Debt Overhang, Rollover Risk, and Corporate Investment: Evidence from the European Crisis
Why this work is in the frame
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Bibliographic record
Abstract
We quantify the role of financial leverage behind the sluggish post-crisis investment performance of European firms. We use a cross-country firm-bank matched database to identify separate roles for firm leverage, bank balance sheet weaknesses arising from sovereign risk, and aggregate demand conditions. We find that firms with higher debt levels reduce their investment more after the crisis. This negative effect is stronger for firms holding short-term debt in countries with sovereign stress, consistent with rollover risk being an important channel influencing investment. The negative effect of firm leverage on investment is persistent for several years after the shock in the countries with sovereign stress. The corporate leverage channel can explain 40 percent of the cumulative decline in aggregate investment over four years after the crisis.
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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 | 0.004 | 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 | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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