This chapter explores the regulatory regimes that may be applied to data science. They could be legally mandated, established by voluntary trade groups, or established for business rationale (e.g., to minimize insurance costs). Perhaps, growing societal norms will become de facto standards. The authors focus on just a few topics and refer the reader to a vast and growing literature on regulation coming from public policy, economic, technology, and legal perspectives.