Does “the servant as leader” translate into Chinese? A cross-cultural meta-analysis of servant leadership
Bibliographic record
Abstract
Servant leadership is a popular style of ethically-based leadership developed in the cultural context of the United States and other Anglo-Saxon (Anglo) countries with a similar culture and managerial context. However, much of the empirical research on this leadership style has been conducted in China, a country with very different cultural and managerial traditions. It is not known whether the results of research conducted in China can be integrated into a general theory of servant leadership. It is also unknown whether servant leadership, which is widely promoted as an effective leadership style in Anglo countries, will be equally effective for all employee outcomes in China. To answer these questions, we perform a meta-analysis of servant leadership research (k = 112, n = 35,716) which compares the effects of servant leadership on employees in China with its effects on employees in Anglo countries. Results show that there is no significant difference in effect sizes between Chinese and Anglo employees for job performance, organizational citizenship behaviour, creative behaviour, affective commitment, and job satisfaction. The effect of servant leadership on leader-member exchange may be stronger for Anglo employees. Implications for servant leadership theory and managerial practices in China are discussed.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 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) | 0.004 | 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 teacher head, 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".