Theoretical Explanations for Firms' Information Privacy Behaviors
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
Information privacy is an important information management issue that is increasingly challenging managers and policy makers. While many studies have investigated information privacy as an individual, sectoral, or national level phenomenon, there is a gap in our understanding of organizational approaches to developing and implementing policies and programs to manage customer information privacy. Information systems research lacks theory to explain firm level information privacy behaviors. This article argues for an expanded repertoire of theories to be applied to investigating information privacy, especially the role that the pursuit of competitive necessity versus competitive advantage plays in explaining organizational level behavior. The authors outline how the Institutional Approach (IA) and the Resource-Based View (RBV) of the firm offer compelling theoretical explanations for firms' behaviors and should be applied to privacy research within the information systems area.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.007 |
| Open science | 0.001 | 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 it