Organizational Ingenuity and the Paradox of Embedded Agency: The Case of the Embryonic Ontario Solar Energy Industry
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.
Bibliographic record
Abstract
We examine organizational ingenuity within the paradox of embedded agency where organizational stakeholders are constrained in their behaviors by institutions, yet also influence and change these institutions. In this study organizational ingenuity represents the agency component and institutional constraints the embedded component. We build theory about ingenuity from a four-year case study of the embryonic Ontario solar industry. There were two major institutional constraints, limited grid access and political uncertainty. These led to four ingenuity strategies that emerged at different times and levels of analysis that challenged, complied with, or escaped the constraints. We combine these findings to develop a process model of the emergence of ingenuity in this embryonic industry. Lastly, we find that extending legitimacy to an ingenuity strategy is necessary for its success.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it