Outsourcing authoritarian governance: The privatization of mayors’ hotlines in China
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
How does privatization impact authoritarian governance on the frontline? This article examines the impact of outsourcing on the labour process involved in the operation of mayors’ hotlines. The mayor’s hotline system is a channel set up by Chinese municipal governments to address residents’ suggestions, appeals, inquiries, and complaints. While the expansion of mayors’ hotlines falls under the government in China, the operation of call centres has been outsourced to professional tele-corporations; thus, it is for-profit companies and their employees that represent the state in communications with the public. By examining both the practical and relational components of call operators’ labour process, this article looks at how an institution of responsive authoritarianism has been contracted out in China. It argues that the outsourcing creates a dual-pressure structure that shapes the frontline governance of this institution. The engagement of privatization in authoritarian domination leads to a conflict between market rationality and the inherited tradition of state intervention.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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