Does government funding depoliticize non-governmental organizations? Examining evidence from Europe
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
Prior work suggests that government funding can encourage non-governmental organizations (NGOs) to engage in political advocacy and public policy. We challenge this finding and examine two theoretical explanations for the dampening effect of government funding on NGO lobbying. First, donors are known to discipline NGO activity via an implicit or explicit threat to withdraw funding should the organization become too radical or political. Second, NGOs with more radical political agendas are less willing to seek or accept government funding for fear this will limit or delegitimize their activities. Using data from the European Union’s Transparency Register, we find that the share of government funding in NGO budgets is negatively associated with lobbying expenditure. This effect is statistically significant and substantial, which provides a reason for concern about NGO resource dependence. Even when governments are motivated by honorable intentions, their financial assistance has the (unintended) effect of dampening NGOs’ political activity.
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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 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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