U.S. Multinationals and the Control of Subsidiary Employment Policies
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
The authors examine whether U.S. multinational companies (MNCs) are distinctive in the degree to which they exert direct control over policy on human resources and employment relations (HR/ER) in their foreign subsidiaries. The results confirm the distinctiveness of U.S. MNCs in their greater degree of direct control of policy, compared not only with non-U.S. firms but with every other major nationality or national grouping of MNCs: France, Germany, the Nordic group, the rest of Europe, and Japan. U.S. control of HR/ER policy is greater not just in the aggregate, but for most individual items. Finally, while levels of control over subsidiaries vary among host countries studied (Canada, Ireland, Spain, and the United Kingdom) the greater U.S. orientation to control relative to non-U.S. MNCs holds regardless of host.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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) | 0.001 | 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