Family Communication and Innovativeness in Family Firms
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
This conceptual article seeks to address the heterogeneity of family firms in terms of their innovativeness by investigating business family communication dynamics. We use the established family communication constructs of conversation and conformity orientations to develop a typology of family firms in terms of innovativeness. We provide empirically testable propositions and present possible operationalizations for future research. In particular, we argue that supportive business families (i.e., families characterized by high conversation orientation and moderate conformity orientation) are associated with the highest levels of innovativeness in the family‐controlled firm. Through this article we hope to deepen our understanding of the relationship between family and firm levels of analysis, to develop a stronger bond between communication and innovative behavior, and to identify family‐related antecedents of heterogeneity in family firm innovativeness .
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it