Factors Associated with the Year-End Decline in Working Capital
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
Working capital is an important indicator of firm operational efficiency. All else being equal, lower levels signal greater efficiency. Managers are thus likely to be motivated to report lower levels of working capital at times of greater external attention. We find that working capital levels decrease in the fourth fiscal quarter significantly more than expected, conditional on seasonal changes in economic activity. The decrease subsequently reverses in the following first fiscal quarter. Evidence indicates that firms manage down year-end working capital through transactions that increase year-end operating cash flow and that firms spread this activity over all working capital accounts. Finally, the temporary decrease in year-end working capital is correlated with compensation benchmarks and analysts’ annual cash flow forecasts. The temporary drop is also more pronounced for firms with industry dominance. This paper was accepted by Mary Barth, accounting.
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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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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