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.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".