This article discusses the development of regional policies in two countries, Latvia and Norway. The aim is to present how these policies have evolved and can be understood with the application of complexity theory as a common theoretical framework for analysis. Even though Latvia and Norway have quite different experiences in regional development policy, both have tried to react to modern challenges of globalization and demographic changes by using general theories and concepts of economic and social development. Differences and similarities between the two countries are highlighted by a review of studies from Latvia and Norway that describes the variety of policies that can be applied for regional development. Regional policy in both countries has coalesced around support for local initiative and entrepreneurship.