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A summary statistics table and a violation vs. nonviolation comparison within the bandwidth come first. Later tables cover polynomial/bandwidth sensitivity, a placebo test, an alternative matched sample, connected directors, director characteristics and firm policies. Standard error treatment is not visible in the truncated notes.",178 "units_stated_in_notes": false,179 "standard_errors_description": "unclear"180 },181 "figures": {182 "uncertainty_shown": "mixed"183 },184 "conclusion": {185 "bounded_claims": true,186 "policy_implications": false,187 "open_questions": false,188 "restates_contribution": true189 },190 "hedging": {191 "level": "moderate",192 "typical_devices": [193 "'consistent with' interpretations of policy changes",194 "'suggests' / 'appear to'",195 "explicit acknowledgment that evidence does not settle whether creditors intervene directly",196 "alternative explanation offered (management-driven hiring)"197 ]198 },199 "claim_evidence": [200 {201 "claim": "Independent directors increase by roughly a quarter after covenant violations",202 "evidence_type": "table",203 "evidence_ref": "Table III, Table V"204 },205 {206 "claim": "Board independence rises visibly in raw data in the years after a violation",207 "evidence_type": "figure",208 "evidence_ref": "Figure 1"209 },210 {211 "claim": "New directors do not replace incumbents, so board size rises; nonindependent directors are not reduced",212 "evidence_type": "table",213 "evidence_ref": "Table IV"214 },215 {216 "claim": "Post-violation directors are mostly connected to firms borrowing from the same banks, and connected directors drive the effect",217 "evidence_type": "table",218 "evidence_ref": "Table VIII, Table IX"219 },220 {221 "claim": "Firms that reform boards issue more equity, invest more, cut payout and risk, and shift CEO pay from cash toward equity",222 "evidence_type": "table",223 "evidence_ref": "Table X"224 },225 {226 "claim": "The effect is absent at placebo thresholds",227 "evidence_type": "table",228 "evidence_ref": "Table VI"229 },230 {231 "claim": "Creditors' governance influence is subtle and exercised behind the scenes",232 "evidence_type": "prior_literature",233 "evidence_ref": "Baird and Rasmussen (2006); Nini, Smith, and Sufi (2012)"234 }235 ],236 "structural_summary": "The abstract is results-led, opening with a headline magnitude, then adding facts on director links and policy consequences, and closing with a broad conclusion. The introduction situates the paper in the creditor control rights literature and states the main finding early. It then poses follow-up questions answered in sequence (who the directors are, what they do). It acknowledges the limits on attributing changes to explicit creditor intervention and discusses why creditors might care about boards, with anecdotal support, before listing contributions. The body runs data, then a discontinuity-based methodology, then results starting from a raw-data graph. Results proceed through baseline, bandwidth/polynomial sensitivity, exogeneity tests, mismeasurement checks and robustness, followed by a mechanisms-and-consequences section. A short conclusion restates the findings with 'consistent with' framing.",237 "writing_profile_keywords": [238 "regression discontinuity",239 "covenant violations",240 "board independence",241 "creditor control rights",242 "question-driven introduction",243 "raw-data figure first",244 "mechanism follow-up",245 "acknowledged limits"246 ],247 "confidence": 0.8,248 "notes": "Section IV is labeled robustness by the rule but functions as mechanisms and consequences results. Figure 1 shows 95% confidence intervals; for Figure 2 (nonparametric fit) this is unclear, hence 'mixed'. An Internet Appendix exists, but which robustness checks sit there is not visible. 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