The Addition of New Payment Method and Shareholder Value: Evidence From Cryptocurrency Adoption
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
Despite the growing adoption of cryptocurrencies as a payment method, the literature lacks a comprehensive exploration of its performance outcome. To address this gap, authors examine the impact of firms’ adoption of cryptocurrencies as a payment method on shareholder value. Employing event study methodology, authors analyze the effect of cryptocurrency adoption announcements made by 27 U.S. firms between 2013 and 2020 on shareholder value. The results indicate that cryptocurrency adoption leads to positive abnormal returns, with an average of 0.65% on the announcement day. Further analysis reveals that firms’ advertising intensity amplifies the positive impact of cryptocurrency adoption on shareholder value. Additionally, non-retail firms tend to receive greater benefits from cryptocurrency adoption compared to retail firms.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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