AI Policy and Governance in Poland: Framework for Policymakers

National AI Readiness

Poland, population 37.8 million, GDP per capita $20,592, faces both opportunities and governance challenges in the AI era. Labor force: 17.5 million. AI adoption: Growing; strong IT outsourcing sector, Warsaw/Krakow tech hubs, gaming industry (CD Projekt). GDP growth: 0.2%.

Labor Market Policy

Unemployment: 2.8%. Average wages: PLN 7,500 (~$1,875 USD). Minimum wage: PLN 4,300/month (~$1,075 USD) in 2024.

Priority Sectors for Transition Programs

BPO/shared services, banking, administrative services, data processing, manufacturing assembly

Digital Infrastructure Gaps

Internet: 87%. Literacy: 99%. STEM graduates: ~60,000 annually.

Policy Recommendations

• AI Ethics: Guidelines for AI in high-stakes sectors
• Data Protection: Privacy regulations that enable innovation
• Workforce Transition: AI reskilling programs proportional to disruption
• Innovation: Tax incentives for responsible AI development

Fiscal Context

Rapid wage growth compressing BPO advantage, demographic decline (aging + emigration), judicial independence concerns, energy transition from coal, Ukraine war proximity/refugee integration, labor shortages