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Record W3183183875 · doi:10.1177/14705931211032257

Something old, something new: Enabled theory building in qualitative marketing research

2021· article· en· W3183183875 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMarketing Theory · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Behavior in Brand Consumption and Identification
Canadian institutionsYork UniversityConcordia University
Fundersnot available
KeywordsScholarshipSociologyNegotiationGrounded theoryField (mathematics)EpistemologyPractice theoryConversationQualitative marketing researchOriginalityQualitative researchMarketing researchMarketingSocial scienceQuantitative marketing researchPolitical scienceBusiness marketingBusiness

Abstract

fetched live from OpenAlex

“Enabled theorizing” is a common practice in marketing scholarship. Nevertheless, this practice has recently been criticized for constraining the creation of novel theory. To advance this conversation, we conduct a grounded analysis of papers that feature enabled theorizing with the aim of describing and analyzing how enabled theorizing is practiced. Our analysis suggests that enabled theorizing marries data with analytical tools and ontological perspectives in ways that advance ongoing conversations in marketing theory and practice, as well as informing policy and methods. Based on interviews with marketing and consumer research scholars who practice enabled theorizing, we explain how researchers use enabling theories to shape research projects, how researchers select enabling lenses, and how they negotiate the review process. We discuss the implications of our analyses for theory-building in our field, and we question the notion of originality in relation to theory more generally.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.128
metaresearch head score (Gemma)0.039
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.666
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1280.039
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.088
GPT teacher head0.377
Teacher spread0.290 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it