What Data Scientists DoDevelop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.
- Analyze, manipulate, or process large sets of data using statistical software.
- Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- Clean and manipulate raw data using statistical software.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
Data Scientists Education, Salary, and GrowthOnly you can decide how much you need to earn — but knowing what it actually costs to live in your area can help. The Family Budget Calculator can guide you.
Minimum EducationBachelor Degree
Career ProspectsExcellent (Increasing by 5% or more)
Training Time2 to 4 years
Job Openings23,400 Annually
Median Earnings
$136,800 in California
$112,590 Nationally
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Real Talk Reel
We've curated a playlist for you to get a glimpse into a day in the life of this career.
@charlottechaze
@salarytransparentstreet
@marytheanalyst
@kennnaverse
@gourmet.data
@itssimplyjordan
Is This Career Right For You?
YOU Like
- Thinking and problem solving
- Using data or completing tasks
you value
- Accomplishing things
- Having freedom
- Receiving recognition
you are skilled in
- Active Listening
- Complex Problem Solving
- Critical Thinking
- Speaking
- Mathematics
- Reading Comprehension
Go Deeper: Data Scientists Explained
Data ScientistExplore career pathways, key skills, and what each role has to offer.
How Do You Train for This Career?
Learn about the education and training paths that can lead to this career — and what to expect from each one.
Workforce Development ProgramA workforce development program typically enhances participants' opportunities to succeed in the workforce through employment skill-building, career counseling, connections to employers, and pathways to high-demand and high-wage jobs.
🎓 Skills-Focused
⏱️ Finish in 6 months - 2 years
Bachelor's DegreeA bachelor's degree typically results in increased knowledge about a variety of academic subjects, specialized knowledge in a focused field of study, and is considered the foundational qualification for many careers.
🎓 College
⏱️ Finish in 4-5+ years
Associate's DegreeAn associate's degree typically provides graduates with foundational knowledge and skills for entry-level jobs in the graduate's industry, or serves as a stepping stone towards further education.
🎓 College
⏱️ Finish in 2-3 years
Hybrid CollegeA hybrid college combines online learning with the student support typically offered on college campuses, giving students flexibility and accessibility while still providing a comprehensive educational experience.
🎓 College
⏱️ Finish in 2-5 years
Vocational SchoolA vocational school typically equips students with specialized skills and practical training in specific trades or occupations, enhancing their employability and providing direct pathways to relevant careers.
🎓 Skills-Focused
⏱️ Finish in 6 months - 2 years
Professional UpskillingProfessional upskilling typically results in acquiring new or enhanced skills and knowledge relevant to a participant's current job or desired career path, leading to improved job performance, opportunities for career advancement, and greater employability.
🎓 Skills-Focused
⏱️ Finish in 1 week - 3 months
Technology BootcampA technology bootcamp typically offers intensive training in specific tech skills, preparing participants for entry-level roles in the tech industry in a relatively short period of time.
🎓 Skills-Focused
⏱️ Finish in Less than a year
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