A 2015 survey conducted by CrowdFlower, developer of a data enrichment platform for data scientists, found that that data scientists saw messy, disorganized data as a major hurdle preventing them from doing what they find most interesting in their jobs: predictive analysis and data mining for behavioural patterns and future trends. The majority of more than 150 data scientists surveyed also acknowledged the skills shortage within their field.