Machine Learning Data Scientists: How to Become One

If you were to ask a group of machine learning data scientists about how they arrived at their current job, there's a good chance you would get several different answers about the paths and steps that each person took.

That said, there are still ways that you can develop a baseline understanding of the preparation that is necessary to become one.

The Best Adult Colleges and Careers Guide has gathered data to provide you with insight into the type of education that's commonly required for machine learning data scientists to land a job. This page contains information, sourced from real job postings, that describes the experience levels and specific skills that employers of machine learning data scientists expect candidates to have. In the end, this information will help you create an education or professional development plan that aligns with your career aspirations.

Keep reading to learn more about career steps for machine learning data scientists.

What Education & Experience is Needed for Machine Learning Data Scientists?

Do machine learning data scientists need a degree? What kind of experience do machine learning data scientists typically need? Thanks to data sourced from Lightcast™ from real job postings, we can get some clarity on those questions, as well as the level of education that is commonly required for machine learning data scientists to secure jobs.

Education Level Required in Job Postings for Machine Learning Data Scientists

A bachelor's degree is the level of education sought the most by employers of machine learning data scientists. According to job data, a bachelor's degree was required for 47% of positions. In 21% of job listings a master's degree was required and in 21% of postings no education level was listed.

Experience Level Required in Job Postings for Machine Learning Data Scientists

While the amount of required experience will vary based on the responsibility and seniority of the position, an aggregate view of job posting data can help paint a picture of the experience level sought for most job openings for machine learning data scientists. In 35% of job postings for Machine Learning Data Scientists, employers were looking for candidates with 4-6 years of experience. In 29% of listings employers were looking for candidates with 2-3 years of experience, while 7-9 years of experience was sought in 15% of job postings for machine learning data scientists.

What Kind of Degree Do Machine Learning Data Scientists Need?

So far this page has provided detail into the level of education and the amount of experience required in job openings for machine learning data scientists, but what type of education or degree will help prepare you for a career in the field?

According to occupational data obtained through Lightcast,™ there are 23 key academic programs that can help prepare prospective machine learning data scientists, and in 2023 a total of 85,175 of those programs were completed at institutions in the United States.

Check out the information below to learn more about the specific programs that should be considered by prospective machine learning data scientists.

Top Degree Programs for Machine Learning Data Scientists

Top Online College For Working Adults

Franklin University is a top choice for adults who need to balance school with busy lives. Founded in 1902 in Columbus, Ohio, Franklin's main focus has been serving adult students and tailoring education to fit their needs. Nonprofit and accredited by the Higher Learning Commission (hlcommission.org/800.621.7440), Franklin offers more than 50 affordable bachelor's, master's, and doctoral programs — all available 100% online.

Degree Options for Machine Learning Data Scientists

What Skills Do Machine Learning Data Scientists Need?

Education and experience have been covered, so what are the specific skills and traits needed by machine learning data scientists to secure a job?

A good way to understand this is to examine actual job postings for skills commonly sought by employers. Continue reading for a breakdown of specialized skills found in job postings for machine learning data scientists, as well as common skills that can help you thrive in the workplace.

In-Demand Skills for Today's Machine Learning Data Scientists
Based on 283,789 job postings

Based on 283,789 job postings related to machine learning data scientists, data analysis was the top specialized skill sought by employers, with 38% of all postings looking for that skillset. Skills for sql (programming language), computer science, python (programming language), data science and machine learning were also highly sought.

As for common skills, communication was the most desired skill found in job postings for machine learning data scientists, followed by management, leadership, problem solving, research and operations.

Additional Links

Ready to dig deeper into career information about machine learning data scientists? Visit our other pages focused on salary and education for machine learning data scientists.

What do machine learning data scientists do?
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