Data scientists with deep technical skills are rare and companies should consider alternative approaches to build internal data science capabilities, such as hiring people with strong business and problem-solving skills who can then learn necessary technical skills on the job. Rather than viewing data science as a job title, companies would be better off focusing on data science as a set of problems to be solved and processes to be established.