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This book chapter summarises two recent studies in the domain of knowledge productivity and innovation, trying to answer the following research questions: 1. If innovation can be regarded as the outcome of a learning process in a social network, what are the main characteristics of the supportive learning environments? 2. Which are the relevant design principles for developing a supportive learning environment for innovation? This chapter is part of a book that is called "The future of knowledge-intensive service work".