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This research investigated the potential to enhance global science data sharing through market-driven strategies utilizing technology platform-based business models compared to the existing fiat strategy characterized by government-funded programs and highly fragmented information systems. With less than 1% of science data shared globally, and some estimates of data collection time-cost valued at USD billions per year, there is significant social value to be released in addressing this issue.