How is the quality of top Asia-Pacific university clusters developing — and where does it actually feed the local economy?
32 clusters50 anchor institutions4 pillarsOpenAlex + World Bank
This index tracks the trajectory (not just the level) of institutional quality across Southeast Asia, Korea, Japan, India, Bangladesh, Australia, New Zealand, Central Asia & Mongolia, and Hong Kong. The framing hypothesis: local institutional quality is a necessary condition for sustained economic competitiveness — so every metric is chosen for its economic-transmission channel, and quality is measured by locally-captured value, not global prestige.
Four pillars: research frontier (field-normalised impact & strategic-field output), innovation transfer (university→domestic-firm linkage), human capital (STEM/graduate output), and talent retention. Clusters are compared against development-stage peers; results are shown on a level × trajectory map.
Position right = more locally-captured university value today. Position up = faster-improving. Origin = roster average.
The two lenses answer different questions, and the gap between them is the insight:
High on Lens 1 / low on Lens 2 → strong capture is the economy's structure (Korea/Japan). Low on Lens 1 / high on Lens 2 → strong universities held back by economic structure (Australia/NZ, Hong Kong). High on both → genuinely exceptional (Pohang, Hyderabad, Chennai).
Full methodology, the four-pillar definitions, the per-economy interpretation layer, sensitivity analysis, and all caveats are in the repository:
Honest limitations: some Pillar-A figures (Japan, Hong Kong) and hub-retention proxies rest on imputation or bibliometric approximation; small-output clusters have noisy samples. The index is a research instrument, not a ranking authority, and does not establish causation.
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