captures the main dynamics between machine learning, data acquisition, pricing and contracting. We find that the firm …, significantly affect its pricing and data collection strategies. The firm leverages the virtuous cycle less for larger starting … datasets and sometimes more for larger data volumes per user. Interestingly, the presence of incentive issues can induce the …