Altering Investment Decisions to Manage Financial Reporting Outcomes: Asset‐Backed Commercial Paper Conduits and FIN 46
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 evaluate the manner in which sponsors of highly leveraged asset‐backed commercial paper (ABCP) conduits responded to Financial Accounting Standards Board Interpretation No. 46 (FIN 46), Consolidation of Variable Interest Entities an Interpretation of ARB No. 51 , and its Canadian counterpart Accounting Standards Board of Accounting Guideline 15 (AcG‐15), Consolidation of Variable Interest Entities . By matching commercial paper investors with corporations seeking liquidity, ABCP sponsors facilitate a significant amount of short‐term, securitized financing in the United States. FIN 46 and AcG‐15 require sponsors to consolidate their ABCP conduits with their financial statements. We demonstrate that the volume of ABCP began to decline when FIN 46 was first proposed, and that this decline is primarily attributable to a reduction in North American banks' sponsorship of ABCP. We also demonstrate that North American banks entered into costly restructuring arrangements to avoid having to consolidate their conduits per the new accounting standards. Our results suggest that, in certain settings, accounting standards appear to have real effects on investment activity and product‐market competition.
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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 | 0.005 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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