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
Jobs Postings for Machine Learning Data Scientists By Education
- Bachelor's degree: 193,561 (47%)
- Master's degree: 93,420 (23%)
- No Education Listed: 79,476 (19%)
- Ph.D. or professional degree: 33,409 (8%)
- High School or GED: 14,657 (4%)
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 23% of job listings a master's degree was required and in 19% of postings no education level was listed.
Experience Level Required in Job Postings for Machine Learning Data Scientists
Jobs Postings for Machine Learning Data Scientists By Experience
- 0-1 Years: 22,119 (10%)
- 2-3 Years: 78,732 (35%)
- 4-6 Years: 80,389 (36%)
- 7-9 Years: 24,931 (11%)
- 10+ Years: 17,430 (8%)
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 36% of job postings for Machine Learning Data Scientists, employers were looking for candidates with 4-6 years of experience. In 35% of listings employers were looking for candidates with 2-3 years of experience, while 7-9 years of experience was sought in 11% 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 22 key academic programs that can help prepare prospective machine learning data scientists, and in 2021 a total of 53,874 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 5 Degree Programs for Machine Learning Data Scientists (2021)
Program | Completions |
---|---|
Mathematics, General. | 29,750 |
Statistics, General. | 8,501 |
Applied Mathematics, General. | 4,658 |
Financial Mathematics. | 4,612 |
Computational Science. | 1,344 |
Program | Completions |
---|---|
Mathematics, General. | 29,750 |
Statistics, General. | 8,501 |
Applied Mathematics, General. | 4,658 |
Financial Mathematics. | 4,612 |
Computational Science. | 1,344 |
Computational and Applied Mathematics. | 1,164 |
Business Analytics. | 823 |
Mathematics and Statistics, Other. | 644 |
Data Science, General. | 526 |
Data Analytics, General. | 493 |
Applied Statistics, General. | 464 |
Computational Mathematics. | 380 |
Applied Mathematics, Other. | 250 |
Computational Biology. | 209 |
Data Science, Other. | 15 |
Financial Analytics. | 13 |
Mathematical Economics. | 10 |
Data Analytics, Other. | 7 |
Linguistics and Computer Science. | 6 |
Data Visualization. | 2 |
Economics and Computer Science. | 2 |
Cheminformatics/Chemistry Informatics. | 1 |
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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 311,020 job postings
Top 5 Specialized Skills for Machine Learning Data Scientists
Skills | Postings | % of Total Postings |
---|---|---|
Data Analysis | 157,262 | 51% |
SQL (Programming Language) | 135,565 | 44% |
Python (Programming Language) | 109,483 | 35% |
Data Science | 99,252 | 32% |
Computer Science | 91,303 | 29% |
Top 5 Common Skills for Machine Learning Data Scientists
Skills | Postings | % of Total Postings |
---|---|---|
Communications | 136,395 | 44% |
Management | 97,068 | 31% |
Leadership | 73,780 | 24% |
Problem Solving | 72,939 | 23% |
Research | 71,539 | 23% |
Based on 311,020 job postings related to machine learning data scientists, data analysis was the top specialized skill sought by employers, with 51% of all postings looking for that skillset. Skills for sql (programming language), python (programming language), data science, computer science and tableau (business intelligence software) were also highly sought.
As for common skills, communications was the most desired skill found in job postings for machine learning data scientists, followed by management, leadership, problem solving, research and mathematics.
Skill | Postings | % of Total Postings |
---|---|---|
Data Analysis | 157,262 | 51% |
SQL (Programming Language) | 135,565 | 44% |
Python (Programming Language) | 109,483 | 35% |
Data Science | 99,252 | 32% |
Computer Science | 91,303 | 29% |
Tableau (Business Intelligence Software) | 73,604 | 24% |
Machine Learning | 70,827 | 23% |
R (Programming Language) | 69,632 | 22% |
Statistics | 60,864 | 20% |
Business Intelligence | 60,620 | 19% |
Dashboard | 60,084 | 19% |
Data Visualization | 53,637 | 17% |
Project Management | 53,488 | 17% |
Power BI | 50,824 | 16% |
Finance | 45,340 | 15% |
Data Modeling | 41,182 | 13% |
Data Management | 37,820 | 12% |
Marketing | 37,205 | 12% |
Economics | 33,817 | 11% |
Agile Methodology | 33,480 | 11% |
Skill | Postings | % of Total Postings |
---|---|---|
Communications | 136,395 | 44% |
Management | 97,068 | 31% |
Leadership | 73,780 | 24% |
Problem Solving | 72,939 | 23% |
Research | 71,539 | 23% |
Mathematics | 67,032 | 22% |
Operations | 64,431 | 21% |
Microsoft Excel | 64,072 | 21% |
Detail Oriented | 54,879 | 18% |
Presentations | 54,102 | 17% |
Writing | 53,927 | 17% |
Innovation | 40,919 | 13% |
Planning | 40,045 | 13% |
Decision Making | 38,433 | 12% |
Customer Service | 37,080 | 12% |
Verbal Communication Skills | 34,392 | 11% |
Microsoft PowerPoint | 34,011 | 11% |
Microsoft Office | 33,676 | 11% |
Sales | 33,544 | 11% |
Analytical Skills | 31,395 | 10% |
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.
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