Entrepreneurialism as Discourse: Toward a Critical Research Agenda
Bibliographic record
Abstract
Abstract This paper contributes to a growing literature that examines entrepreneurship with a critical perspective, arguing for a research agenda that makes entrepreneurialism as discourse visible. We define the discourse of entrepreneurialism as a style of thinking and economic intervention that invites actors to pursue their interests by drawing on a limited notion of agency that locates itself in an imaginary economic universe independent of institutions, broad social contexts, and identity considerations. Associated with the global rise of neoliberalism, entrepreneurialism provides actors with tools and competences to imagine organizations in narrow, instrumental terms and with an idealized notion of agency. We argue that seeing entrepreneurial capacity in such a limited way makes it impossible to fully understand entrepreneurship as a phenomenon. Highlighting the adverse consequences of entrepreneurialism, we map areas of inquiry that can contribute to the emergence of a more effective and comprehensive critical research agenda concerning entrepreneurialism.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.008 | 0.066 |
| Scholarly communication | 0.025 | 0.032 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".