Financial Constraints and Cash Tax Savings
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
ABSTRACT We investigate the association between financial constraints and cash savings generated through tax planning. We predict that an increase in financial constraints leads firms to increase internally generated funds via tax planning. We measure financial constraints based on changes in firm-specific and macroeconomic measures. We find that firms facing increases in financial constraints exhibit increases in cash tax planning. Our results indicate that among profitable firms, firm-years with the largest increases in firm-specific constraints are associated with declines in firms' cash effective tax rates ranging from 3.00 to 5.14 percent, which equate to between 2.87 and 4.82 percent of operating cash flows. We also find that (1) the impact of financial constraints on tax planning is greatest among firms with low cash reserves, and (2) constrained firms achieve a substantial portion of their current tax savings via deferral-based tax planning strategies, despite the lack of a financial statement benefit. JEL Classifications: E69; H25; H60. Data Availability: Data used in this study are available from public sources identified in the paper.
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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 | 0.001 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it