Is doing a data scientist job harder than a regular software developer’s job on a regular basis?

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It depends entirely on the company, team, objectives, etc. Traditionally a data scientist is halfway between statistician and software engineer. Now you have “data scientists” that are just software engineers who occasionally calculate an average and display a bar graph, and “data scientists” who use non-engineering solutions like SAS.