The effect of macroeconomics and supply chain finance (SCF) on profitability: Evidence from manufacturing companies
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines the effect of macroeconomics and supply chain finance (SCF) on the profitability of the manufacturing companies, specifically in Indonesia from 2017 to 2021. Furthermore, the study demonstrates the critical role of macroeconomics and SCF in profitability through the use of general moment method (GMM). The results indicate that cash conversion cycle (CCC) is detrimental to profitability (P), while macroeconomics has a positive impact on it. In addition, strong profitability is negatively and positively correlated with the leverage (LEV) and sustainable supply chain management (MRPB) control variables, respectively.
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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 | 0.001 | 0.000 |
| 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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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