Shame and discipline: The practice and discourse of a “Confucian model” of management in a family firm in China
Bibliographic record
Abstract
At the height of economic globalization since the 1990s, neoliberal capitalism has been declared as the only game in town. Against the spread of the neoliberal capitalism from the West to the rest of the world is a growing trend of various local forms of capitalist practices or “spiritual economies.” Using the framework of global assemblage, this article examines how a “Confucian model” of management is put to practice in a self-acknowledged family firm in eastern Zhejiang, China. While the firm’s “Confucian model” of management contains a neoliberal logic of aiming at creating a more disciplined, ethical, and productive workforce, I argue that it is not an example of neoliberal capitalism. Moreover, I argue that the model is not an application of the earlier concept of Confucian capitalism engendered in other parts of Asia. Instead, it is a unique local assemblage consisting of three overlapping but heterogeneous components.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.024 | 0.038 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".