Strauss and others went on to modify the method and write about grounded theory’s perspectives and procedures in significantly remodeled ways—adding procedures, philosophic foundations, new language, and adapted understandings. So, subsequent publications by Strauss and Corbin (Corbin & Strauss, 1997, 2015; Strauss & Corbin, 1998), Charmaz (Bryant & Charmaz, 2016; Charmaz, 2000, 2006), Clarke (Clarke, 2005; Clarke et al., 2016, 2018), Birks and Mills (Burks & Mills, 2015), and others, although easy to find in the literature, cannot be used to describe the classic grounded theory.

Review of Extant Theory Literature in the Introduction Phase

Except when modifying an existing grounded theory or developing a formal grounded theory, a review of extant theories should not be performed in the introduction phase of the grounded theory literature review. The goal of classic grounded theory is to use inductive reasoning with a particular type of data from which concepts, categories, and theoretical relationships emerge. As noted previously, reviewing extant theories before gathering data puts the investigator at risk of consciously or unconsciously adopting speculative pre-conceived concepts and finding ways to configure data to conform to them. There are two main exceptions to this tenet. First, extant grounded theories must be reviewed during the introduction phase if the purpose of the research is to modify the existing theory. For example, data from front-line nurses’ experiences during the Covid-19 pandemic might easily modify Nathaniel’s (2006a) theory of Moral Reckoning in Nursing or Andrews’ (2003) theory of Making Credible: A Grounded Theory of How Nurses Detect and Report Physiological Deterioration in Acutely Ill Patients, both of which were developed in the early 21 st century prior to the pandemic. The extremely difficult context of health care during height of the pandemic vastly affected patients,’ physicians,’ and nurses’ relationships; the structure of health care delivery; and previously rigid ethical parameters, which shifted with each new crippling wave of the pandemic. New, more current studies could modify these two theories to fit real-world circumstances and therefore become more explanatory, predictive, and useful for nurses who might face similar situations during future pandemics or other catastrophic events.

Second, grounded theory researchers must review the theory literature when developing formal grounded theory. Up to this point, the discussion has focused solely on substantive theory, or theory of the middle range that focuses on real-life issues in specific contexts. Formal theory, on the other hand, raises the level of abstraction and expands the context. Glaser defined formal grounded theory as an overarching theory of a “substantive grounded theory core category’s general implications [broader than the initial context] generated from, as wide as possible, other data and studies in the same substantive and in other substantive areas” (Glaser, 2007b, p. 4). Thus, the investigator preparing to develop a formal grounded theory must review theoretical literature in the introduction phase. The literature review, in this case, is restricted to empirical research and theories, often from disparate disciplines, that apply directly to the core category and concepts of the original substantive theory. But, to reiterate, unless the investigator intends to modify an existing theory or develop a formal grounded theory, extant theories should not be reviewed during the introduction phase.

Philosophical Foundations Literature

Many universities require Ph.D. students to review the literature surrounding the philosophical foundations of the research method used in a study. Creswell and Creswell (2018) agree with Annells (1996) that the researcher should include philosophical assumptions or worldviews of qualitative research in the literature review. However, the philosophical foundations of classic grounded theory are as controversial as the literature review itself since Glaser and Strauss (1967) did not articulate a philosophical foundation for the method. In fact, Glaser stated emphatically that grounded theory is not based upon a particular philosophy (personal communication). So, what philosophical literature does the investigator review when the method has no established philosophical foundation?

If a review of the philosophical foundations of the grounded theory method is institutionally required, there are three options, each of which includes an acknowledgment that the method has no philosophical foundation. The first option is to present the researcher’s own worldview as the foundation of the research study. For example, Holton and Walsh (2017) acknowledge that they hold the critical realist perspective. Thus, their research investigations and analyses are conducted through the critical realist lens. A literature review of critical realism with its implications for the research processes would be appropriate for the introduction phase of the literature review. A second option is to adopt a formal theory of science that includes inductive logic, such as that of Charles Sanders Peirce (1901/1992), as a philosophical foundation for the method. If the investigator chooses to use a philosophy of science as the philosophical foundation, the literature review should include primary source ontology and epistemology elements that logically fit with the classic grounded theory method. The third option is to select symbolic interactionism as the philosophical foundation of the method. Even though Glaser denied a specific foundation of the method, he recognized that symbolic interactionism could serve as a sensitizing agent for grounded theory research (personal communication). That is, symbolic interactionism is not the foundation of the method but can be used as a lens through which to conduct and analyze grounded data. If a researcher chooses to propose symbolic interactionism as the foundation of a research study, the literature review should use primary sources to describe the elements that affect the research process.

Population-Specific Terminology

Sometimes, researchers seeking to closely follow the procedures of classic grounded theory worry that any review of any literature, including sources that will help them to understand the study population, will violate the method’s precepts. For example, a researcher studying problems encountered by those interested in cryptocurrency found that new terms and unfamiliar language surrounding virtual currency had developed. For example, terms such as ashraked, atomic swap, and blockchain, are not part of common language. Understanding the language or terminology is critical in collecting and analyzing data. The researchers could not pierce the language barrier without familiarizing themselves with these and other critical terms. For that reason, familiarizing oneself with population-specific language is preparatory to a study and is not considered part of the review of literature.

Integration Phase of the Literature Review

The integration phase of the literature review occurs during the data collection and analysis stages of the research process. Finally! A focused literature review of the substantive area is an essential element at this point in grounded theory development. Classic grounded theorists use extant literature in a systematic, yet entirely different manner from quantitative and most qualitative methods. The purpose and process of the literature review in classic grounded theory is unique and the type of literature to be reviewed can be vast—unrestricted by conventional rules. According to Glaser and Strauss (1967) theorizing begs for comparative analysis, creating what Creswell and Creswell (2018) labeled, a reciprocal relationship between theory and data. Once the analysis is well underway, the grounded theorist compares the literature to the emerging theory and uses the literature to support, corroborate, and illustrate the emerging theory. Glaser (1978) believed that well done grounded theories can transcend previous works while integrating them into the new theory, thus providing a theory of greater scope. Martin (2006) contends that grounded theory can help researchers to cross disciplinary boundaries and use existing literature to develop more potent theories. Strübing (2007) points out that the secret lies in how to properly use previous knowledge. Following is a discussion of the process of the literature review in the integration phase and the types of literature to be considered.

Process of Literature Integration

Since grounded theory is an inductive method and the problem is not known beforehand, the focused literature review cannot occur until data collection is underway and analysis has begun. Glaser (1998) proposed that the literature review in the substantive area should be done when the theory is nearly completed, during the sorting and writing the theory. Specifically, Holton and Walsh (2017) and Glaser and Strauss (1967) suggested that similarities and convergences with the literature can begin to be reviewed once the analytic core of categories emerges. At that time the literature can be used as additional data to be constantly compared with the emergent concepts, elaborating emerging concepts and directing further theoretical sampling (Holton & Walsh, 2017).

Grounded theory analysis occurs quickly and each new hypothesis directs the researcher to new sources of library material and exceptionally revealing comparison groups (Glaser & Strauss, 1967). To be clear, as concepts emerge from the data, literature searches are conducted for those specific concepts or others that are closely related. For example, Ekstrom (2006) was led to papers about how women experienced menopause and papers about status passages, since these were the concepts emerging from her data. Stern turned to the literature on fathering and family dynamics (Stern & Covan, 2001). Once the concepts and categories emerge from the data and it is time for a literature search, the researcher must carefully choose sources of data and search terms.

Library databases serve as invaluable tools for locating existing literature in the electronic age. However, Boell and Cecez-Kecmanovic (2010) warn that databases are limited in their coverage since single databases only cover a subset of academic journals. Further, some databases do not include all papers included in each journal. For that reason, Boell and Cecez-Kecmanovic propose that researchers conduct searches of multiple databases. But what are the best search terms? Glaser and Strauss (1967) instructed their students to cultivate several functional synonyms in order to fully explore relevant literature. For example, when searching the literature for moral reckoning, literature on moral distress, moral outrage, moral agony, moral uncertainty, and other possible synonyms was searched. Boell and Cecez-Kecmanovic recognize that specific topics can be described using an almost indefinite number of words. One strategy to overcome this problem is to scour books such as a thesaurus or Rodale’s (1978) Synonym Finder using a snowball technique by moving from one term to another in an attempt to gather many possible common language search terms. Glaser and Strauss focused on library literature and methods to search a brick-and-mortar library, but in the electronic age researchers have almost unlimited access to many types of literature.

Types of Literature to Integrate

In grounded theory, there is no clear distinction between data and literature since existing theoretical and empirical literature can be integrated into an emerging theory. Simmons (2022) states that one unique feature of classic grounded theory is that literature is often treated as if it were data. In fact, Glaser (2007a) proposed that “all is data,” blurring the line between data and empiric literature. Glaser and Strauss (1967) stressed that the decision about what sources of data to use is crucial to the outcome of the study. So, what types of literature-cum-data will the researcher use?

Many sources of library material are available for comparison and integration. In fact, Glaser and Strauss (1967) proposed that a researcher should use any relevant material bearing on the substantive area. One of the best sources of literature is existing behavioral research, which offers data, categories, theoretical relationships, and illustrations. Most types of qualitative research are grounded in the data but should be carefully evaluated before being integrated into or compared with the emerging theory. Once the emerging theory has shape, extant themes, ideas, hypotheses, and concepts can be analyzed, compared, and integrated if they are found to be relevant and if they fit and work. The researcher must be careful, though, because words used in existing literature may not have the same meaning or relevance as the emerging theory. Other sources of library data include letters, diaries, newspaper accounts, government documents, speeches, sermons, annual reports, and company files (Glaser and Strauss, 1967). For example, Glaser and Strauss found a collection of interviews with very poor New Yorkers in the early 20 th century, which offered a vivid picture of poverty during that era (1967). These types of documents tend to be used almost exclusively for verification of the emerging theory or for illustration. In today’s age of information technology, there are many sources of data. Blogs, for instance, can offer rich information that can be useful in grounded theory studies.

Formal grounded theory, especially, makes use of empiric literature and existing theories. Glaser (2011) suggested that a major source of data for generating a formal grounded theory includes a secondary analysis of data collected for other reasons. Caches of secondary analysis include those of interviews, speeches, collections of letters, journals, and so forth. Glaser wrote, “But it amazes me how many data sources just bursting for use in a formal grounded theory such as readers, journals, documents, researched newspaper articles, or areas of much literature coverage with arrays of articles” (Glaser, 2011, p. 262). When the analysis is complete, the literature review has been fully integrated, and the theory has been written the researcher is ready to present a disposition of the newly emerged theory.

Disposition Phase

The disposition phase occurs after the theory is written. During this phase, the researcher prepares the discussion section of the research study, often chapter five of a traditional thesis or dissertation. Creswell and Creswell (2018) agree that this is appropriate for a grounded theory study. The ongoing development of knowledge is the incessant interaction between induction and deduction between empirical and theoretical realms (de Groot, 1969) in which hypotheses link the two worlds together (van de Wijngaert et al., 2014). Therefore, the literature reviewed at this point should not be an exhaustive (and exhausting) review of all literature, but rather a carefully analytic meaningful review of related extant empiric and theory literature. Stern and Covan (2001) wrote,

Without reverence to existing knowledge, even grounded theories remain sterile: a researcher is unable to add to the body of knowledge expected in a research enterprise. In other words, without this step of comparing and coordinating the work of other scholars, a researcher may not develop his or her theory completely and others may not be able to develop a theory further in the future. (p. 25)

In this section of the written research study, the researcher provides a scholarly discussion about the position and contribution of the new theory in relation to extant literature. During the disposition phase, the order and relative position of the new theory is established in terms of the discipline’s knowledge base, placing the theory among other researchers’ work on the same ideas. The discussion in this phase of the literature review can add a new dimension to existing work (Stern & Covan, 2001) or extend the theory of others. The new theory will usually, if not invariably, “transcend diverse previous works while integrating them into a new theory of greater scope than extant ones” (Glaser, 1978, p. 10). The fully emerged theory becomes a powerful instrument that can clarify, synthesize, and organize prior grounded theories and refute flawed theories, thus contributing to the knowledge base of a discipline. Thus, each work adds to or corrects those before it, moving closer to knowledge that is true and correct—what Peirce called moving humankind toward the final opinion (Houser & Kloesel, 1992) . 

The approach to the literature review during the disposition phase is important. Glaser advised his students to measure extant literature against the newly emerged theory, rather than the other way around. He warned researchers to avoid an attitude of reverence for extant works or to search for their own best ideas in previous works in order to legitimate the new theories—“as if they could not be allowed to generate on their own” (Glaser, 1978, p. 137). Nor should there be an implication that the current theory was derived from a previous work merely to legitimize the new theory. Idolization, Glaser proposed, should be replaced with the thought that “he too was working on these ideas” (p. 138). In other words, the researcher should not give older works precedence over the newly generated theory. However, Glaser (1978) also advised that the researcher should not attempt to debunk old theories since a vigorous justification of the new theory, beyond its normal justification, would not be useful, and the good aspects of the extant theory could be lost in the bargain. The secret is to compare and contrast the new theory with existing works while maintaining the power of the new theory and respecting the old.

The literature review of a classic grounded theory study is an integral piece of a newly emerged theory, which enhances both the new and old, adds to the knowledge base, and positions the new theory in relation to extant works. Consistent with the classic grounded theory method, this paper lays out a rigorous and systematic three-phase approach to the literature review. It also refutes common misunderstandings of critics that claim the timing and procedures of the grounded theory literature review are inadequate. The paper offers strategies to avoid conflicts and demonstrates that an institutionally required pre-investigation literature review is sometimes accepted as a strategy to move forward with research, even to classic theory purists. The paper gathers together Glaser and Strauss’s recommendations and establishes a clear roadmap for conducting a literature review for a classic grounded theory study.

Andrews, T. (2003). Making credible: A grounded theory of how nurses detect and report physiological deterioration in acutely ill patients. University of Manchester.

Andrews, T. (2006). The literature in grounded theory: A response to McCallin (2003). Grounded Theory Review , 5 (2/3), 29-32. http://groundedtheoryreview.com/2006/06/30/1421/

Annells, M. (1996). Grounded theory method: Philosophical perspectives, paradigm of inquiry, and postmodernism. Qualitative Health Research , 6 (3), 397-393.

Boell, S., & Cecez-Kecmanovic, D. (2010). Literature reviews and the hermaneutic circle Australian Academic & Research Libraries , 41 (2), 129-144. https://doi.org/10.1080/00048623.2010.10721450

Bryant, A., & Charmaz, K. (Eds.). (2016). The SAGE handbook of grounded theory . SAGE Publications.

Burks, M., Mills, J. (2015). Grounded theory: A practical guide. SAGE Publications.

Charmaz, K. (2000). Grounded theory: Objectivist and constructivist methods. In N. K. Denzin & Y. S. Lincoln (Eds.), Handbook of qualitative research (2nd ed., pp. 509-535). SAGE Publications.

Charmaz, K. (2006). Constructing grounded theory . SAGE Publications.

Clarke, A. E. (2005). Situational analysis: Grounded theory after the postmodern turn . SAGE Publications.

Clarke, A. E., Friese, C., & Washburn, R. S. (2018). Situational analysis: Grounded theory after the interpretive turn . SAGE Publications.

Clarke, A. E., Friese, C., & Washburn, R. S. (Eds.). (2016). Situational analysis in practice: Mapping research with grounded theory . Routledge.

Corbin, J. M., & Strauss, A. L. (1997). Grounded theory in practice . SAGE Publications.

Corbin, J. M., & Strauss, A. L. (2015). Basics of qualitative research: Techniques and procedures for developing grounded theory . SAGE Publications.

Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative quantitative and mixed methods approaches (5 ed.). SAGE Publications.

de Groot, A. D. (1969). Methodology: foundations of inference and research in the behavioral sciences . Mouton.

Dey, I. (2007). Grounding categories. In K. Charmaz & A. Bryant (Eds.), The SAGE handbook of grounded theory (pp. 166-190). SAGE Publications.

Didier, A. (2019). Aufgenhobenheit: Patients’ perspective of interprofessional collaboration within a multidisciplinary care team. Université de Lausanne. Lausanne.

Dunne, C. (2011). The place of the literature review in grounded theory research. International Journal of Social Research Methodology , 14 (2), 111-124. https://doi.org/10.1080/13645579.2010.494930

Ekstrom, H. (2006). Aspects of McCallin’s paper “grappling with the literature in a grounded theory study. Grounded Theory Review , 5 (2/3), 45-46. http://groundedtheoryreview.com/2006/06/30/1407/

Glaser, B. G. (1978). Theoretical sensitivity: Advances in the methodology of grounded theory . Sociology Press.

Glaser, B. G. (1992). Emergence vs forcing: Basics of grounded theory analysis . Sociology Press.

Glaser, B. G. (1998). Doing grounded theory: Issues and discussion . Sociology Press.

Glaser, B. G. (2001). The grounded theory perspective: Conceptualization contrasted with description . Sociology Press.

Glaser, B. G. (2007a). All is data. Grounded Theory Review , 6 (2), 1-22.

Glaser, B. G. (2007b). Doing formal grounded theory: A proposal . Sociology Press.

Glaser, B. G. (2011). Generating formal theory. In V. B. Martin & A. Gynnild (Eds.), Grounded theory: The philosophy, method, and works of Barney Glaser (pp. 257-276). BrownWalker.

Glaser, B. G., & Holton, J. A. (2004). Remodeling grounded theory. Grounded Theory Review , 4 (1-24).

Glaser, B. G., & Strauss, A. L. (1967). The discovery of grounded theory: Strategies for qualitative research . Aldine Transaction.

Guthrie, W., & Lowe, A. (2011). Getting through the PhD process using GT: A supervisor-researcher perspective. In V. B. Martin & A. Gynnild (Eds.), Grounded theory: The philosophy, method, and works of Barney Glaser (pp. 51-68). BrownWalker.

Hallberg, L. R. M. (2010). Some thoughts about the literature review in grounded theory studies. International Journal of Qualitative Studies on Health and Well-Being , 5 (3), Article 5387. https://doi.org/10.3402/qhw.v5i3.5387

Holton, J. A., & Walsh, I. (2017). Classic grounded theory: Applications with qualitative and quantitative data . SAGE Publications.

Houser, N., & Kloesel, C. (Eds.). (1992). The essential Peirce: Selected philosophical writings (Vol. 1). Indiana University Press.

Kaplan, A. (2011/1998). The conduct of inquiry: Methodology for behavioral science . Transaction Publishers. (Original work published in 1964)

Martin, V. B. (2006). The relationship between an emerging grounded theory and the existing literature: Four phases for consideration. Grounded Theory Review , 5 (2/3), 47-50.

Martin, V. B., & Gynnild, A. (Eds.). (2012). Grounded theory: The philosoophy, method, and work of Barney Glaser . BrownWalker.

McCallin, A. (2006). Grappling with the literature in a grounded theory study. Grounded Theory Review , 5 (2-3), 11-27. (Reprinted from “Grappling with the literature in a grounded theory study.” 2003,  Contemorary Nurse, 15 (1), 61-69. https://doi.org/10.5172/conu.15.1-2.61

Nathaniel, A. K. (2006a). Moral reckoning in nursing. Western journal of nursing research , 28 (4), 419-438.

Nathaniel, A. K. (2006b). Thoughts on the literature review and GT. Grounded Theory Review , 5 (2/3), 35-41.

Peirce, C. S. (1901/1992). On the logic of drawing history from ancient documents, especially from testimonies. In N. Houser & C. Kloesel (Eds.), The essential Peirce: Selected philosophical writings (Vol. 2, pp. 75-114). Indiana University Press.

Rhoades, E. A. (2011). Literature reviews. The Volta Review , 111 (3), 353-368.

Rodale, J. I. (1978). The synonym finder . Warner.

Simmons, O. E. (2022). Experiencing grounded theory: A comprehensive guide to learning, doing, mentoring, teaching, and applying grounded theory. BrownWalker.

Stern, P. N., & Covan, E. K. (2001). Early grounded theory: Its processes and products. In P. N. Stern & E. K. Covan (Eds.), Using grounded theory in nursing (pp. 17-34). Springer.

Strauss, A. L., & Corbin, J. M. (1998). Basics of qualitative research: Techniques and procedures for developing grounded theory (2nd ed.). SAGE Publications.

Strübing, J. (2007). Research as pragmatic problem solving: The pragmatist roots of emprically-grounded theorizing. In A. Bryant & K. Charmaz (Eds.), The SAGE handbook of grounded theory (pp. 580-601). SAGE Publications.

Suddaby, R. (2006). From the editors: What grounded theory is not. Academy of Management Journal , 49 (4), 633-642.

Thornberg, R., & Dunne, C. (2020). Literature review in grounded theory. In A. Bryant & K. Charmaz (Eds.), The SAGE handbook of current developments in grounded theory (pp. 206-221). SAGE Publications.

Thulesius, H. (2006). New way of using literature in GT. Grounded Theory Review , 5 (2/3), 43-44.

van de Wijngaert, L., Bouwman, H., & Contractor, N. (2014). A network approach toward literature review. Quality & Quantity: International Journal of Methodology , 48 (2), 623-643. https://doi.org/10.1007/s11135-012-9791-3

Disclosures

Declaration of Conflicting Interests: The author declares no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Funding: The author received no financial support for the research, authorship, and/or publication of this article.

© American Journal of Qualitative Research

Facebook

Subscribe to receive updates

Your email:

Call for Papers

Are you developing a classic grounded theory? Do you have data that could be resorted and further developed into a new grounded theory? Are you working on a formal theory, or are you reflecting on a methodological issue? We invite you to submit your paper for consideration for the next issue of Grounded Theory Review, which is published in late December and June each year.

The database of the Grounded Theory Review now contains more than a hundred articles on classic grounded theories—from either a methodological or a theoretical perspective. We would like to expand the open access database with more grounded theories that truly demonstrates the interdisciplinary potential of the classic grounded theory method. Following the 50th anniversary wish of GT’s co-founder Dr. Barney Glaser, we would like to see a conglomerate of new grounded theories that span a wide array of disciplines and topics and that demonstrate general applicability and conceptual strengths in diverse social contexts. The theories will be peer reviewed by experienced members of the advisory board of the Grounded Theory Review.

Please submit your paper no later than April 1 for the June edition and September 15 for the December edition.

Current Issue

  • Issue 1, June 2023
  • GT Institute
  • GT Mentoring
  • The Grounded Theory Review is published by Sociology Press ISSN: 1556-1550

Indexed by:

  • EBSCO, Google Scholar, and DOAJ
  • ESCI (Web of Science)
  • Article Archives
  • PDF Archives

Academia.edu no longer supports Internet Explorer.

To browse Academia.edu and the wider internet faster and more securely, please take a few seconds to  upgrade your browser .

Enter the email address you signed up with and we'll email you a reset link.

  • We're Hiring!
  • Help Center

paper cover thumbnail

Using systematic review methodology to examine the extant literature

Profile image of Céline Rojon

Handbook of Research Methods on Human Resource Development

Related Papers

Oxford Handbooks Online

David Denyer

extant literature in research

Patricia Vella Bonanno

Judith Gomersall

Sri Lanka Library Review

Sriyani Perera

Systematic Reviews (SRs) are considered as a useful tool to be adopted in the approaches of Evidence-Based Practice (EBP) in Social Sciences & Humanities, and more widely in Evidence-Based Medicine (EBM) in Healthcare. In these processes of EBM and EBP, where ‘informed decision making’ based on the ‘best evidence’ is the key factor, Systematic Reviews are found to be an important source of information. The methodology of conducting a systematic review, involves several steps where Assessing Quality of the studies that are selected to include in the review is one of the most important steps, as it is the vital element which determines the validity and the creditability of the end product or the conclusion of a systematic review. Therefore, in SRs where assessing quality is not included in the procedure, the validity of the findings of the SR will be questionable. The quality of a research study can be evaluated through various facts and measures. This paper attempts to emphasize on t...

Journal of Evidence-Based Medicine

Paula L Bush

Nursing standard (Royal College of Nursing (Great Britain) : 1987)

Josette Bettany-Saltikov

Brandy Maynard

RELATED PAPERS

mali dadang

siti nurhidayah

Mutation Research/Fundamental and Molecular Mechanisms of Mutagenesis

Philip Hanawalt

Korean Journal of Computational Design and Engineering

SANGUK CHEON

Journal of Threatened Taxa

SUGATA HAZRA

Analytica Chimica Acta

manuel del valle

Jambura Journal of Electrical and Electronics Engineering

Firwan Moesnadi

Erol Yildirim

Román Martínez

Tér és Társadalom

György Kocziszky

Proceedings of the 2016 3rd International Conference on Materials Engineering, Manufacturing Technology and Control

Chunkuan Shih

Annals of Operations Research

Jamal Ouenniche

Journal of Geophysical Research: Space Physics

Int. J. Agril. Res. Innov. Tech. 13(1): 1-5, June

International Journal of Agricultural Research, Innovation and Technology (IJARIT)

Journal of Natural Product and Plant Resources

Messaoud MARS

Chris H Pickerell

Daniel Alabi

Discover Materials

Naimur Rahman

Solid State Communications

Jerzy Langer

hjjhgj kjghtrg

Mohammad H. fotokian

Fitoterapia

Robiul Islam

Christian Franklin Svensson

Frontiers in Psychology

Jan Geertzen

Padjadjaran Journal of Dental Researchers and Students

Avi Laviana

RELATED TOPICS

  •   We're Hiring!
  •   Help Center
  • Find new research papers in:
  • Health Sciences
  • Earth Sciences
  • Cognitive Science
  • Mathematics
  • Computer Science
  • Academia ©2024

Using scoping literature reviews as a means of understanding and interpreting existing literature

Affiliation.

  • 1 College of Education, Health, and Human Services, Kent State University, Kent, OH 44242-0001, USA. [email protected]
  • PMID: 20364059
  • DOI: 10.3233/WOR-2010-0998

Objective: This article compares and contrasts scoping literature reviews with other established methods for understanding and interpreting extant research literature.

Methods: Descriptions of the key principles and applications of scoping reviews are illustrated with examples from contemporary publications.

Conclusions: Scoping reviews are presented as an efficient way of identifying themes and trends in high-volume areas of scientific inquiry.

  • Databases, Bibliographic
  • Research Design*
  • Review Literature as Topic*

U.S. flag

An official website of the United States government

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

  • Publications
  • Account settings

Preview improvements coming to the PMC website in October 2024. Learn More or Try it out now .

  • Advanced Search
  • Journal List
  • Perspect Med Educ
  • v.8(4); 2019 Aug

Logo of pmeded

Limited by our limitations

Paula t. ross.

Medical School, University of Michigan, Ann Arbor, MI USA

Nikki L. Bibler Zaidi

Study limitations represent weaknesses within a research design that may influence outcomes and conclusions of the research. Researchers have an obligation to the academic community to present complete and honest limitations of a presented study. Too often, authors use generic descriptions to describe study limitations. Including redundant or irrelevant limitations is an ineffective use of the already limited word count. A meaningful presentation of study limitations should describe the potential limitation, explain the implication of the limitation, provide possible alternative approaches, and describe steps taken to mitigate the limitation. This includes placing research findings within their proper context to ensure readers do not overemphasize or minimize findings. A more complete presentation will enrich the readers’ understanding of the study’s limitations and support future investigation.

Introduction

Regardless of the format scholarship assumes, from qualitative research to clinical trials, all studies have limitations. Limitations represent weaknesses within the study that may influence outcomes and conclusions of the research. The goal of presenting limitations is to provide meaningful information to the reader; however, too often, limitations in medical education articles are overlooked or reduced to simplistic and minimally relevant themes (e.g., single institution study, use of self-reported data, or small sample size) [ 1 ]. This issue is prominent in other fields of inquiry in medicine as well. For example, despite the clinical implications, medical studies often fail to discuss how limitations could have affected the study findings and interpretations [ 2 ]. Further, observational research often fails to remind readers of the fundamental limitation inherent in the study design, which is the inability to attribute causation [ 3 ]. By reporting generic limitations or omitting them altogether, researchers miss opportunities to fully communicate the relevance of their work, illustrate how their work advances a larger field under study, and suggest potential areas for further investigation.

Goals of presenting limitations

Medical education scholarship should provide empirical evidence that deepens our knowledge and understanding of education [ 4 , 5 ], informs educational practice and process, [ 6 , 7 ] and serves as a forum for educating other researchers [ 8 ]. Providing study limitations is indeed an important part of this scholarly process. Without them, research consumers are pressed to fully grasp the potential exclusion areas or other biases that may affect the results and conclusions provided [ 9 ]. Study limitations should leave the reader thinking about opportunities to engage in prospective improvements [ 9 – 11 ] by presenting gaps in the current research and extant literature, thereby cultivating other researchers’ curiosity and interest in expanding the line of scholarly inquiry [ 9 ].

Presenting study limitations is also an ethical element of scientific inquiry [ 12 ]. It ensures transparency of both the research and the researchers [ 10 , 13 , 14 ], as well as provides transferability [ 15 ] and reproducibility of methods. Presenting limitations also supports proper interpretation and validity of the findings [ 16 ]. A study’s limitations should place research findings within their proper context to ensure readers are fully able to discern the credibility of a study’s conclusion, and can generalize findings appropriately [ 16 ].

Why some authors may fail to present limitations

As Price and Murnan [ 8 ] note, there may be overriding reasons why researchers do not sufficiently report the limitations of their study. For example, authors may not fully understand the importance and implications of their study’s limitations or assume that not discussing them may increase the likelihood of publication. Word limits imposed by journals may also prevent authors from providing thorough descriptions of their study’s limitations [ 17 ]. Still another possible reason for excluding limitations is a diffusion of responsibility in which some authors may incorrectly assume that the journal editor is responsible for identifying limitations. Regardless of reason or intent, researchers have an obligation to the academic community to present complete and honest study limitations.

A guide to presenting limitations

The presentation of limitations should describe the potential limitations, explain the implication of the limitations, provide possible alternative approaches, and describe steps taken to mitigate the limitations. Too often, authors only list the potential limitations, without including these other important elements.

Describe the limitations

When describing limitations authors should identify the limitation type to clearly introduce the limitation and specify the origin of the limitation. This helps to ensure readers are able to interpret and generalize findings appropriately. Here we outline various limitation types that can occur at different stages of the research process.

Study design

Some study limitations originate from conscious choices made by the researcher (also known as delimitations) to narrow the scope of the study [ 1 , 8 , 18 ]. For example, the researcher may have designed the study for a particular age group, sex, race, ethnicity, geographically defined region, or some other attribute that would limit to whom the findings can be generalized. Such delimitations involve conscious exclusionary and inclusionary decisions made during the development of the study plan, which may represent a systematic bias intentionally introduced into the study design or instrument by the researcher [ 8 ]. The clear description and delineation of delimitations and limitations will assist editors and reviewers in understanding any methodological issues.

Data collection

Study limitations can also be introduced during data collection. An unintentional consequence of human subjects research is the potential of the researcher to influence how participants respond to their questions. Even when appropriate methods for sampling have been employed, some studies remain limited by the use of data collected only from participants who decided to enrol in the study (self-selection bias) [ 11 , 19 ]. In some cases, participants may provide biased input by responding to questions they believe are favourable to the researcher rather than their authentic response (social desirability bias) [ 20 – 22 ]. Participants may influence the data collected by changing their behaviour when they are knowingly being observed (Hawthorne effect) [ 23 ]. Researchers—in their role as an observer—may also bias the data they collect by allowing a first impression of the participant to be influenced by a single characteristic or impression of another characteristic either unfavourably (horns effect) or favourably (halo effort) [ 24 ].

Data analysis

Study limitations may arise as a consequence of the type of statistical analysis performed. Some studies may not follow the basic tenets of inferential statistical analyses when they use convenience sampling (i.e. non-probability sampling) rather than employing probability sampling from a target population [ 19 ]. Another limitation that can arise during statistical analyses occurs when studies employ unplanned post-hoc data analyses that were not specified before the initial analysis [ 25 ]. Unplanned post-hoc analysis may lead to statistical relationships that suggest associations but are no more than coincidental findings [ 23 ]. Therefore, when unplanned post-hoc analyses are conducted, this should be clearly stated to allow the reader to make proper interpretation and conclusions—especially when only a subset of the original sample is investigated [ 23 ].

Study results

The limitations of any research study will be rooted in the validity of its results—specifically threats to internal or external validity [ 8 ]. Internal validity refers to reliability or accuracy of the study results [ 26 ], while external validity pertains to the generalizability of results from the study’s sample to the larger, target population [ 8 ].

Examples of threats to internal validity include: effects of events external to the study (history), changes in participants due to time instead of the studied effect (maturation), systematic reduction in participants related to a feature of the study (attrition), changes in participant responses due to repeatedly measuring participants (testing effect), modifications to the instrument (instrumentality) and selecting participants based on extreme scores that will regress towards the mean in repeat tests (regression to the mean) [ 27 ].

Threats to external validity include factors that might inhibit generalizability of results from the study’s sample to the larger, target population [ 8 , 27 ]. External validity is challenged when results from a study cannot be generalized to its larger population or to similar populations in terms of the context, setting, participants and time [ 18 ]. Therefore, limitations should be made transparent in the results to inform research consumers of any known or potentially hidden biases that may have affected the study and prevent generalization beyond the study parameters.

Explain the implication(s) of each limitation

Authors should include the potential impact of the limitations (e.g., likelihood, magnitude) [ 13 ] as well as address specific validity implications of the results and subsequent conclusions [ 16 , 28 ]. For example, self-reported data may lead to inaccuracies (e.g. due to social desirability bias) which threatens internal validity [ 19 ]. Even a researcher’s inappropriate attribution to a characteristic or outcome (e.g., stereotyping) can overemphasize (either positively or negatively) unrelated characteristics or outcomes (halo or horns effect) and impact the internal validity [ 24 ]. Participants’ awareness that they are part of a research study can also influence outcomes (Hawthorne effect) and limit external validity of findings [ 23 ]. External validity may also be threatened should the respondents’ propensity for participation be correlated with the substantive topic of study, as data will be biased and not represent the population of interest (self-selection bias) [ 29 ]. Having this explanation helps readers interpret the results and generalize the applicability of the results for their own setting.

Provide potential alternative approaches and explanations

Often, researchers use other studies’ limitations as the first step in formulating new research questions and shaping the next phase of research. Therefore, it is important for readers to understand why potential alternative approaches (e.g. approaches taken by others exploring similar topics) were not taken. In addition to alternative approaches, authors can also present alternative explanations for their own study’s findings [ 13 ]. This information is valuable coming from the researcher because of the direct, relevant experience and insight gained as they conducted the study. The presentation of alternative approaches represents a major contribution to the scholarly community.

Describe steps taken to minimize each limitation

No research design is perfect and free from explicit and implicit biases; however various methods can be employed to minimize the impact of study limitations. Some suggested steps to mitigate or minimize the limitations mentioned above include using neutral questions, randomized response technique, force choice items, or self-administered questionnaires to reduce respondents’ discomfort when answering sensitive questions (social desirability bias) [ 21 ]; using unobtrusive data collection measures (e.g., use of secondary data) that do not require the researcher to be present (Hawthorne effect) [ 11 , 30 ]; using standardized rubrics and objective assessment forms with clearly defined scoring instructions to minimize researcher bias, or making rater adjustments to assessment scores to account for rater tendencies (halo or horns effect) [ 24 ]; or using existing data or control groups (self-selection bias) [ 11 , 30 ]. When appropriate, researchers should provide sufficient evidence that demonstrates the steps taken to mitigate limitations as part of their study design [ 13 ].

In conclusion, authors may be limiting the impact of their research by neglecting or providing abbreviated and generic limitations. We present several examples of limitations to consider; however, this should not be considered an exhaustive list nor should these examples be added to the growing list of generic and overused limitations. Instead, careful thought should go into presenting limitations after research has concluded and the major findings have been described. Limitations help focus the reader on key findings, therefore it is important to only address the most salient limitations of the study [ 17 , 28 ] related to the specific research problem, not general limitations of most studies [ 1 ]. It is important not to minimize the limitations of study design or results. Rather, results, including their limitations, must help readers draw connections between current research and the extant literature.

The quality and rigor of our research is largely defined by our limitations [ 31 ]. In fact, one of the top reasons reviewers report recommending acceptance of medical education research manuscripts involves limitations—specifically how the study’s interpretation accounts for its limitations [ 32 ]. Therefore, it is not only best for authors to acknowledge their study’s limitations rather than to have them identified by an editor or reviewer, but proper framing and presentation of limitations can actually increase the likelihood of acceptance. Perhaps, these issues could be ameliorated if academic and research organizations adopted policies and/or expectations to guide authors in proper description of limitations.

Sustainable supply chain coordination: extant literature, trends, and future research directions

  • Original - Survey or Exposition
  • Published: 12 March 2024

Cite this article

  • Ali Sabbaghnia 2 ,
  • Jafar Heydari   ORCID: orcid.org/0000-0001-6728-5950 1 , 2 ,
  • M. Ali Ülkü 3 , 4 &
  • Saeed Zolfaghari 1  

151 Accesses

Explore all metrics

Sustainability has garnered significant attention from both academia and practice in recent decades. While the term "sustainable supply chain" (SSC) was uncommon in the early 2000s, there has been a surge in literature on SSC since 2010. This study aims to review critical concepts of sustainable supply chain coordination (SSCC) problems, identify research gaps, and highlight main research streams and future directions. Recent studies in SSCC can be categorized into five areas: (1) consumer environmental awareness, (2) corporate social responsibility, (3) carbon legislation, (4) coordination of reverse and closed-loop supply chains, and (5) governmental intervention in SSCC. The existing literature is analyzed and evaluated based on the triple bottom line of sustainability to provide a comprehensive critical survey of the problem. While the existing literature primarily focuses on the economic aspect of sustainability, current review of SSCC drivers and barriers reveals an increasing trend in the application of different coordination mechanisms and contracts. Such strategies aim to enhance supply chain profitability while promoting environmental and social performance improvement. This review presents an up-to-date overview of recent progresses, emerging trends, and research gaps in the area of SSCC. Finally, it explores future research avenues by focusing on emerging topics, novel theoretical approaches, and multidisciplinary perspectives.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price includes VAT (Russian Federation)

Instant access to the full article PDF.

Rent this article via DeepDyve

Institutional subscriptions

extant literature in research

Similar content being viewed by others

extant literature in research

Sustainable closed-loop supply chains and their optimization models: a review of the literature

Jonathan Lozano-Oviedo, Cristián E. Cortés & Pablo A. Rey

extant literature in research

RETRACTED ARTICLE: Converging concepts of sustainability and supply chain networks: a systematic literature review approach

Yumei Hou, Maryam Khokhar, … Mohammad Amzad Hossain

extant literature in research

Sustainable Supply Chains: Introduction

https://www.theguardian.com/environment/2013/jan/31/carbon-tax-cap-and-trade

Ahi, P., & Searcy, C. (2013). A comparative literature analysis of definitions for green and sustainable supply chain management. Journal of Cleaner Production, 52 , 329–341.

Article   Google Scholar  

Akbari, M., & McClelland, R. (2020). Corporate social responsibility and corporate citizenship in sustainable supply chain: a structured literature review. Benchmarking: an International Journal, 27 , 1799–1841.

Amaeshi, K. M., Osuji, O. K., & Nnodim, P. (2008). Corporate social responsibility in supply chains of global brands: A boundaryless responsibility? Clarifications, exceptions and implications. Journal of Business Ethics, 81 , 223–234.

Ansari, Z. N., & Kant, R. (2017). A state-of-art literature review reflecting 15 years of focus on sustainable supply chain management. Journal of Cleaner Production, 142 , 2524–2543.

Bai, Q., Chen, M., & Xu, L. (2017). Revenue and promotional cost-sharing contract versus two-part tariff contract in coordinating sustainable supply chain systems with deteriorating items. International Journal of Production Economics, 187 , 85–101.

Bai, Q., Jin, M., & Xu, X. (2019). Effects of carbon emission reduction on supply chain coordination with vendor-managed deteriorating product inventory. International Journal of Production Economics, 208 , 83–99.

Bai, Q., & Meng, F. (2020). Impact of risk aversion on two-echelon supply chain systems with carbon emission reduction constraints. Journal of Industrial and Management Optimization, 16 , 1943–1965.

Article   MathSciNet   Google Scholar  

Bai, Q., Xu, J., & Chauhan, S. S. (2020). Effects of sustainability investment and risk aversion on a two-stage supply chain coordination under a carbon tax policy. Computers & Industrial Engineering, 142 , 106324.

Bansal, S., & Gangopadhyay, S. (2003). Tax/subsidy policies in the presence of environmentally aware consumers. Journal of Environmental Economics and Management, 45 , 333–355.

Basiri, Z., & Heydari, J. (2017). A mathematical model for green supply chain coordination with substitutable products. Journal of Cleaner Production, 145 , 232–249.

Bazan, E., Jaber, M. Y., & Zanoni, S. (2015). Supply chain models with greenhouse gases emissions, energy usage and different coordination decisions. Applied Mathematical Modelling, 39 , 5131–5151.

Bazan, E., Jaber, M. Y., & Zanoni, S. (2016). A review of mathematical inventory models for reverse logistics and the future of its modeling: An environmental perspective. Applied Mathematical Modelling, 40 , 4151–4178.

Bazan, E., Jaber, M. Y., & Zanoni, S. (2017). Carbon emissions and energy effects on a two-level manufacturer-retailer closed-loop supply chain model with remanufacturing subject to different coordination mechanisms. International Journal of Production Economics, 183 , 394–408.

Bhate, S., & Lawler, K. (1997). Environmentally friendly products: Factors that influence their adoption. Technovation, 17 , 457–465.

Bhavsar, A., Diallo, C., & Ülkü, M. A. (2021). Towards sustainable development: Optimal pricing and sales strategies for retailing fair trade products. Journal of Cleaner Production, 286 , 124990.

Bi, G., Jin, M., Ling, L., & Yang, F. (2017). Environmental subsidy and the choice of green technology in the presence of green consumers. Annals of Operations Research, 255 , 547–568.

Biswas, I., Raj, A., & Srivastava, S. K. (2018). Supply chain channel coordination with triple bottom line approach. Transportation Research Part e: Logistics and Transportation Review, 115 , 213–226.

Brandenburg, M., Govindan, K., Sarkis, J., & Seuring, S. (2014). Quantitative models for sustainable supply chain management: Developments and directions. European Journal of Operational Research, 233 , 299–312.

Bruce, J. P., Lee, H., & Haites, E. F. (1996). Climate change 1995: Economic and social dimensions of climate change . Cambridge University Press.

Google Scholar  

Cai, Y.-J., & Choi, T.-M. (2020). A United Nations’ Sustainable Development Goals perspective for sustainable textile and apparel supply chain management. Transportation Research Part e: Logistics and Transportation Review, 141 , 102010.

Article   PubMed   Google Scholar  

Cao, K., Xu, X., Wu, Q., & Zhang, Q. (2017). Optimal production and carbon emission reduction level under cap-and-trade and low carbon subsidy policies. Journal of Cleaner Production, 167 , 505–513.

Cao, Y., Tao, L., Wu, K., & Wan, G. (2020). Coordinating joint greening efforts in an agri-food supply chain with environmentally sensitive demand. Journal of Cleaner Production, 277 , 123883.

Carter, C. R., & Liane Easton, P. (2011). Sustainable supply chain management: Evolution and future directions. International Journal of Physical Distribution & Logistics Management, 41 , 46–62.

Cf, O. (2015). Transforming our world: The 2030 Agenda for Sustainable Development . United Nations.

Chartrand, T. L. (2005). The role of conscious awareness in consumer behavior. Journal of Consumer Psychology, 15 , 203–210.

Chen, C.-K., & Akmalul’Ulya, M. (2019). Analyses of the reward-penalty mechanism in green closed-loop supply chains with product remanufacturing. International Journal of Production Economics, 210 , 211–223.

Chen, X., Wang, X., & Chan, H. K. (2017). Manufacturer and retailer coordination for environmental and economic competitiveness: A power perspective. Transportation Research Part e: Logistics and Transportation Review, 97 , 268–281.

Chen, Z., & Su, S.-I.I. (2019). Social welfare maximization with the least subsidy: Photovoltaic supply chain equilibrium and coordination with fairness concern. Renewable Energy, 132 , 1332–1347.

Choi, T.-M., Li, Y., & Xu, L. (2013). Channel leadership, performance and coordination in closed loop supply chains. International Journal of Production Economics, 146 , 371–380.

Christopher, M. (2016). Logistics & supply chain management , 5th Edn. FT Publishing International.

Corbett, C., & Savaskan. R. (2003). Contracting and coordination in closed-loop supply chains. Business aspects of closed-loop supply chains . Northwestern University, Center for Mathematical Studies in Economics and Management Science, Discussion Papers.

Dabaghian, N., Tavakkoli-Moghaddam, R., Taleizadeh, A. A., & Moshtagh, M. S. (2022). Channel coordination and profit distribution in a three-echelon supply chain considering social responsibility and product returns. Environment, Development and Sustainability, 24 , 3165–3197.

Dahlsrud, A. (2008). How corporate social responsibility is defined: An analysis of 37 definitions. Corporate Social Responsibility and Environmental Management, 15 , 1–13.

Deif, A. M. (2011). A system model for green manufacturing. Journal of Cleaner Production, 19 , 1553–1559.

Diabat, A., & Govindan, K. (2011). An analysis of the drivers affecting the implementation of green supply chain management. Resources, Conservation and Recycling, 55 , 659–667.

Du, S., Hu, L., & Wang, L. (2017). Low-carbon supply policies and supply chain performance with carbon concerned demand. Annals of Operations Research, 255 , 569–590.

Du, S., Ma, F., Fu, Z., Zhu, L., & Zhang, J. (2015a). Game-theoretic analysis for an emission-dependent supply chain in a ‘cap-and-trade’system. Annals of Operations Research, 228 , 135–149.

Du, S., Zhu, J., Jiao, H., & Ye, W. (2015b). Game-theoretical analysis for supply chain with consumer preference to low carbon. International Journal of Production Research, 53 , 3753–3768.

Ebrahimi, S., Hosseini-Motlagh, S.-M., Nematollahi, M., & Cárdenas-Barrón, L. E. (2022). Coordinating double-level sustainability effort in a sustainable supply chain under cap-and-trade regulation. Expert Systems with Applications, 207 , 117872.

Elkington, J. (1998). Partnerships from cannibals with forks: The triple bottom line of 21st-century business. Environmental Quality Management, 8 , 37–51.

Eriksson, R. C., Kaserman, D. L., & Mayo, J. W. (1998). Targeted and untargeted subsidy schemes: Evidence from postdivestiture efforts to promote universal telephone service. The Journal of Law and Economics, 41 , 477–502.

Eskandarpour, M., Dejax, P., Miemczyk, J., & Péton, O. (2015). Sustainable supply chain network design: An optimization-oriented review. Omega, 54 , 11–32.

Faccio, M., Persona, A., Sgarbossa, F., & Zanin, G. (2014). Sustainable SC through the complete reprocessing of end-of-life products by manufacturers: A traditional versus social responsibility company perspective. European Journal of Operational Research, 233 , 359–373.

Farmer, R. E. (2017). Post-keynesian dynamic stochastic general equilibrium theory. European Journal of Economics and Economic Policies: Intervention, 14 , 173–185.

Gao, J., Han, H., Hou, L., & Wang, H. (2016). Pricing and effort decisions in a closed-loop supply chain under different channel power structures. Journal of Cleaner Production, 112 , 2043–2057.

Gao, J., Xiao, Z., & Wei, H. (2021). Competition and coordination in a dual-channel green supply chain with an eco-label policy. Computers & Industrial Engineering, 153 , 107057.

Ghosh, D., Gouda, S., Shankar, R., Swami, S., & Thomas, V. C. (2018). Strategic decision making under subscription-based contracts for remanufacturing. International Journal of Production Economics, 200 , 134–150.

Ghosh, D., Shah, J., & Swami, S. (2020a). Product greening and pricing strategies of firms under green sensitive consumer demand and environmental regulations. Annals of Operations Research, 290 , 491–520.

Ghosh, P., Jha, A., & Sharma, R. (2020b). Managing carbon footprint for a sustainable supply chain: A systematic literature review. Modern Supply Chain Research and Applications, 2 , 123–141.

Giri, B. C., & Bardhan, S. (2016). Coordinating a two-echelon supply chain with environmentally aware consumers. International Journal of Management Science and Engineering Management, 11 , 178–185.

Giri, B. C., Mondal, C., & Maiti, T. (2018). Analysing a closed-loop supply chain with selling price, warranty period and green sensitive consumer demand under revenue sharing contract. Journal of Cleaner Production, 190 , 822–837.

Goering, G. E. (2012). Corporate social responsibility and marketing channel coordination. Research in Economics, 66 , 142–148.

Gold, S., Seuring, S., & Beske, P. (2010). Sustainable supply chain management and inter-organizational resources: A literature review. Corporate Social Responsibility and Environmental Management, 17 , 230–245.

Gossling, S., Kunkel, T., Schumacher, K., Heck, N., Birkemeyer, J., Froese, J., Naber, N., & Schliermann, E. (2005). A target group-specific approach to “green” power retailing: Students as consumers of renewable energy. Renewable and Sustainable Energy Reviews, 9 , 69–83.

Goulder, L. H., & Schein, A. R. (2013). Carbon taxes versus cap and trade: A critical review. Climate Change Economics, 4 , 1350010.

Guide, V. D. R., Harrison, T. P., & Van Wassenhove, L. N. (2003). The challenge of closed-loop supply chains. Interfaces, 33 , 3–6.

Gurtu, A., Searcy, C., & Jaber, M. Y. (2015). An analysis of keywords used in the literature on green supply chain management. Management Research Review, 38 , 166–194.

Hajat, S., Vardoulakis, S., Heaviside, C., & Eggen, B. (2014). Climate change effects on human health: Projections of temperature-related mortality for the UK during the 2020s, 2050s and 2080s. Journal of Epidemiology & Community Health, 68 (7), 641–648.

Hepburn, C. (2006). Regulating by prices, quantities or both: An update and an overview. Oxford Review of Economic Policy, 22 , 226–247.

Heydari, J., Bineshpour, P., Walther, G., & Ülkü, M. A. (2022). Reconciling conflict of interests in a green retailing channel with green sales effort. Journal of Retailing and Consumer Services, 64 , 102752.

Heydari, J., & Ghasemi, M. (2018). A revenue sharing contract for reverse supply chain coordination under stochastic quality of returned products and uncertain remanufacturing capacity. Journal of Cleaner Production, 197 , 607–615.

Heydari, J., Govindan, K., & Aslani, A. (2019). Pricing and greening decisions in a three-tier dual channel supply chain. International Journal of Production Economics, 217 , 185–196.

Heydari, J., Govindan, K., & Basiri, Z. (2021). Balancing price and green quality in presence of consumer environmental awareness: A green supply chain coordination approach. International Journal of Production Research, 59 , 1957–1975.

Heydari, J., Govindan, K., & Jafari, A. (2017). Reverse and closed loop supply chain coordination by considering government role. Transportation Research Part d: Transport and Environment, 52 , 379–398.

Heydari, J., Govindan, K., & Sadeghi, R. (2018). Reverse supply chain coordination under stochastic remanufacturing capacity. International Journal of Production Economics, 202 , 1–11.

Heydari, J., & Mirzajani, Z. (2021). Supply chain coordination under nonlinear cap and trade carbon emission function and demand uncertainty. Kybernetes, 50 (2), 284–308.

Heydari, J., & Mosanna, Z. (2018). Coordination of a sustainable supply chain contributing in a cause-related marketing campaign. Journal of Cleaner Production, 200 , 524–532.

Heydari, J., & Rafiei, P. (2020). Integration of environmental and social responsibilities in managing supply chains: A mathematical modeling approach. Computers & Industrial Engineering, 145 , 106495.

Hong, I.-H., Su, J. C., Chu, C.-H., & Yen, C.-Y. (2018). Decentralized decision framework to coordinate product design and supply chain decisions: Evaluating tradeoffs between cost and carbon emission. Journal of Cleaner Production, 204 , 107–116.

Hong, X., Xu, L., Du, P., & Wang, W. (2015). Joint advertising, pricing and collection decisions in a closed-loop supply chain. International Journal of Production Economics, 167 , 12–22.

Hong, Z., & Guo, X. (2019). Green product supply chain contracts considering environmental responsibilities. Omega, 83 , 155–166.

Hosseini-Motlagh, S.-M., Ebrahimi, S., & Jokar, A. (2021). Sustainable supply chain coordination under competition and green effort scheme. Journal of the Operational Research Society, 72 , 304–319.

Hosseini-Motlagh, S.-M., Ebrahimi, S., & Zirakpourdehkordi, R. (2020a). Coordination of dual-function acquisition price and corporate social responsibility in a sustainable closed-loop supply chain. Journal of Cleaner Production, 251 , 119629.

Hosseini-Motlagh, S.-M., Govindan, K., Nematollahi, M., & Jokar, A. (2019a). An adjustable bi-level wholesale price contract for coordinating a supply chain under scenario-based stochastic demand. International Journal of Production Economics, 214 , 175–195.

Hosseini-Motlagh, S.-M., Jazinaninejad, M., & Nami, N. (2022). Coordinating a socially concerned reverse supply chain for pharmaceutical waste management considering government role. Environment, Development and Sustainability, 24 , 1852–1877.

Hosseini-Motlagh, S.-M., Johari, M., Ebrahimi, S., & Rogetzer, P. (2020b). Competitive channels coordination in a closed-loop supply chain based on energy-saving effort and cost-tariff contract. Computers & Industrial Engineering, 149 , 106763.

Hosseini-Motlagh, S.-M., Nami, N., & Farshadfar, Z. (2020c). Collection disruption management and channel coordination in a socially concerned closed-loop supply chain: A game theory approach. Journal of Cleaner Production, 276 , 124173.

Article   CAS   PubMed   PubMed Central   Google Scholar  

Hosseini-Motlagh, S.-M., Nematollahi, M., Johari, M., & Choi, T.-M. (2019b). Reverse supply chain systems coordination across multiple links with duopolistic third party collectors. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 50 , 4882–4893.

Hou, G., Wang, Y., & Xin, B. (2019). A coordinated strategy for sustainable supply chain management with product sustainability, environmental effect and social reputation. Journal of Cleaner Production, 228 , 1143–1156.

Hsueh, C.-F. (2014). Improving corporate social responsibility in a supply chain through a new revenue sharing contract. International Journal of Production Economics, 151 , 214–222.

Hsueh, C.-F. (2015). A bilevel programming model for corporate social responsibility collaboration in sustainable supply chain management. Transportation Research Part e: Logistics and Transportation Review, 73 , 84–95.

Hsueh, C.-F., & Chang, M.-S. (2008). Equilibrium analysis and corporate social responsibility for supply chain integration. European Journal of Operational Research, 190 , 116–129.

Hua, G., Cheng, T., & Wang, S. (2011). Managing carbon footprints in inventory management. International Journal of Production Economics, 132 , 178–185.

Huang, R., & Yao, X. (2021). An analysis of sustainability and channel coordination in a three-echelon supply chain. Journal of Enterprise Information Management, 34 , 490–505.

Huang, Y., Wang, K., Zhang, T., & Pang, C. (2016). Green supply chain coordination with greenhouse gases emissions management: A game-theoretic approach. Journal of Cleaner Production, 112 , 2004–2014.

Jamali, M.-B., & Rasti-Barzoki, M. (2018). A game theoretic approach for green and non-green product pricing in chain-to-chain competitive sustainable and regular dual-channel supply chains. Journal of Cleaner Production, 170 , 1029–1043.

Ji, J., Zhang, Z., & Yang, L. (2017). Carbon emission reduction decisions in the retail-/dual-channel supply chain with consumers’ preference. Journal of Cleaner Production, 141 , 852–867.

Johari, M., & Hosseini-Motlagh, S.-M. (2020). Coordination contract for a competitive pharmaceutical supply chain considering corporate social responsibility and pricing decisions. RAIRO-Operations Research, 54 , 1515–1535.

Jokar, A., & Hosseini-Motlagh, S.-M. (2020). Simultaneous coordination of order quantity and corporate social responsibility in a two-Echelon supply chain: A combined contract approach. Journal of the Operational Research Society, 71 , 69–84.

Kang, K., Wang, M., & Luan, X. (2021). Decision-making and coordination with government subsidies and fairness concerns in the poverty alleviation supply chain. Computers & Industrial Engineering, 152 , 107058.

Khan, S. A. R., Yu, Z., Golpira, H., Sharif, A., & Mardani, A. (2021). A state-of-the-art review and meta-analysis on sustainable supply chain management: Future research directions. Journal of Cleaner Production, 278 , 123357.

Khanna, A., & Yadav, S. (2020). Effect of carbon-tax and cap-and-trade mechanism on an inventory system with price-sensitive demand and preservation technology investment. Yugoslav Journal of Operations Research, 30 (3), 361–380.

Khanna, A., & Yadav, S. (2021). An EOQ model for freshness and stock dependent demand with expiration date under cap-and-trade mechanism. International Journal of Services Operations and Informatics, 11 (2–3), 197–209.

Kroes, J., Subramanian, R., & Subramanyam, R. (2012). Operational compliance levers, environmental performance, and firm performance under cap and trade regulation. Manufacturing & Service Operations Management, 14 , 186–201.

Kumar, P., Baraiya, R., Das, D., Jakhar, S. K., Xu, L., & Mangla, S. K. (2021). Social responsibility and cost-learning in dyadic supply chain coordination. Transportation Research Part e: Logistics and Transportation Review, 156 , 102549.

Lee, J.-Y., & Choi, S. (2021). Supply chain investment and contracting for carbon emissions reduction: A social planner’s perspective. International Journal of Production Economics, 231 , 107873.

Li, J., Wang, Z., Jiang, B., & Kim, T. (2017). Coordination strategies in a three-echelon reverse supply chain for economic and social benefit. Applied Mathematical Modelling, 49 , 599–611.

Li, T., Zhang, R., Zhao, S., & Liu, B. (2019). Low carbon strategy analysis under revenue-sharing and cost-sharing contracts. Journal of Cleaner Production, 212 , 1462–1477.

Liang, L., & Futou, L. (2020). Differential game modelling of joint carbon reduction strategy and contract coordination based on low-carbon reference of consumers. Journal of Cleaner Production, 277 , 123798.

Ling, Y., Xu, J., & Ülkü, M. A. (2022). A game-theoretic analysis of the impact of government subsidy on optimal product greening and pricing decisions in a duopolistic market. Journal of Cleaner Production, 338 , 130028.

Liu, Y., Ren, W., Xu, Q., Liu, Z.-y. (2022b). Decision analysis of supply chains considering corporate social responsibility and government subsidy under different channel power structures. Annals of Operations Research , 1–29.

Liu, P. (2019). Pricing policies and coordination of low-carbon supply chain considering targeted advertisement and carbon emission reduction costs in the big data environment. Journal of Cleaner Production, 210 , 343–357.

Liu, S., Yao, F., & Chen, D. (2021). CSR investment decision and coordination strategy for closed-loop supply chain with two competing retailers. Journal of Cleaner Production, 310 , 127378.

Liu, Y., Li, J., Quan, B.-t, & Yang, J.-b. (2019a). Decision analysis and coordination of two-stage supply chain considering cost information asymmetry of corporate social responsibility. Journal of Cleaner Production, 228 , 1073–1087.

Liu, Y., Quan, B.-t, Li, J., & Forrest, J.Y.-L. (2018). A supply chain coordination mechanism with cost sharing of corporate social responsibility. Sustainability, 10 , 1227.

Liu, Y., Quan, B.-t, Xu, Q., & Forrest, J.Y.-L. (2019b). Corporate social responsibility and decision analysis in a supply chain through government subsidy. Journal of Cleaner Production, 208 , 436–447.

Liu, Y., Ren, W., Xu, Q., & Liu, Z. (2022a). A coordination mechanism through cost sharing of corporate social responsibility and government subsidy in a two-echelon supply chain. Journal of Business & Industrial Marketing, 37 , 29–46.

Liu, Y., Xiao, T., Fan, Z. P., & Zhao, X. (2019c). Pricing, environmental governance efficiency, and channel coordination in a socially responsible tourism supply chain. International Transactions in Operational Research, 26 , 1025–1051.

Article   MathSciNet   ADS   Google Scholar  

Liu, Y., Xu, Q., & Zy, L. (2020). A coordination mechanism through value-added profit distribution in a supply chain considering corporate social responsibility. Managerial and Decision Economics, 41 , 586–598.

Liu, Z. L., Anderson, T. D., & Cruz, J. M. (2012). Consumer environmental awareness and competition in two-stage supply chains. European Journal of Operational Research, 218 , 602–613.

Luo, Z., Chen, X., & Wang, X. (2016). The role of co-opetition in low carbon manufacturing. European Journal of Operational Research, 253 , 392–403.

Ma, N., & Gao, X. L. (2013). Supply chain contract arrangements of carbon abatement with consumer preferences. Applied Mechanics and Materials, 260–261 , 759–764.

Article   ADS   Google Scholar  

Ma, P., Shang, J., & Wang, H. (2017). Enhancing corporate social responsibility: Contract design under information asymmetry. Omega, 67 , 19–30.

Ma, X., Wang, J., Bai, Q., & Wang, S. (2020). Optimization of a three-echelon cold chain considering freshness-keeping efforts under cap-and-trade regulation in Industry 4.0. International Journal of Production Economics, 220 , 107457.

Mahdiraji, H. A., Hafeez, K., Jafarnejad, A., & Rezayar, A. (2020). An analysis of the impact of negative CSR ‘forced labour’parameter on the profitability of supply chain contracts. Journal of Cleaner Production, 271 , 122274.

Manavalan, E., & Jayakrishna, K. (2019). A review of Internet of Things (IoT) embedded sustainable supply chain for industry 4.0 requirements. Computers & Industrial Engineering, 127 , 925–953.

Mardani, A., Kannan, D., Hooker, R. E., Ozkul, S., Alrasheedi, M., & Tirkolaee, E. B. (2020). Evaluation of green and sustainable supply chain management using structural equation modelling: A systematic review of the state of the art literature and recommendations for future research. Journal of Cleaner Production, 249 , 119383.

Merrick, A. (2004). GAP offers unusual look at factory conditions. The Wall Street Journal . https://www.wsj.com/articles/SB108432131254608813

Metcalf, G. E. (2009). Designing a carbon tax to reduce US greenhouse gas emissions. Review of Environmental Economics and Policy, 3 (1), 63–83.

Mishra, A., Dutta, P., Jayasankar, S., Jain, P., & Mathiyazhagan, K. (2023). A review of reverse logistics and closed-loop supply chains in the perspective of circular economy. Benchmarking: an International Journal, 30 , 975–1020.

Modak, N. M., Kazemi, N., & Cárdenas-Barrón, L. E. (2019a). Investigating structure of a two-echelon closed-loop supply chain using social work donation as a Corporate Social Responsibility practice. International Journal of Production Economics, 207 , 19–33.

Modak, N., Panda, S., Mishra, R., & Sana, S. S. (2016a). A three-layer supply chain coordination in socially responsible distribution system. Tékhne, 14 , 75–87.

Modak, N. M., Panda, S., & Sana, S. S. (2016b). Pricing policy and coordination for a two-layer supply chain of duopolistic retailers and socially responsible manufacturer. International Journal of Logistics Research and Applications, 19 (6), 487–508.

Modak, N. M., Panda, S., & Sana, S. S. (2016c). Three-echelon supply chain coordination considering duopolistic retailers with perfect quality products. International Journal of Production Economics, 182 , 564–578.

Modak, N. M., Panda, S., & Sana, S. S. (2016d). Two-echelon supply chain coordination among manufacturer and duopolies retailers with recycling facility. The International Journal of Advanced Manufacturing Technology, 87 , 1531–1546.

Modak, N. M., Sinha, S., Panda, S., & Kazemi, N. (2019b). Analyzing a socially responsible closed-loop distribution channel with recycling facility. SN Applied Sciences, 1 , 1–14.

Mohsin, A., Hossain, S. F. A., Tushar, H., Iqbal, M. M., & Hossain, A. (2021). Differential game model and coordination model for green supply chain based on green technology research and development. Heliyon, 7 , e07811.

Mondal, C., & Giri, B. C. (2021). Optimizing price, quality and CSR investment under competing dual recycling channels in a sustainable closed-loop supply chain. CIRP Journal of Manufacturing Science and Technology, 35 , 193–208.

Mondal, C., Giri, B. C., & Biswas, S. (2022). Integrating corporate social responsibility in a closed-loop supply chain under government subsidy and used products collection strategies. Flexible Services and Manufacturing Journal, 34 , 65–100.

Mosanna, Z., Heydari, J., Torabi, S. A., & Ülkü, M. A. (2022). Donating to a good cause: Optimal coordination design of a dyadic supply chain with socially aware consumers. Computers & Industrial Engineering, 169 , 108243.

Nagurney, A., & Nagurney, L. S. (2010). Sustainable supply chain network design: A multicriteria perspective. International Journal of Sustainable Engineering, 3 , 189–197.

Nematollahi, M., Hosseini-Motlagh, S.-M., & Heydari, J. (2017). Coordination of social responsibility and order quantity in a two-echelon supply chain: A collaborative decision-making perspective. International Journal of Production Economics, 184 , 107–121.

Nematollahi, M., Hosseini-Motlagh, S.-M., Ignatius, J., Goh, M., & Nia, M. S. (2018). Coordinating a socially responsible pharmaceutical supply chain under periodic review replenishment policies. Journal of Cleaner Production, 172 , 2876–2891.

Ni, D., Li, K. W., & Tang, X. (2010). Social responsibility allocation in two-echelon supply chains: Insights from wholesale price contracts. European Journal of Operational Research, 207 , 1269–1279.

Pahlevani, M., Choi, T. M., Heydari, J., & Xu, X. (2021). Cooperative donation programs in supply chains with non-governmental organizations (NGOs). IEEE Transactions on Engineering Management . https://doi.org/10.1109/TEM.2021.3128158

Panda, S. (2014). Coordination of a socially responsible supply chain using revenue sharing contract. Transportation Research Part E: Logistics and Transportation Review, 67 , 92–104.

Panda, S., & Modak, N. (2016). Exploring the effects of social responsibility on coordination and profit division in a supply chain. Journal of Cleaner Production, 139 , 25–40.

Panda, S., Modak, N., Basu, M., & Goyal, S. (2015). Channel coordination and profit distribution in a social responsible three-layer supply chain. International Journal of Production Economics, 168 , 224–233.

Panda, S., Modak, N. M., & Cárdenas-Barrón, L. E. (2017). Coordinating a socially responsible closed-loop supply chain with product recycling. International Journal of Production Economics, 188 , 11–21.

Panigrahi, S. S., Bahinipati, B., & Jain, V. (2018). Sustainable supply chain management: A review of literature and implications for future research. Management of Environmental Quality: An International Journal, 30 , 1001–1049.

Peng, H., Pang, T., & Cong, J. (2018). Coordination contracts for a supply chain with yield uncertainty and low-carbon preference. Journal of Cleaner Production, 205 , 291–302.

Phan, D. A., Vo, T. L. H., Lai, A. N., & Nguyen, T. L. A. (2019). Coordinating contracts for VMI systems under manufacturer-CSR and retailer-marketing efforts. International Journal of Production Economics, 211 , 98–118.

Pimenta, H. C. D., Ball, P., & Salonitis, K. (2021). Supply chain environmental and social sustainability practice diffusion: Bibliometrics, content analysis and conceptual framework. Corporate Social Responsibility and Environmental Management, 28 , 1870–1890.

Qian, X., Chan, F. T., Zhang, J., Yin, M., & Zhang, Q. (2020). Channel coordination of a two-echelon sustainable supply chain with a fair-minded retailer under cap-and-trade regulation. Journal of Cleaner Production, 244 , 118715.

Qiao, A., Choi, S., & Pan, Y. (2021). Multi-party coordination in sustainable supply chain under consumer green awareness. Science of the Total Environment, 777 , 146043.

Article   CAS   ADS   Google Scholar  

Rafiei, P., Heydari, J., & Madani Hosseini, M. (2023). Driving sustainable supply chains: Empowering social responsibility and environmental excellence amid uncertainty. Benchmarking: An International Journal , in press.

Raimondo, M., Caracciolo, F., Cembalo, L., Chinnici, G., Pappalardo, G., & D’Amico, M. (2021). Moving towards circular bioeconomy: Managing olive cake supply chain through contracts. Sustainable Production and Consumption, 28 , 180–191.

Raj, A., Biswas, I., & Srivastava, S. K. (2018). Designing supply contracts for the sustainable supply chain using game theory. Journal of Cleaner Production, 185 , 275–284.

Rajeev, A., Pati, R. K., Padhi, S. S., & Govindan, K. (2017). Evolution of sustainability in supply chain management: A literature review. Journal of Cleaner Production, 162 , 299–314.

Ramudhin, A., Chaabane, A., & Paquet, M. (2010). Carbon market sensitive sustainable supply chain network design. International Journal of Management Science and Engineering Management, 5 , 30–38.

Ranjbar, A., Heydari, J., Madani Hosseini, M., & Yahyavi, D. (2021). Green channel coordination under asymmetric information. Annals of Operations Research . https://doi.org/10.1007/s10479-021-04284-w

Raza, S. A. (2018). Supply chain coordination under a revenue-sharing contract with corporate social responsibility and partial demand information. International Journal of Production Economics, 205 , 1–14.

Raza, S. A., & Govindaluri, S. M. (2019). Greening and price differentiation coordination in a supply chain with partial demand information and cannibalization. Journal of Cleaner Production, 229 , 706–726.

Rebs, T., Brandenburg, M., & Seuring, S. (2019). System dynamics modeling for sustainable supply chain management: A literature review and systems thinking approach. Journal of Cleaner Production, 208 , 1265–1280.

Reefke, H., & Sundaram, D. (2017). Key themes and research opportunities in sustainable supply chain management–identification and evaluation. Omega, 66 , 195–211.

Rodríguez, G., Medina, C., Alegre, F., Asensio, E., & De Rojas, M. S. (2015). Assessment of construction and demolition waste plant management in Spain: In pursuit of sustainability and eco-efficiency. Journal of Cleaner Production, 90 , 16–24.

Rogelj, J., Den Elzen, M., Höhne, N., Fransen, T., Fekete, H., Winkler, H., Schaeffer, R., Sha, F., Riahi, K., & Meinshausen, M. (2016). Paris Agreement climate proposals need a boost to keep warming well below 2 C. Nature, 534 , 631–639.

Article   CAS   PubMed   ADS   Google Scholar  

Sabbaghnia, A., Heydari, J., & Razmi, J. (2023). Participative pricing and donation programs in a socially concerned supply chain. Corporate Social Responsibility and Environmental Management, 30 , 146–164.

Sabbaghnia, A., & Taleizadeh, A. A. (2021). Quality, buyback and technology licensing considerations in a two-period manufacturing–remanufacturing system: A closed-loop and sustainable supply chain. International Journal of Systems Science: Operations & Logistics, 8 , 167–184.

Saha, S., Sarmah, S. P., & Moon, I. (2016). Dual channel closed-loop supply chain coordination with a reward-driven remanufacturing policy. International Journal of Production Research, 54 (5), 1503–1517.

Sana, S. S. (2020). Price competition between green and non green products under corporate social responsible firm. Journal of Retailing and Consumer Services, 55 , 102118.

Sana, S. S. (2022a). Sale through dual channel retailing system—a mathematical approach. Sustainability Analytics and Modeling, 2 , 100008.

Sana, S. S. (2022b). A structural mathematical model on two echelon supply chain system. Annals of Operations Research, 315 , 1997–2025.

Sana, S. S. (2023). The effects of green house gas costs on optimal pricing and production lotsize in an imperfect production system. RAIRO-Operations Research, 57 , 2209–2230.

Sarkis, J., Helms, M. M., & Hervani, A. A. (2010). Reverse logistics and social sustainability. Corporate Social Responsibility and Environmental Management, 17 , 337–354.

Sarkis, J., Zhu, Q., & Lai, K.-h. (2011). An organizational theoretic review of green supply chain management literature. International Journal of Production Economics, 130 , 1–15.

Sasikumar, P., & Kannan, G. (2009). Issues in reverse supply chain, part III: Classification and simple analysis. International Journal of Sustainable Engineering, 2 , 2–27.

Savaskan, R. C., Bhattacharya, S., & Van Wassenhove, L. N. (2004). Closed-loop supply chain models with product remanufacturing. Management Science, 50 , 239–252.

Savaskan, R. C., & Van Wassenhove, L. N. (2006). Reverse channel design: The case of competing retailers. Management Science, 52 , 1–14.

Seuring, S. (2013). A review of modeling approaches for sustainable supply chain management. Decision Support Systems, 54 , 1513–1520.

Seuring, S., & Müller, M. (2008). From a literature review to a conceptual framework for sustainable supply chain management. Journal of Cleaner Production, 16 , 1699–1710.

Seyedhosseini, S. M., Hosseini-Motlagh, S.-M., Johari, M., & Jazinaninejad, M. (2019). Social price-sensitivity of demand for competitive supply chain coordination. Computers & Industrial Engineering, 135 , 1103–1126.

Shrum, L., McCarty, J. A., & Lowrey, T. M. (1995). Buyer characteristics of the green consumer and their implications for advertising strategy. Journal of Advertising, 24 , 71–82.

Song, J., & Leng, M. (2012). Analysis of the single-period problem under carbon emissions policies. In Handbook of newsvendor problems: models, extensions and applications (pp. 297–313).

Song, H., Chu, H., Yue, H., & Chen, Y. (2022). Green supply chain coordination with substitutable products under cost sharing contract. Procedia Computer Science, 199 , 1112–1119.

Song, H., & Gao, X. (2018). Green supply chain game model and analysis under revenue-sharing contract. Journal of Cleaner Production, 170 , 183–192.

Srivastava, S. K. (2007). Green supply-chain management: A state-of-the-art literature review. International Journal of Management Reviews, 9 , 53–80.

Swami, S., & Shah, J. (2013). Channel coordination in green supply chain management. Journal of the Operational Research Society, 64 , 336–351.

Taleizadeh, A. A., Shahriari, M., & Sana, S. S. (2021). Pricing and coordination strategies in a dual channel supply chain with green production under cap and trade regulation. Sustainability, 13 (21), 12232.

Tat, R., & Heydari, J. (2021). Avoiding medicine wastes: Introducing a sustainable approach in the pharmaceutical supply chain. Journal of Cleaner Production, 320 , 128698.

Tat, R., Heydari, J., & Mlinar, T. (2023). Supply chain coordination: The application of consignment and zero wholesale price contracts under customized cap-and-trade and consumers’ environmental awareness. International Journal of Retail & Distribution Management . https://doi.org/10.1108/IJRDM-11-2022-0481

Tat, R., Heydari, J., & Rabbani, M. (2020). A mathematical model for pharmaceutical supply chain coordination: Reselling medicines in an alternative market. Journal of Cleaner Production, 268 , 121897.

Tat, R., Heydari, J., & Rabbani, M. (2021). Corporate social responsibility in the pharmaceutical supply chain: An optimized medicine donation scheme. Computers & Industrial Engineering, 152 , 107022.

Tian, G., Liu, J., Gong, Y., Wang, Q., Sun, H., & Chen, H. (2020). Multinational companies’ coordination mechanism for extending corporate social responsibility to Chinese suppliers. Journal of Cleaner Production, 267 , 121896.

Toktaş-Palut, P. (2021). An integrated contract for coordinating a three-stage green forward and reverse supply chain under fairness concerns. Journal of Cleaner Production, 279 , 123735.

Touboulic, A., & Walker, H. (2015). Theories in sustainable supply chain management: A structured literature review. International Journal of Physical Distribution & Logistics Management, 45 , 16–42.

Tseng, M.-L., Islam, M. S., Karia, N., Fauzi, F. A., & Afrin, S. (2019). A literature review on green supply chain management: Trends and future challenges. Resources, Conservation and Recycling, 141 , 145–162.

Tuszynski, M. P., & Stansel, D. (2018). Targeted state economic development incentives and entrepreneurship. Journal of Entrepreneurship and Public Policy, 7 (3), 235–247.

Ubilava, D., Foster, K. A., Lusk, J. L., & Nilsson, T. (2010). Effects of income and social awareness on consumer WTP for social product attributes. Technological Forecasting and Social Change, 77 , 587–593.

Ülkü MA., Mansouri, B. (2023). Supply chain analytics: Overview, emerging issues, and research outlook. In Sarkis, J. (Ed.), The Palgrave Handbook of Supply Chain Management . Palgrave Macmillan. https://doi.org/10.1007/978-3-030-89822-9_80-1

Ülkü, M. A., & Engau, A. (2021). Sustainable supply chain analytics. In W. Leal Filho, A. M. Azul, L. Brandli, A. Lange Salvia, & T. Wall (Eds.), Industry, innovation and infrastructure. Encyclopedia of the UN Sustainable Development Goals (pp. 1123–1134). Springer.

Vosooghidizaji, M., Taghipour, A., & Canel-Depitre, B. (2022). Coordinating corporate social responsibility in a two-level supply chain under bilateral information asymmetry. Journal of Cleaner Production, 364 , 132627.

Wang, C., Wang, W., & Huang, R. (2017). Supply chain enterprise operations and government carbon tax decisions considering carbon emissions. Journal of Cleaner Production, 152 , 271–280.

Wang, Y., Su, M., Shen, L., & Tang, R. (2021a). Decision-making of closed-loop supply chain under Corporate Social Responsibility and fairness concerns. Journal of Cleaner Production, 284 , 125373.

Wang, Y., Wang, Z., Li, B., Liu, Z., Zhu, X., & Wang, Q. (2019). Closed-loop supply chain models with product recovery and donation. Journal of Cleaner Production, 227 , 861–876.

Wang, Y., Yu, Z., Jin, M., & Mao, J. (2021b). Decisions and coordination of retailer-led low-carbon supply chain under altruistic preference. European Journal of Operational Research, 293 , 910–925.

Xia, L., Hao, W., Qin, J., Ji, F., & Yue, X. (2018). Carbon emission reduction and promotion policies considering social preferences and consumers’ low-carbon awareness in the cap-and-trade system. Journal of Cleaner Production, 195 , 1105–1124.

Xie, J., Liang, L., Liu, L., & Ieromonachou, P. (2017). Coordination contracts of dual-channel with cooperation advertising in closed-loop supply chains. International Journal of Production Economics, 183 , 528–538.

Xu, J., Chen, Y., & Bai, Q. (2016a). A two-echelon sustainable supply chain coordination under cap-and-trade regulation. Journal of Cleaner Production, 135 , 42–56.

Xu, J., Qi, Q., & Bai, Q. (2018a). Coordinating a dual-channel supply chain with price discount contracts under carbon emission capacity regulation. Applied Mathematical Modelling, 56 , 449–468.

Xu, L., & Wang, C. (2018). Sustainable manufacturing in a closed-loop supply chain considering emission reduction and remanufacturing. Resources, Conservation and Recycling, 131 , 297–304.

Xu, L., Wang, C., & Zhao, J. (2018b). Decision and coordination in the dual-channel supply chain considering cap-and-trade regulation. Journal of Cleaner Production, 197 , 551–561.

Xu, X., He, P., Xu, H., & Zhang, Q. (2017). Supply chain coordination with green technology under cap-and-trade regulation. International Journal of Production Economics, 183 , 433–442.

Xu, X., Xu, X., & He, P. (2016b). Joint production and pricing decisions for multiple products with cap-and-trade and carbon tax regulations. Journal of Cleaner Production, 112 , 4093–4106.

Xu, X., Zhang, M., Dou, G., & Yu, Y. (2023). Coordination of a supply chain with an online platform considering green technology in the blockchain era. International Journal of Production Research, 61 (11), 3793–3810.

Xu, Y., & Xie, H. (2016). Consumer environmental awareness and coordination in closed-loop supply chain. Open Journal of Business and Management, 4 (3), 427–438.

Article   CAS   Google Scholar  

Xue, M., & Zhang, J. (2018). Impacts of heterogeneous environment awareness and power structure on green supply chain. RAIRO-Operations Research, 52 , 143–157.

Yamoah, F. A., & Yawson, D. E. (2014). Assessing supermarket food shopper reaction to horsemeat scandal in the UK. International Review of Management and Marketing, 4 , 98–107.

Yang, H., & Chen, W. (2018). Retailer-driven carbon emission abatement with consumer environmental awareness and carbon tax: Revenue-sharing versus cost-sharing. Omega, 78 , 179–191.

Yang, H., Luo, J., & Wang, H. (2017a). The role of revenue sharing and first-mover advantage in emission abatement with carbon tax and consumer environmental awareness. International Journal of Production Economics, 193 , 691–702.

Yang, L., Ji, J., Wang, M., & Wang, Z. (2018a). The manufacturer’s joint decisions of channel selections and carbon emission reductions under the cap-and-trade regulation. Journal of Cleaner Production, 193 , 506–523.

Yang, L., Wang, G., & Ke, C. (2018b). Remanufacturing and promotion in dual-channel supply chains under cap-and-trade regulation. Journal of Cleaner Production, 204 , 939–957.

Yang, L., Zhang, Q., & Ji, J. (2017b). Pricing and carbon emission reduction decisions in supply chains with vertical and horizontal cooperation. International Journal of Production Economics, 191 , 286–297.

Yang, W., Pan, Y., Ma, J., Zhou, M., Chen, Z., & Zhu, W. (2018c). Optimization on emission permit trading and green technology implementation under cap-and-trade scheme. Journal of Cleaner Production, 194 , 288–299.

Yardley, J. (2013). Report on deadly factory collapse in Bangladesh finds widespread blame. New York times, 22 , 1–3.

Yenipazarli, A. (2019). Incentives for environmental research and development: Consumer preferences, competitive pressure and emissions taxation. European Journal of Operational Research, 276 , 757–769.

Yi, Y., & Li, J. (2018). Cost-sharing contracts for energy saving and emissions reduction of a supply chain under the conditions of government subsidies and a carbon tax. Sustainability, 10 , 895.

Yu, H., Bai, S., & Chen, D. (2020). An optimal control model of the low-carbon supply chain: Joint emission reduction, pricing strategies, and new coordination contract design. IEEE Access, 8 , 106273–106283.

Yun, N. Y., & Ülkü, M. A. (2023). Sustainable supply chain risk management in a climate-changed world: Extant literature, trend analysis, and guiding framework for future research. Sustainability, 15 (17), 13199.

Yuyin, Y., & Jinxi, L. (2018). The effect of governmental policies of carbon taxes and energy-saving subsidies on enterprise decisions in a two-echelon supply chain. Journal of Cleaner Production, 181 , 675–691.

Zhang, B., & Xu, L. (2013). Multi-item production planning with carbon cap and trade mechanism. International Journal of Production Economics, 144 , 118–127.

Zhang, C.-T., & Ren, M.-L. (2016). Closed-loop supply chain coordination strategy for the remanufacture of patented products under competitive demand. Applied Mathematical Modelling, 40 , 6243–6255.

Zhang, L., Wang, J., & You, J. (2015). Consumer environmental awareness and channel coordination with two substitutable products. European Journal of Operational Research, 241 , 63–73.

Zhang, S., Wang, C., Yu, C., & Ren, Y. (2019). Governmental cap regulation and manufacturer’s low carbon strategy in a supply chain with different power structures. Computers & Industrial Engineering, 134 , 27–36.

Zhang, T., Choi, T.-M., & Zhu, X. (2018). Optimal green product’s pricing and level of sustainability in supply chains: Effects of information and coordination. Annals of Operations Research . https://doi.org/10.1007/s10479-018-3084-8

Zhang, X., & Yousaf, H. A. U. (2020). Green supply chain coordination considering government intervention, green investment, and customer green preferences in the petroleum industry. Journal of Cleaner Production, 246 , 118984.

Zhang, Z., Liu, S., & Niu, B. (2020). Coordination mechanism of dual-channel closed-loop supply chains considering product quality and return. Journal of Cleaner Production, 248 , 119273.

Zheng, B., & Hong, X. (2022). Effects of take-back legislation on pricing and coordination in a closed-loop supply chain. Journal of Industrial and Management Optimization, 18 , 1603–1627.

Zheng, X.-X., Li, D.-F., Liu, Z., Jia, F., & Sheu, J.-B. (2019a). Coordinating a closed-loop supply chain with fairness concerns through variable-weighted Shapley values. Transportation Research Part e: Logistics and Transportation Review, 126 , 227–253.

Zheng, X.-X., Liu, Z., Li, K. W., Huang, J., & Chen, J. (2019b). Cooperative game approaches to coordinating a three-echelon closed-loop supply chain with fairness concerns. International Journal of Production Economics, 212 , 92–110.

Zhou, Y., Bao, M., Chen, X., & Xu, X. (2016). Co-op advertising and emission reduction cost sharing contracts and coordination in low-carbon supply chain based on fairness concerns. Journal of Cleaner Production, 133 , 402–413.

Zhou, Z., Hu, F., & Xiao, D. (2020). Optimal pricing strategy of competing manufacturers under carbon policy and consumer environmental awareness. Computers & Industrial Engineering, 150 , 106918.

Zu, Y., Chen, L., & Fan, Y. (2018). Research on low-carbon strategies in supply chain with environmental regulations based on differential game. Journal of Cleaner Production, 177 , 527–546.

Download references

Author information

Authors and affiliations.

Department of Mechanical, Industrial, and Mechatronics Engineering, Toronto Metropolitan University, Toronto, ON, Canada

Jafar Heydari & Saeed Zolfaghari

School of Industrial Engineering, College of Engineering, University of Tehran, Tehran, Iran

Ali Sabbaghnia & Jafar Heydari

Department of Management Science and Information Systems, Dalhousie University, Halifax, NS, B3H 4R2, Canada

M. Ali Ülkü

The Centre for Research in Sustainable Supply Chain Analytics (CRSSCA), Faculty of Management, Dalhousie University, Halifax, NS, B3H 4R2, Canada

You can also search for this author in PubMed   Google Scholar

Corresponding author

Correspondence to Jafar Heydari .

Ethics declarations

Conflict of interests.

The authors have no relevant financial or non-financial interests to disclose.

Additional information

Publisher's note.

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix: Abbreviations

See Tables 8 , 9 and 10 .

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Sabbaghnia, A., Heydari, J., Ülkü, M.A. et al. Sustainable supply chain coordination: extant literature, trends, and future research directions. Ann Oper Res (2024). https://doi.org/10.1007/s10479-024-05852-6

Download citation

Received : 16 August 2023

Accepted : 18 January 2024

Published : 12 March 2024

DOI : https://doi.org/10.1007/s10479-024-05852-6

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

  • Supply chain management
  • Coordination
  • Sustainability
  • Consumer behavior
  • Corporate social responsibility
  • Contract design

Advertisement

  • Find a journal
  • Publish with us
  • Track your research
  • Harvard Library
  • Research Guides
  • Faculty of Arts & Sciences Libraries

Expos 20 | Problems of Meaning: Language, Literature, and Life

  • Problems of Meaning in Language, Literature, and Life

Welcome and About This Guide

  • HOLLIS: Searching Panoramically Across Harvard's Discovery Space
  • Subject Databases: Tools for Deep-Searching and Close-Looking
  • Generating Research Leads From What You Have in Hand
  • Getting around Paywalls on the Web
  • Citing Your Sources

This research guide has been designed for students in  Problems of Meaning , a Spring 2024 Expos course taught by Rob Willison.

extant literature in research

Remember that good research is often about following up on hunches, testing out a hypothesis and then seeing where else (or to what else) it leads.

Language will be essential to the effort.  You may need to try several combinations of search terms, in fact, before you strike gold.

Let me know how I can help as your work on Essay 3 gets underway. We can triage by email or set up a time to meet in Lamont for a longer talk about your project.

Enjoy your research adventure! 

Sue Gilroy Librarian for Undergraduate Writing Programs, Lamont Library

  • Next: HOLLIS: Searching Panoramically Across Harvard's Discovery Space >>

Except where otherwise noted, this work is subject to a Creative Commons Attribution 4.0 International License , which allows anyone to share and adapt our material as long as proper attribution is given. For details and exceptions, see the Harvard Library Copyright Policy ©2021 Presidents and Fellows of Harvard College.

Help | Advanced Search

Computer Science > Human-Computer Interaction

Title: apprentices to research assistants: advancing research with large language models.

Abstract: Large Language Models (LLMs) have emerged as powerful tools in various research domains. This article examines their potential through a literature review and firsthand experimentation. While LLMs offer benefits like cost-effectiveness and efficiency, challenges such as prompt tuning, biases, and subjectivity must be addressed. The study presents insights from experiments utilizing LLMs for qualitative analysis, highlighting successes and limitations. Additionally, it discusses strategies for mitigating challenges, such as prompt optimization techniques and leveraging human expertise. This study aligns with the 'LLMs as Research Tools' workshop's focus on integrating LLMs into HCI data work critically and ethically. By addressing both opportunities and challenges, our work contributes to the ongoing dialogue on their responsible application in research.

Submission history

Access paper:.

  • HTML (experimental)
  • Other Formats

license icon

References & Citations

  • Google Scholar
  • Semantic Scholar

BibTeX formatted citation

BibSonomy logo

Bibliographic and Citation Tools

Code, data and media associated with this article, recommenders and search tools.

  • Institution

arXivLabs: experimental projects with community collaborators

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.

Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.

Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs .

  • Research Guides
  • Vanderbilt University Libraries
  • Science & Engineering Library

ENGM 3891: Intellectual Property for Engineers & Scientists

  • ME Technical Literature
  • Patents and Market Research

Journal Articles

Handbooks & manuals.

  • Managing Citations
  • Web of Science This link opens in a new window Citation database from journals and international conference proceedings. Cross-search of the Web of Science Core Collection, BIOSIS Previews, and the SciELO Citation Index (Latin America, Spain, Portugal, the Caribbean and South Africa). more... less... All current Vanderbilt University students, faculty, and staff have access, both on and off campus.
  • Engineering Village This link opens in a new window Combined Compendex, Ei Backfile, GeoRef, Inspec and Inspec Archive databases on scientific, applied science, technical and engineering disciplines. more... less... Coverage: 1884 to present.
  • SPIE Digital Library This link opens in a new window Optics and photonics research. Covers applied optics and photonics science and engineering papers. Technology applications from imaging, sensors, biomedicine, manufacturing, energy, nanotechnology, communications, entertainment, and electronics.
  • Knovel (Online Interactive Science and Engineering Books and Databases) This link opens in a new window Reference books and databases from sci-tech publishers.**Off campus access to Knovel’s content requires you to register for Knovel temporarily. Use this link: http://app.knovel.com/web/register.html?orgregkey=22cc49dd-0b5f-4acb-9dce-aa33a4219721 and complete a short registration form. Register with your Vanderbilt email address. Once you activate your account, you will have off-campus access to Knovel. more... less... Access Note: Users must login from off campus using a Knovel account- see instructions above.
  • ASTM Standards and Engineering Digital Library This link opens in a new window Standards and technical engineering information. Covers aerospace, biomedical, chemical, civil, environmental, geological, health and safety, industrial, materials science, mechanical, nuclear, petroleum, soil science, and solar engineering.
  • IEEE Xplore This link opens in a new window Access to IEEE and IEE transactions, journals, magazines and conference proceedings published since 1988 and all current IEEE standards. Engineering. more... less... Coverage: 1988 to present. User Limit: 15.
  • << Previous: Patents and Market Research
  • Next: Managing Citations >>

Associate Director, Science and Engineering Library

Profile Photo

  • Last Updated: Apr 10, 2024 3:38 PM
  • URL: https://researchguides.library.vanderbilt.edu/engm3891

Creative Commons License

  • Collection edited by Yogita Goyal broadens research on African American literature

Portrait of Yogita Goyal and cover of her edited volume

Marta Wallien | April 10, 2024

Although contemporary African American writing has evolved in remarkable fashion within the last five decades, scholarship on the subject remains sparse. A new essay collection edited by UCLA professor Yogita Goyal, “ The Cambridge Companion to Contemporary African American Literature , ” aims to widen its discourse.

“I’ve always been struck by how difficult it is — both for the classroom and for our own research — to find extensive scholarship on the subject. We tend to favor research on historically more distant eras,” said Goyal, a professor of English and African American studies. “I wanted to put together a resource for those of us who work in contemporary African American literature, which I define as post-1975 for this volume, as the Black Arts Movement was waning, and new forms of writing were coming into view.”

Goyal’s previous essay collection for Cambridge University Press, “ The Cambridge Companion to Transnational American Literature ,” centered on the global shift American literary studies took within the last century. Goyal explained that the 17 essays in this new book highlight the shift taking place within Black studies and the need for further research.

“My hope is that readers appreciate the enormous vitality of the field. There has been another cultural renaissance of sorts in the last few decades in Black studies and all the essays in the volume are alive to the vibrancy of the debates about racial justice, the afterlife of slavery, literary experimentation and play, and attention to new audiences and critical methods.”

Recent News

  • ‘Art of the Benshi’ debut draws rave reviews; D.C., Chicago, L.A. dates are next
  • Poetry in motion: A forthcoming anthology showcases the genius of UCLA’s Harryette Mullen

Sign up for our newsletter

Enter your email address to receive our monthly update on the latest UCLA Humanities news and upcoming events.

  • Dean’s Office Staff
  • Dean’s Discretionary Fund
  • Division of Humanities Communication Request
  • Departments & Programs
  • Research Centers
  • Holistic Graduate Admissions
  • Partnerships
  • Commencement
  • Editor in Residence
  • Humanities Dialogues
  • Humanities Undergraduate Career Panel Series
  • Possible Worlds
  • World Languages Day
  • Forum on Diversity, Race, & Immigration
  • Diversity Courses
  • Campus Resources
  • Undergraduate
  • Divisional Fellowships
  • Dean’s Circle
  • UCLA Division of Humanities Dean’s Advisory Board

Dr. Alexandre Chan Given Basic and Clinical Research Literature Award from Hematology/Oncology Pharmacy Association (HOPA)

extant literature in research

Dr. Alexandre Chan , Founding Chair of the Department of Clinical Pharmacy Practice in the UC Irvine School of Pharmacy & Pharmaceutical Sciences, has been selected by the Hematology/Oncology Pharmacy Association (HOPA) as the recipient of their Basic and Clinical Research Literature Award!

He was recognized for the research that was presented in the article “Substance Use Among Young Adult Survivors of Childhood Cancer With Cognitive Impairment: An Analysis of the Project Forward Cohort.” The research was a collaborative study with Dr. Joel Milam of the Program in Public Health and student pharmacist Ding Quan (Quinton) Ng, as well as Anamara Ritt-Olson, David R. Freyer, Kimberly A. Miller, and Stefanie M. Thomas.

This study analyzes the relationship between cancer-related cognitive impairment (CRCI), psychological distress, and substance use behaviors (particularly vaping) among cancer survivors between the ages of 15 and 39. The results of the study showcase the significant mental challenges (both cognitive and emotional) that young adult cancer survivors face, likely causing these survivors to turn to tobacco, alcohol, and drugs.

The research for which he is being rewarded is in line with much of Dr. Chan’s work. He has dedicated significant research to furthering the understanding of CRCI, especially among young adult cancer survivors. 

“I am very honored to receive this award on behalf of the research team,” he said. “This award will increase the awareness of post-cancer treatment related complications among young adult cancer patients. Currently, there is a lack of effective management strategies for cancer-related cognitive impairment among young adult cancer survivors, and my research group is addressing such unmet needs.”

This year’s awards were presented at the 2024 HOPA Annual Conference. Congratulations to Dr. Chan and all the honorees!

extant literature in research

Share this post:

IMAGES

  1. Comprehensive Research Model Based on Extant Literature

    extant literature in research

  2. PPT

    extant literature in research

  3. Role and Use of Theory or Extant Literature in Our Study

    extant literature in research

  4. (PDF) Advances in Talent Management Research: A Review of Extant Literature

    extant literature in research

  5. Metaverse definitions from the extant literature

    extant literature in research

  6. types of literature review in research ppt

    extant literature in research

VIDEO

  1. The Literature Review

  2. DIFFERENT TYPES OF LITERATURE/RESEARCH GAPS

  3. RESEARCH

  4. Literature Research Methodology

  5. Review of Literature

  6. Extrinsic approaches to study of literature explained in Urdu and Hindi

COMMENTS

  1. The art of writing literature review: What do we know and what do we need to know?

    Researchers can identify research gaps with reference to methods, theories and constructs based on the compiled information. Some of the classic review articles found in the extant literature falls in this category (Canabal & White, 2008, Kahiya, 2018; Paul & Feliciano-Cestero, 2020). This type of domain review articles usually have between 5 ...

  2. When and How to Use Extant Literature in Classic Grounded Theory

    Glaser and Strauss (1967) sprinkled suggestions about the use of the literature throughout their seminal work as did Glaser in subsequent years. They, however, did not lay out a clear and structured overview of how to use the literature. The aim of this paper is to weave together the recommendations from classic grounded theory originators and to describe how, why, and when to review the ...

  3. Chapter 9 Methods for Literature Reviews

    A scoping review may be conducted to examine the extent, range and nature of research activities in a particular area, determine the value of undertaking a full systematic review (discussed next), or identify research gaps in the extant literature (Paré et al., 2015). In line with their main objective, scoping reviews usually conclude with the ...

  4. Using extant literature in a grounded theory study: a personal ...

    Aim: To provide a personal account of the factors in a doctoral study that led to the adoption of classic grounded theory principles relating to the use of literature. Background: Novice researchers considering grounded theory methodology will become aware of the contentious issue of how and when extant literature should be incorporated into a study.

  5. The Place of the Literature Review in Grounded Theory Research

    extant literature on the grounded theory research process is the idea of reflexivity, defined by Robson (2002, p. 22; quoted in McGhee et al., 2007, p. 335) as 'an aware-

  6. PDF CHAPTER 3 Conducting a Literature Review

    literature review should situate the proposed research in the context of extant literature, and it should clearly identify how the proposed research will create new knowledge that enhances the existing knowledge about the topic. If a research question is the guardrails of our research, the literature review is the pavement on which we are ...

  7. Contextual Positioning: Using Documents as Extant Data in Grounded

    The paucity of extant data in GT studies is of concern as is the dearth of literature on methods of preparing extant data for analysis in GT studies. We locate extant data through the use of contextual positioning as we ascribe to a view that context is inherent to analysis.

  8. When and How to Use Extant Literature in Classic Grounded Theory

    In this section of the written research study, the researcher provides a scholarly discussion about the position and contribution of the new theory in relation to extant literature. During the disposition phase, the order and relative position of the new theory is established in terms of the discipline's knowledge base, placing the theory ...

  9. Using extant literature in a grounded theory study: a ...

    Extant literature review, according to Sangwan et al. [19] and Yarwood-Ross and Jack [20], is linked to the grounded theory research approach. Implied by these scholars is the fact that a range of ...

  10. When and How to Use Extant Literature in Classic ...

    Robert Thornberg. There is a widespread idea that in grounded theory (GT) research, the researcher has to delay the literature review until the end of the analysis to avoid contamination - a ...

  11. Literature Reviews, Theoretical Frameworks, and Conceptual Frameworks

    A solid literature review clearly anchors the proposed study in the field and connects the research question(s), the methodological approach, and the discussion. Reviewing extant research leads to research questions that will contribute to what is known in the field.

  12. Understanding digital transformation: A review and a research agenda

    Consistent with the breadth of our research question, we adopt an inductive approach using techniques borrowed from grounded theory (Wolfswinkel et al., 2013) and review 282 works on DT culled from IS literature. Based on extant definitions, we develop a conceptual definition of DT as "a process that aims to improve an entity by triggering ...

  13. Frameworks for developing impactful systematic literature reviews and

    With the increased momentum of knowledge generation in the field of research, systematic reviews are essential to epitomise the state of extant literature and for theory building. In this article, we discuss the advantages of synthesising and reporting findings using a more impactful type of systematic review, the framework-based review.

  14. Quality of Literature Reviews

    Section 3.3 associates literature reviews with research paradigms. Looking at research paradigms brings a different perspective for how to assess the quality of a literature review. ... The differences relate to the way they are conducted and how information is sought from extant literature. In order to link quality with different archetypes ...

  15. Using systematic review methodology to examine the extant literature

    BIROn - Birkbeck Institutional Research Online Rojon, C and McDowall, Almuth (2015) Using systematic review methodology to examine the extant literature. In: Saunders, M.N.K. and Tosey, P. (eds.) Handbook of research methods on Human Resource Development. Cheltenham UK: Edward Elgar Publishing, pp. 62-78. ISBN 9781781009239.

  16. Using scoping literature reviews as a means of understanding and

    Objective: This article compares and contrasts scoping literature reviews with other established methods for understanding and interpreting extant research literature. Methods: Descriptions of the key principles and applications of scoping reviews are illustrated with examples from contemporary publications. Conclusions: Scoping reviews are presented as an efficient way of identifying themes ...

  17. Knowledge transfer in university-industry research partnerships: a

    This paper identifies practices that can facilitate knowledge transfer in university-industry (U-I) research partnerships by systematically reviewing extant literature. We aim to contribute to the theoretical development in the field of academic engagement and propose that knowledge transfer provides a valuable perspective. We started our review with identifying barriers and facilitators ...

  18. PDF Qualitative Analysis Techniques for the Review of the Literature

    theoretical flaws (53.4%); parochial focus (39.7%); failure to link findings to the extant literature (34.4%); and failure to contribute to international literature (36.2%). In addition, Onwuegbuzie and Daniel (2005), who examined 52 manuscripts submitted to the journal Research in the Schools over a 2-year period, documented that 40% of the

  19. When more is less and less is more: The role of ideal point

    Contrary to the common wisdom that more choice is always better, selections made from large assortments can lead to weaker preferences. Building on the extant literature, this research identifies ideal point availability as a key factor moderating the impact of assortment on choice. It is proposed that, in the case of large assortments, ideal point availability can simplify choice, leading to ...

  20. Limited by our limitations

    Study limitations represent weaknesses within a research design that may influence outcomes and conclusions of the research. Researchers have an obligation to the academic community to present complete and honest limitations of a presented study. ... [9-11] by presenting gaps in the current research and extant literature, thereby cultivating ...

  21. Sustainable supply chain coordination: extant literature, trends, and

    Sustainability has garnered significant attention from both academia and practice in recent decades. While the term "sustainable supply chain" (SSC) was uncommon in the early 2000s, there has been a surge in literature on SSC since 2010. This study aims to review critical concepts of sustainable supply chain coordination (SSCC) problems, identify research gaps, and highlight main research ...

  22. PDF The U.S. Charter School Landscape: Extant Literature, Gaps in Research

    implications of the extant research for charter schools and the US education system. Methods To examine the literature on charter schools, I reviewed research and scholarly studies available that reported evidence on the goals of the reform as outlined by the charter school concept. Specifically, to understand where

  23. Expos 20

    This research guide has been designed for students in Problems of Meaning, a Spring 2024 Expos course taught by Rob Willison.. The resources and strategies described on this page are specifically targeted: they represent our first best guesses at where you might find the information you'll need to execute Essay 3 successfully.. Remember that good research is often about following up on hunches ...

  24. "Context" in healthcare information technology resistance: A systematic

    Based on a narrative review of the literature, including 220 articles, this research highlights several specificities of the health care context and their impact on research related to IT adoption ...

  25. Apprentices to Research Assistants: Advancing Research with Large

    Large Language Models (LLMs) have emerged as powerful tools in various research domains. This article examines their potential through a literature review and firsthand experimentation. While LLMs offer benefits like cost-effectiveness and efficiency, challenges such as prompt tuning, biases, and subjectivity must be addressed. The study presents insights from experiments utilizing LLMs for ...

  26. ME Technical Literature

    ME Technical Literature; Search this Guide Search. ENGM 3891: Intellectual Property for Engineers & Scientists. Patents and Market Research; ME Technical Literature. ... Optics and photonics research. Covers applied optics and photonics science and engineering papers. Technology applications from imaging, sensors, biomedicine, manufacturing ...

  27. Collection edited by Yogita Goyal broadens research on African American

    We tend to favor research on historically more distant eras," said Goyal, a professor of English and African American studies. "I wanted to put together a resource for those of us who work in contemporary African American literature, which I define as post-1975 for this volume, as the Black Arts Movement was waning, and new forms of writing ...

  28. Dr. Alexandre Chan Given Basic and Clinical Research Literature Award

    Dr. Alexandre Chan, Founding Chair of the Department of Clinical Pharmacy Practice in the UC Irvine School of Pharmacy & Pharmaceutical Sciences, has been selected by the Hematology/Oncology Pharmacy Association (HOPA) as the recipient of their Basic and Clinical Research Literature Award!. He was recognized for the research that was presented in the article "Substance Use Among Young Adult ...