The Effect of Politicians’ Personality on Their Media Visibility
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
While being frequently covered in the news media is key to political success, previous research demonstrates that some politicians are systematically more visible in the media than others. The current study advances our understanding of which politicians gain higher media visibility by exploring the effects of their personality traits. Utilizing a unique sample of 339 incumbent politicians in three countries, we find that the two personality traits that speak directly to one’s interpersonal orientation—agreeableness and extraversion—affect visibility, with less agreeable and more extraverted politicians appearing more frequently in the news. We also find that open to experience and emotionally stable politicians get covered more frequently and that being highly conscientious predicts media visibility in some cases, but not in others. Politicians high on these traits, we argue, enjoy an inherent advantage in the competition for the media’s attention.
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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