Nonaudit Services and Independence in Appearance: Decision Context Matters
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 This paper reports the results of two experiments designed to examine users' assessment of the provision of nonaudit services (NAS) on auditor independence. By design, each experiment includes a different decision context. In the first experiment, users witness a large decline in asset value and decide whether to sue the auditor in an effort to recoup losses (as often occurs with accounting scandals). In the second experiment, users assess asset value, which offers a more mundane context. We contend that decision context influences users' motives, such that the auditor's provision of NAS is interpreted opportunistically. Indeed, we find that decision context dramatically affects users' perceptions. Our findings have implications for regulators, who face the daunting challenge of mandating rules/laws to ensure auditor independence. The task becomes more difficult when users' assessment of auditor independence is malleable, varying across decision contexts.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.001 |
| 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