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Despite the glamour of being a Data Scientist, the reality is that much of the job is a bit of a drudge. A report by Anaconda found that a little less than half the time spent by a Data Scientist is is prepping data — cleaning it and then loading it. Although this may be an improvement from previous estimates ranging as high as 80 percent of time being spent on data prep.
The report found that getting to the point where the data scientist has results that can be successfully pushed out into production and used can be challenging. It takes significant time, not just to prep data, but to build the model and to create visualizations of the results. As a result, about half of data scientists say that their work has had little impact on business outcomes.
Peter Wang, Anaconda CEO and Co-Founder, said that “data science has the ability to be transformational for businesses, but our 2020 survey shows that both organizations and professionals in the space are still in the process of maturing. From broadening the data science educational curriculum to being more intentional with open-source security, there are clear learnings here for the industry at large to implement in order to improve. We’ve seen positive progress in many of these areas, but there is still work to be done.”