Taxation, Responsiveness and Accountability in Sub-Saharan Africa
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
It is increasingly argued that bargaining between citizens and governments over tax collection can provide a foundation for the development of responsive and accountable governance in developing countries. However, while intuitively attractive, surprisingly little research has captured the reality and complexity of this relationship in practice. This book provides the most complete treatment of the connections between taxation and accountability in developing countries, providing both new evidence and an invaluable starting point for future research. Drawing on cross-country econometric evidence and detailed case studies from Ghana, Kenya and Ethiopia, Wilson Prichard shows that reliance on taxation has, in fact, increased responsiveness and accountability by expanding the political power wielded by taxpayers. Critically, however, processes of tax bargaining have been highly varied, frequently long term and contextually contingent. Capturing this diversity provides novel insight into politics in developing countries and how tax reform can be designed to encourage broader governance gains.
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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) | 0.001 | 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