Bibliographic record
Abstract
Purpose The purpose of this paper is to contextualize a productivity contest between a local manufacturer versus a foreign one, both of whom sell an identical product in the local market, within the two companies' respective economies. The intent is to delineate the conditions under which one firm gains a competitive advantage over the other. Design/methodology/approach The purchasing power parity model is reformulated to account for differential rates of macroeconomic productivity gain in the two countries. The implications of these differential rates vis‐à‐vis the productivity contest between the local and foreign manufacturer are then explored. Findings To gain a competitive advantage over its foreign rival, the local firm must achieve a net productivity improvement relative to its (local) economy that surpasses the net productivity improvement of the foreign rival relative to its (foreign) economy. Thus, the local firm stands in a rivalrous relationship not solely with its foreign competitor but also with the average firm in its very own (local) economy and in a complementary relationship with the average firm in the foreign economy. The foregoing is shown to be a generalization of the Dutch disease phenomenon and to imply that national efforts to attain competitive advantage are self‐contradictory. Practical implications In its productivity contest with its foreign rival, the local firm's management should not focus myopically on a comparison of the two firms' rates of net productivity improvement. Rather, the focus should be on the two firms' differential rates of net productivity improvement relative to their respective economies. Originality/value The main conclusions of this paper, which derive from the effect of productivity changes on exchange rates, are both stark and original. A firm is engaged in a productivity contest with the average firm in its own economy. Thus, national efforts to enhance productivity are counter productive to a firm whose productivity improvement lags behind that of the average domestic firm.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".