Informed Grounded Theory
Open accessAbstract
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 dictum that might turn educational researchers away from GT. Nevertheless, in this article the author (a) problematizes the dictum of delaying a literature review in classic grounded theory, (b) presents arguments for using extant literature in the substantive field within a constructivist grounded theory, and (c) suggests data sensitizing principles in using literature, which are: theoretical agnosticism, theoretical pluralism, theoretical sampling of literature, staying grounded, theoretical playfulness, memoing extant knowledge associations, and constant reflexivity.
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The main reason behind a primary literature review is to avoid reinventing the wheel by discovering what is already done and finding research problems and research questions.
“The main reason behind a primary literature review is to avoid reinventing the wheel by discovering what is already done and finding research problems and research questions (Thornberg, 2012; Dunne, 2011).”
From Dealing with Literature Review and Epistemological Underpinnings in Grounded Theory Methodology (2022) · cites this paper as Thornberg, 2012
The double victimizing theory is fallible.
“is considered to be situated, fallible and provisional”
From The pursuit of quality in grounded theory (2021) · cites this paper as Thornberg 2012
The double victimizing theory is situated.
“is considered to be situated, fallible and provisional”
From The pursuit of quality in grounded theory (2021) · cites this paper as Thornberg 2012
The double victimizing theory is provisional.
“is considered to be situated, fallible and provisional”
From The pursuit of quality in grounded theory (2021) · cites this paper as Thornberg 2012
Glaserian grounded theory contrasts with Straussian and constructivist grounded theory on whether to review the literature.
“In contrast to Glaserian grounded theory but in line with Straussian and constructivist grounded theory, we recommend that you review the literature”
From The pursuit of quality in grounded theory (2021) · cites this paper as Thornberg 2012
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“Therefore, reflexivity is viewed as highly important among many later grounded theorists (e.g., Charmaz, 2006, 2008; Dey 2007; Dunne, 2011; McGhee et al., 2007; Mills et al., 2006a; Mruck & Mey, 2007).”
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“According to Glaser (2004), memos are “theoretical notes about the data and the conceptual connections between categories” (p. 61).”
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The pursuit of quality in grounded theory
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“In accordance with the pragmatistic view of knowledge and knowing, underlying the constructivist grounded theory approach (Charmaz 2006, 2014; Thornberg 2012), Thornberg et al. (2013) grounded theory of double victimizing is considered to be situated, fallible and provisional, and therefore…”
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“For example, Thornberg (2012) argues for the necessity of doing a literature review, so that one can actively apply approaches such as theoretical agnosticism (Henwood & Pidgeon, 2003) and theoretical pluralism (Kelle, 2007).”
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“Moreover, during the analysis, pre-existing theoretical concepts from literature, such as social construction, moral disengagement, stigma and labelling were used as ‘lenses’ and tools that helped me to focus the attention on certain phenomena, aspects and nuances, very much in line with the logic of abduction (Thornb…”
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“We, then, used theoretical sampling of literature (Thornberg, 2012) to identify existing frameworks for CT and leveraged core categories from an existing qualitatively-derived CT scheme (Good, Yadav, & Mishra, 2017) to categorize and collapse initial codes into themes.”
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“…pre-existing theoretical concepts from literature, such as labelling, performativity, normativities, and intersectionality were used as ‘lenses’ and tools that helped me to focus my attention on certain phenomena, aspects and nuances, very much in line with the logic of abduction (Thornberg 2012).”
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“An ‘Informed Grounded Theory’ (Thornberg 2012) approach was used to analyse data, with Bourdieu’s theoretical tools, habitus, capital and field as the primary sensitising concepts.”
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InfluentialSelf-citationHollands, L., Haensse, L., & Lin-Hi, N. (2023) · Journal of Applied Behavioral Science · doi:10.1177/00218863231165785 · Cited by 63 · see citing works
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“Since it is best used in the absence of hypotheses [21], this approach has been considered appropriate in the present situation when we do not have previous theories regarding the hybrid education system.”
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“Themes were allowed to emerge from research organically, interpreted in an ongoing basis, and related back to the extant literature in a loose interpretation of grounded theory (Thornberg, 2012), something which Kozinets (2015) describes as appropriate to analysing netnographic data.”
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“Such use of open, axial, and selective coding to expand upon high-level preliminary theorising is common (Matavire and Brown, 2013; Thornberg, 2012), even though these techniques were originally developed to support ‘grounded theory’ approaches (see Charmaz, 2000; Urquhart et al., 2010).”
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“…mind and being aware that much of the originality of our research comes from an ‘unusual’ context, we choose the approach of ‘Informed Grounded Theory’ (Thornberg, 2012) to frame our research design, with ‘intimate familiarity’ (Charmaz, 2014) with the data and the context always prioritised, and…”
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“Moreover, it is used to see what emerges from the data without bias from previous research (Thornberg, 2012).”
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“We engaged in memoing (Thornberg, 2012) by writing memos thorough the research process to record our ideas, keep track of our evolving thoughts, question our perceptions, and write down emerging conceptual linkages.”
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“Our approach to the data-analysis was both deductive (secondary analysis) and inductive (primary analysis larger study) [33], which enhanced the depth of our analysis [34].”
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“Once the review is done, knowledge gained cannot be unknown so the slate cannot be blank (Thornberg, 2011).”
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“While traditional grounded theory (particularly in the Glaserian tradition) suggests to ‘bracket’ theoretical preconceptions, contemporary approaches recognize that ingoing theoretical concepts are an unavoidable and indeed productive part of the abductive process of generating grounded theory [25, 53].”
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“Having a broad repertoire of theoretical perspectives could also involve new theoretical insights, using a theoretical pluralistic approach (Thornberg 2012), or with an informed guessing approach (Chew 2020) to abductively explore new innovative ideas and insights.”
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“As such, this study utilises informed grounded theory, which amongst other recommendations suggests the need for theoretical pluralism [4].”
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“The interview coding and analysis was done in an iterative fashion following methods taken from informed grounded theory [41].”
MethodInformed grounded theory: A symbiosis of philosophy, methodology, and art.
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“Informed GT rejects the view that the researchers ’ minds could be an ‘ empty sheet ’ ( tabula rasa ) while engaged in naive pure induction (Kennedy & Thornberg, 2018; Thornberg, 2012; Thornberg & Dunne, 2019).”
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“In the third phase, theoretical coding was used to explore underlying relationships in the focus group data (Glaser 1978, 1998; Thornberg 2012).”
BackgroundMethodSelf-citationThe Things We Play with Roles of Technology in Social Play
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“Compared to a classical GT approach, we use these pre-existing theories as sensitizing concepts that support us in identifying tacit associations and being critically reflective [58].”
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“In for example informed grounded theory, the literature and the knowledge we had prior to commencing the study does not leave us, but the approach do take a deliberate starting point in the data, from here open and axial coding begins [31].”
Jin, J., & Ball, S. (2020) · British Journal of Educational Studies · doi:10.1080/00071005.2019.1644292 · Cited by 31 · see citing works
“Considering the particularities of the Chinese context, we use ‘Informed Grounded Theory’ approach (Thornberg, 2012) in the data analysis, with the data and the context always prioritised and ‘western’ class analysis tools only deployed reflexively, where necessary and appropriate, to establish…”
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“Literature was an important ‘sensitising concept’ at all stages of the research process (Thornberg 2012).”
BackgroundTourism stakeholder exclusion and conflict in a small island
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“As such a loosely constructivist approach to grounded theory allowing for a back-and-forth approach to data construction and emergence of concepts through data analysis, rather than a testing of preconceived hypothesis, was used to interpret data and build conclusions (as per Thornberg, 2012).”
MethodDolenc, K., Šorgo, A., & Virtič, M. P. (2021) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-021-10558-4 · Cited by 30 · see citing works
“The reason was that in the tradition of Grounded Theory (Charmaz, 2014; Isabella, 1990; Suddaby, 2006; Thornberg, 2012; Twining et al., 2017) theories emerge from the data collected.”
BackgroundMethodInfluentialEthical dilemmas at work placements in teacher education
Lindqvist, H., Thornberg, R., & Colnerud, G. (2020) · Teaching Education · doi:10.1080/10476210.2020.1779210 · Cited by 30
“Instead, we adopted an informed grounded theory approach that involved theoretical agnosticism and theoretical pluralism, enabling us to be open and sensitive to data while at the same time reviewing and consulting literature (Thornberg, 2012).”
MethodSelf-citationMemo Writing Procedures in Grounded Theory Research Methodology
Mohajan, D., & Mohajan, H. (2022) · Studies in Social Science & Humanities · doi:10.56397/sssh.2022.11.02 · Cited by 29 · see citing works
“Robert Thornberg mentions that memo is the “documentation of the researcher’s thinking process and theorizing from data” (Thornberg, 2012).”
BackgroundKlaassens, M., & Meijering, L. (2015) · Journal of Aging Studies · doi:10.1016/j.jaging.2015.05.002 · Cited by 29 · see citing works
“We can thus say we adopted an informed grounded theory approach, which means that we 281 used literature on total institutions and home as a framework for the analysis, while also being open 282 to new themes that emerged (Bowen, 2006; Thornberg, 2012).”
MethodThemeli, C., & Bougia, A. (2016) · The International Review of Research in Open and Distributed Learning · doi:10.19173/irrodl.v17i6.2453 · Cited by 28 · see citing works
“The core category (Figure 1.1) of the selective coding process (Informed Grounded Theory) is identified by the researcher based on respondents’ perception as Tele-proximity, the need for human to human (embodied) interaction through tele-operations to promote learning objectives, improve communication, and bridge tran…”
MethodInfluentialSwedish pupils' suggested coping strategies if cyberbullied: differences related to age and gender.
Frisén, A., Berne, S., & Marin, L. (2014) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12143 · Cited by 27 · see citing works
Gendering Discretion: Why Street-Level Bureaucracy Needs a Gendered Lens
Durose, C., & Lowndes, V. (2023) · Political Studies · doi:10.1177/00323217231178630 · Cited by 26 · see citing works
“We worked abductively to analyse the data adopting an ‘informed grounded theory approach’ (Thornberg, 2012).”
What makes a perinatal woman suicidal? A grounded theory study
Reid, H., Pratt, D., Edge, D., & Wittkowski, A. (2022) · BMC Psychiatry · doi:10.1186/s12888-022-04015-w · Cited by 26 · see citing works
“, their own pre-existing ideas, experiences and knowledge of relevant literature) [30].”
BackgroundGroot-Kormelinck, A., Bijman, J., Trienekens, J., & Klerkx, L. (2022) · Agriculture and Human Values · doi:10.1007/s10460-022-10316-3 · Cited by 26 · see citing works
“We followed an abductive approach through an iterative interplay between collecting and analysing data, developing the theoretical framework, and advancing findings and discussion (Thornberg 2012; Kennedy 2018).”
MethodBanjac, S., & Hanusch, F. (2020) · Journalism · doi:10.1177/1464884920956823 · Cited by 26 · see citing works
“Data was analyzed in MAXQDA using principles of ‘informed grounded theory’ (Thornberg, 2012: 243), with open and axial coding to arrive at major concepts, while engaging with existing literature.”
MethodNwankwo, C. F. (2024) · Geoforum · doi:10.1016/j.geoforum.2023.103937 · Cited by 25 · see citing works
Elsayed-Ali, S., Bonsignore, E. M., & Chan, J. (2023) · Proc. ACM Hum. Comput. Interact. · doi:10.1145/3579606 · Cited by 25 · see citing works
“We conducted our analysis using Thornberg’s informed grounded theory [80], which is rooted in Charmaz’s constructivist grounded theory [16] and the pragmatist idea of abduction.”
BackgroundMethodInfluentialParra, S. L., Wansink, B., Bakker, C., & van Liere, L. (2022) · Theory & Research in Social Education · doi:10.1080/00933104.2022.2145923 · Cited by 25 · see citing works
“We apply an “informed grounded theory” approach that emphasizes the creative process that emerges when analyzing empirical data while being informed by theory (Thornberg, 2012).”
Method“I think I'm better at it myself”: the Capability Approach and Being Independent in Later Life.
Meijering, L., van Hoven, B., & Yousefzadeh, S. (2019) · Research on Ageing and Social Policy · doi:10.17583/rasp.2019.3678 · Cited by 25 · see citing works
“In the process of data-analysis, an informed grounded theory approach was adopted (Thornberg, 2012).”
MethodA qualitative study of primary teachers’ classroom feedback rationales
Eriksson, E., Boistrup, L. B., & Thornberg, R. (2018) · Educational Research · doi:10.1080/00131881.2018.1451759 · Cited by 25 · see citing works
“In line with a constructivist grounded theory approach, we have used the literature as a possible source of inspiration, creative associations, critical reflections and multiple lenses (Thornberg 2012).”
MethodSelf-citationMeijering, L., Lettinga, A., Nanninga, C. S., & Milligan, C. (2017) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2016.06.004 · Cited by 25 · see citing works
“Our approach to the data analysis was both 225 deductive and inductive, enhancing the depth of our analysis (see Thornberg, 2012).”
MethodKeane, E. (2015) · International Journal of Social Research Methodology · doi:10.1080/13645579.2014.923622 · Cited by 25 · see citing works
“Indeed, Thornberg (2012) argues for what he terms an ‘informed GT’ approach, in which the researcher ‘takes the advantage of pre-existing theories and research findings in the substantive field in a sensitive, creative, and flexible way’ emphasising that they are not used ‘as forcing applications or deductions’ (p.”
BackgroundTeacher teams: A safe place to work on creating and maintaining a positive school climate
Chiriac, E. H., Forsberg, C., & Thornberg, R. (2023) · Social Psychology of Education · doi:10.1007/s11218-023-09880-1 · Cited by 24 · see citing works
“…teachers’ perspectives on the link between their teacher team and their school climate work, as the concepts fitted with the focus group data, showed relevance, and earned their way into the analysis, in accordance with an informed and constructivist grounded theory approach (Thornberg, 2012).”
Self-citationUsing simulation-based learning to inform preservice teachers’ professional development
Flavian, H., & Levin, O. (2023) · Teaching Education · doi:10.1080/10476210.2023.2240716 · Cited by 24 · see citing works
“Therefore, we adopted an approach of theoretical agnosticism and theoretical pluralism, which allowed us to approach the data with sensitivity, while simultaneously reviewing and referring to the literature (Thornberg, 2012).”
MethodBanjac, S., & Hanusch, F. (2022) · Journalism · doi:10.1177/14648849221125702 · Cited by 24
“This approach is well-suited to engaging with ‘ informed grounded theory ’ (Thornberg, 2012) as employed within this study, where the research is guided by prior concepts but remains open to inductive discovery (Bryman, 2012).”
Lindqvist, H., Weurlander, M., Wernerson, A., & Thornberg, R. (2019) · European Journal of Teaching and Education · doi:10.1080/02619768.2019.1652904 · Cited by 24 · see citing works
“Theories were considered as possible lenses and analytical tools through the logic of abduction, theoretical agnosticism and theoretical pluralism (Charmaz 2014; Thornberg 2012; Thornberg and Charmaz 2012).”
BackgroundMethodSelf-citationDesigning for Learning and Play - The Smiley Model as a Framework
Weitze, C. (2016) · IxD&A · doi:10.55612/s-5002-029-003 · Cited by 24 · see citing works
“The framework is accompanied by six game elements that are used to set the learning design into play: game goals, action space or narrative, rules, choices, challenges, and feedback.”
Doing Democratic Theory Democratically
Asenbaum, H. (2022) · International Journal of Qualitative Methods · doi:10.1177/16094069221105072 · Cited by 23 · see citing works
“Democratic theorizing, in contrast, engages with literature more fluidly, abductively (Thornberg, 2012) or inductively.”
BackgroundInfluentialA Critical Review of Grounded Theory Research in Urban Planning and Design
Zamani, B., & Babaei, E. (2020) · Planning Practice and Research · doi:10.1080/02697459.2020.1830240 · Cited by 23 · see citing works
Walsh, M., Kittler, M. G., & Mahal, D. (2017) · European Journal of Operational Research · doi:10.1016/j.ejor.2017.05.052 · Cited by 23 · see citing works
“To find out if this was the case, an inductive Informed Grounded Theory study (Thornberg, 2012) was carried out with 14 indepth interviews with primary care staff.”
MethodBlijleven, W., & van Hulst, M. (2020) · Local Government Studies · doi:10.1080/03003930.2020.1857247 · Cited by 22 · see citing works
“We connected the themes to the broader theoretical categories (Thornberg 2012) derived from the literature – the four tensions identified in Table 1.”
MethodJohnston, O., Wildy, H., & Shand, J. (2023) · European Journal of Psychology of Education · doi:10.1007/s10212-023-00689-2 · Cited by 20 · see citing works
“Grounded theory researchers use literature review to open their mind to wider possibility and to develop “informed grounded theory” that is critically situated in existent knowledge while always grounded in the data (Thornberg, 2012).”
Teacher-researchers’ quality concerns for practice-oriented educational research
Groothuijsen, S., Bronkhorst, L., Prins, G. T., & Kuiper, W. (2020) · Research Papers in Education · doi:10.1080/02671522.2019.1633558 · Cited by 20 · see citing works
Meens, E., & Bakx, A. (2019) · European Journal of Teaching and Education · doi:10.1080/02619768.2019.1652900 · Cited by 20 · see citing works
“Therefore, we used an informed grounded theory approach (Thornberg 2012), by making use of sensitising concepts.”
MethodCognitive strategies in sight-singing: The development of an inventory for aural skills pedagogy
Fournier, G., Sala, M. T. M., Dubé, F., & O'Neill, S. (2019) · Psychology of Music · doi:10.1177/0305735617745149 · Cited by 20 · see citing works
“To explore the cognitive strategies used in sight-singing and to generate a comprehensive inventory, we adopted a qualitative inductive research approach based on grounded theory (Thornberg, 2012).”
MethodWang, Y., & Christiansen, M. (2019) · International Journal of Computer-Assisted Language Learning and Teaching · doi:10.4018/ijcallt.2019100104 · Cited by 19 · see citing works
Managing bipolar moods without medication: a qualitative investigation.
Cappleman, R., Smith, I. C., & Lobban, F. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.11.055 · Cited by 19 · see citing works
Thornberg, R. (2014) · Journal of Educational and Psychological Consultation · doi:10.1080/10474412.2013.846188 · Cited by 19 · see citing works
“, Morgan, 1998) as well as for the constructivist grounded theory (GT) methods (Charmaz, 2006) in combination with classic GT methods (Glaser, 1998; Glaser & Strauss, 1967) and informed GT methods (Thornberg, 2012b).”
BackgroundMethodInfluentialSelf-citationUnderstanding the Diversity of People in Sex Work: Views from Leaders in Sex Worker Organizations
Mellor, A., & Benoit, C. (2023) · The social science · doi:10.3390/socsci12030191 · Cited by 18 · see citing works
Customer disengagement in business-to-business markets: A framework for analysis
Vatavwala, S., Kumar, B., Sharma, A., Billore, A., & Sadh, A. (2022) · Industrial Marketing Management · doi:10.1016/j.indmarman.2022.05.018 · Cited by 18 · see citing works
Savigar-Shaw, L., Radburn, M., Stott, C., Kyprianides, A., & Tallent, D. (2021) · Policing and Society: An International Journal of Research and Policy · doi:10.1080/10439463.2021.1960332 · Cited by 18 · see citing works
- Authors
- Thornberg, R.
- Affiliations
- Linköping University (SE)
- Corresponding author
- Thornberg, Robert
- ORCID
- Thornberg, Robert
- Venue
- Scandinavian Journal of Educational Research
- Publisher
- Informa UK Limited
- Published
- 2012-06
- Volume
- 56
- Issue
- 3
- Pages
- 243-259
- ISSN
- 0031-3831 (ISSN-L)
- 1470-1170
- OpenAlex
- W2165289403
- Cited by
- 668
- References
- 84
- Citations by year
- 2026: 54 · 2025: 57 · 2024: 52 · 2023: 70 · 2022: 59 · 2021: 61 · 2020: 69 · 2019: 50 · 2018: 41 · 2017: 44 · 2016: 33 · 2015: 40 · 2014: 28 · 2013: 7 · 2012: 2
- FWCI
- 56.41
- Type
- journal article
- Language
- en
- Open access
- green
- urn.kb.se
- Licence
- other-oa
- Locations
- Scandinavian Journal of Educational Research (publishedVersion)
- KTH Publication Database DiVA (KTH Royal Institute of Technology) (submittedVersion, other-oa)
- Topics
- Social Sciences › Education › Qualitative Research Methods and Applications
- Social Sciences › Education › Educational Research and Methods
- Social Sciences › Sociology and Political Science › Sociology and Education Studies
- Keywords
- grounded theory, constructivist grounded theory, theoretical pluralism, theoretical sampling, reflexivity, educational research methodology
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