Higher Education Development in India and China: South Asian, Sinic, and Pan-Asian alternatives
Bibliographic record
Abstract
This study investigates the development of higher education in India and China over three time periods: that of colonial India and semi-colonial China, that of the Cold War during which India was “non-aligned” and “new China” embraced Communism, and the period after India’s neoliberal economic reforms and China’s “reform and opening-up”. Our study focuses on the second period when the rationales for post-independent higher education policies were intimately connected to sovereignty. A historical cross-comparative analysis is being employed to discern similarities and differences between India’s and China’s development of higher education systems. The purpose of our study is to contextualize the sociopolitical philosophies that guided the development and transformation of higher education systems in India and China with reference to their vision as non-Western civilizations. We utilize this historical analysis to discuss whether India and China will remain peripheral in the global system of knowledge production, or provide distinct South Asian, Sino, and/or Pan-Asian alternatives in the future.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 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".