Sifarish, Sycophants, Power and Collectivism: Administrative Culture in Pakistan
Bibliographic record
Abstract
This article analyses some of the major attributes of Pakistan’s contemporary administrative culture. The article uses Hofstede’s famous four dimensional model of national cultures as an analytical framework. Hofstede’s fourfold typology – power distance, individualism/collectivism, uncertainty avoidance and masculinity/femininity – is used as a point of departure for a more elaborate description and analysis of the traditions, values and norms that characterize Pakistan’s governing system. The author uses secondary data from official documents, newspapers, magazines and scholarly literature to support Hofstede’s initial findings. A brief account of the colonial antecedents and post-colonial evolution of the administrative institutions is given to provide the context in which the system operates. The main conclusion is that Pakistan’s relatively high collectivist orientation, high propensity toward uncertainty avoidance, high power distance and masculinity largely account for many traditions and practices including strict adherence to hierarchy, centralization, corruption, nepotism and gender differentiation in administrative roles.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".