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The Quant Crunch

Learn how the demand for data science skills is disrupting the job market

 In this report conducted for IBM and the Business-Higher Education Forum, Burning Glass Technologies made a comprehensive study of the marketplace for data science and analytics skills. We found the demand for these skills is growing rapidly, and that the demand is having a particularly strong impact in decision-making roles.



  • In 2015, there were 2,352,681 job listings for all DSA categories. The demand for DSA jobs is projected to grow by 15% over the next five years, which translates to nearly 364,000 new job postings expected nationally by 2020.


  • The fastest-growing roles are Data Scientists and Advanced Analysts, which are projected to see demand spike by 28% by 2020. This category and Analytics Managers are arguably the most visible DSA categories, yet they are also the least demanded in terms of total job postings.


  • DSA jobs remain open for 45 days— five days longer than the market average.
  • The difficulty employers have filling DSA roles drives up salaries, and relative to other jobs, DSA jobs pay quite well. On average, they advertise an annual salary of $80,265—a premium of $8,736 relative to all bachelor’s and graduate-level jobs. Some DSA jobs, such as Data Scientists and Data Engineers, demand salaries well over $100,000. While this is encouraging for prospective DSA workers, this makes it costly for employers to fill open roles.


  • Compounding the skill shortage is the hybrid nature of many DSA jobs, which require a mix of disparate analytical skills and domain-specific expertise that may be difficult to develop in traditional training programs. Marketing Analytics Managers, for example, must combine advanced analytical techniques with deep marketing knowledge, but both skillsets may take years to develop.

Key Statistics

  • In 2015, there were 2,352,681 job listings for all DSA categories. The demand for DSA jobs is projected to grow by 15% over the next five years, which translates to nearly 364,000 new job postings expected nationally by 2020.


  • The fastest-growing roles are Data Scientists and Advanced Analysts, which are projected to see demand spike by 28% by 2020. This category and Analytics Managers are arguably the most visible DSA categories, yet they are also the least demanded in terms of total job postings.


  • DSA jobs remain open for 45 days— five days longer than the market average.


  • The difficulty employers have filling DSA roles drives up salaries, and relative to other jobs, DSA jobs pay quite well. On average, they advertise an annual salary of $80,265—a premium of $8,736 relative to all bachelor’s and graduate-level jobs. Some DSA jobs, such as Data Scientists and Data Engineers, demand salaries well over $100,000. While this is encouraging for prospective DSA workers, this makes it costly for employers to fill open roles.


  • Compounding the skill shortage is the hybrid nature of many DSA jobs, which require a mix of disparate analytical skills and domain-specific expertise that may be difficult to develop in traditional training programs. Marketing Analytics Managers, for example, must combine advanced analytical techniques with deep marketing knowledge, but both skillsets may take years to develop.