The mediating roles of financialization and vertical integration in the innovation culture and performance relationship: An examination of SME investment firms
Bibliographic record
Abstract
This study extends innovation culture and performance research by examining vertical integration and a newly conceptualized financialization measure as mediators in the context of small- to medium-sized (SME) investment firms participating in real estate. The work responds to several calls for research that includes more industry-specific strategies that mediate the innovation culture and performance relationship, a financialization measure and examination of its outcomes, and expanding on the limited vertical integration research in real estate. The results show that innovation culture is partially mediated by both vertical integration and financialization, such that innovation culture is directly related to performance but also indirectly via the two strategies. The findings suggest that SME investment firms participating in real estate should create an innovation culture to better execute relevant strategies such as vertical integration and financialization, promoting sustained performance. The paper concludes by offering recommendations for future research and managerial implications.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".