Keith Lee is a Professor of AI and Data Science at the Gordon School of Business, part of the Swiss Institute of Artificial Intelligence (SIAI), where he leads research and teaching on AI-driven finance and data science. He is also a Senior Research Fellow with the GIAI Council, advising on the institute’s global research and financial strategy, including initiatives in Asia and the Middle East.
Aging erodes productivity and growth
Migration buys time, not productivity—see Singapore
Youthful regions gain only if they scale learning, health, and adoption
In the economies from the Baltics to the Balkans,
Biotech knowledge spillovers cut global wait times for lifesaving therapies
Rich countries gain when diffusion is designed, priced, and measured—not blocked
Universities and funders should hard-wire reciprocity, open methods, and cross-border teams
Central banks leaned on single models and badly misread the inflation surge
Ensemble monetary policy blends many models to create safer, more robust rate rules
Teaching and adopting ensemble monetary policy can rebuild trust through cautious, transparent decisions
AI is accelerating bank-run risk into “AI bank runs”
Supervisors lag far behind banks in AI tools and skills
We need real-time oversight, automated crisis tools, and targeted training now
In March 2023, a mid-sized Am
AI resume verification is now essential for hiring
Verified records make algorithmic screening fair and transparent
Without them, AI quietly decides who gets work
Recent surveys show that about two-thirds of U.S.
AI risk lists miss real hiring patterns
Job data shows specific roles shrinking and new AI roles growing
Education and policy must follow real vacancy data, not myths
Every week, new headlines warn that artificial
Russia–North Korea ties and Arctic shipping are reshaping the US–South Korea alliance
The Northern Sea Route turns the Arctic into a new strategic front
Education and policy must integrate Arctic routes into Korean security planning
AI data colonialism exploits hidden Global South data workers
Education can resist by demanding fair, learning-centered AI work
Institutions must expose this labor and push for just AI
Currently, between 154 million and
US tariffs pushed Chinese exports through Southeast Asia instead of stopping them
Factories and supply chains there still rely heavily on China
Trade policy must target real value chains, not just flags on shipping labels
Military spending is surging, and the Russia–China axis tightens
A Germany–Japan security alliance is lawful, networked, and unlike the 1930s
Link logistics, energy, and industry to turn budgets into credible deterrence
In 2024, th
Digital mercantilism drives the U.S.–Korea platform fight in schools
Make access reciprocal, data portable, and impact proven
Treat ed-tech buying as trade policy to protect learning and competition
T
Social network bridging beats raw reach for lasting influence in education
Bridges and weak ties move jobs, ideas, and credible signals across clusters faster than hubs
Name brokers, track cross-cluster reach, and build routines that link communities
China’s global economic influence creates shared dependence
It reshapes rich-country industry and developing-country debt
Open-source AI deepens this reliance, making resilience vital
In 2023, China accounted for about
Globalization shifts tasks to cheaper hubs while people move unevenly
Left-behind places lose jobs and grow politically angry
Insure workers, boost mobility, and invest in local productivity
The narrative about regional bac
Manufacturing hires fewer people; services now drive job growth
Digital services hit $4.25T and robot density doubled, shrinking mid-skill factory roles
Pivot to service-led industrialisation with skills, standards, and digital trade rules
DTI misreads risk; it ignores cash-flow strain
Sweden shows the interest coverage ratio tracks stress while assets preserve solvency
Center policy and education on ICR, use counter-cyclical amortization, and curb high-cost credit
Shorter hours raise workweek productivity only where overwork and waste are high
Denmark shows pay falls when hours drop without real efficiency gains
Cut low-value tasks and add smart AI, then trim hours in burnout hotspots
Taiwan’s advanced chips make it a bargaining chip in U.S.–China–Japan rivalry
Tariffs, subsidies, and new fabs turn semiconductor leverage into day-to-day industrial policy
Education must build chip literacy and procurement buffers to withstand supply shocks