全球人才竞争力指数Global Talent Competitiveness Index

Talent is the source of innovation and the foundation of development. In the era of the knowledge economy and artificial intelligence, the rise and fall of a country (or region) increasingly depends on whether it can cultivate, attract, retain and effectively use high-quality talent. For this reason, "talent competitiveness" has become a key indicator for measuring a country's comprehensive strength and future potential.

Internationally there are various talent-related evaluations (such as INSEAD's Global Talent Competitiveness Index GTCI and the World Economic Forum's Human Capital Index), whose perspectives mostly focus on quality dimensions such as "institutional environment, per-capita quality and openness". Such frameworks structurally underestimate late-developing countries with large populations—for example, an economy with the world's largest cohort of engineers and STEM (science, technology, engineering and mathematics) graduates finds it hard to have its "talent dividend" (a large-scale, cost-effective supply of engineers supporting high-intensity industrial innovation) fully reflected in per-capita- and institution-oriented indicators.

This index follows the CPPPS proprietary evaluation-algorithm specification and does not directly reproduce any public ranking; instead it builds its own model, sets its own weights and computes its own ranking from underlying public data (higher-education population, total R&D personnel, top scientists / highly cited scholars, R&D investment, patent output, talent-cultivation output, etc.). The model evaluates comprehensively across four dimensions—"Scale, Quality, Innovation, Contribution"—of which "Contribution" is a distinctive CPPPS dimension specifically measuring talent-cultivation output and the talent dividend.

Evaluation results: China, the United States, Japan, Germany and South Korea rank in the top five. Overall, economies that combine talent scale with research quality, innovation input and talent output rank ahead; economies with a small population or a weak R&D base rank lower. The ranking data are based on publicly known approximate values, marked "subject to official figures", permanently free and public, and are provided for research and reference only.

Talent competitiveness is hard to characterize with a single indicator. This index synthesizes the four dimensions of "Scale, Quality, Innovation and Contribution", covering the complete chain of talent from cultivation and agglomeration to output:

By employing all four dimensions together, it avoids "scale-centrism" (where populous countries necessarily rank first) and also avoids "per-capita-centrism" (where small countries necessarily rank first), and further restores, through the "Contribution" dimension, the "engineer dividend" of populous countries—a competitiveness ignored by most international rankings.

Each indicator is first range-standardized to [0,1]; large-span scale indicators (higher-education population, R&D personnel, R&D expenditure, patents, STEM graduates, enrolled students, highly cited scholars) first take the logarithm and are then standardized to avoid monopoly by head economies; R&D personnel density is a ratio indicator and is directly linearly standardized. After weighted summation, the result is converted into a percentage score:

Each of the four sub-scores (Scale/Quality/Innovation/Contribution) is 100 times the weighted sum of its constituent indicators, for ease of horizontal comparison.

Weight-design logic: Quality and Innovation each account for 30%, highlighting that the essence of "talent competitiveness" is "a high level of research and innovation capability" rather than mere population size; Scale accounts for 20%, retaining the basic stock of talent; Contribution accounts for 20% and is a distinctive CPPPS dimension that specifically supplements the "talent-cultivation output and engineer dividend" perspective generally missing from international rankings.

The higher-education population, R&D personnel, R&D expenditure and patents are approximate values from the public data of the UNESCO Institute for Statistics, the World Intellectual Property Organization (WIPO) and national statistical departments; highly cited scholars are approximate values from Clarivate's annual "Highly Cited Researchers" list; STEM graduates and enrolled university students are approximate values from public statistics of national ministries of education. All of the above data are publicly known approximate values, marked "subject to official figures". This model does not include hard-to-quantify soft factors such as talent mobility (immigration attractiveness), institutional environment and salary competitiveness, and the approximate values contain errors; the ranking is provided for research and reference only.