Risk relevance and volatility of other comprehensive income in the banking sector: Evidence from European countries
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
The aim of this study is to examine the relationship between the risk measures and the volatility of total comprehensive income (TCI), other comprehensive income (OCI), and single OCI components in the European context. Previous studies only cover reporting jurisdictions such as the United States and Canada but never the EU. Based on these premises, this research uses a sample of 166 listed banks, selected from 15 European countries. The results show that there is a significant positive association between the stock return volatility and the volatility of TCI, of OCI, and some of the single OCI components. This study contributes to the international debate on the risk relevance of TCI and its components, observing, in addition to previous research, the association not only between the risk measures and the volatility of TCI and OCI but also between the risk measures and the volatility of single OCI components.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 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