Data Scientist vs School Counselor / College and Career Counselor: Career Comparison
Choosing between Data Scientist and School Counselor / College and Career Counselor? This side-by-side compares salary, outlook, education, skills, and what the work actually looks like day-to-day. Data Scientist typically pays more at the median. Both are research-backed Qoollege career guides — read either in full below.
Side-by-side
Higher salary ceiling: Data Scientist. Faster projected growth: Data Scientist. Same education level: yes.
| Attribute | Data Scientist | School Counselor / College and Career Counselor |
|---|---|---|
| Salary range | $95k – $165k | $65k – $95k |
| Outlook & demand | Very high · +34% by 2034 | Steady · +4% by 2034 |
| Education level | Master | Master |
| Top skills | Coding, Statistics, Data Visualization, Machine Learning, Communication | Counseling, Empathy, Advocacy, Data Analysis, Communication |
| Where they work | tech companies, finance, healthcare, pharmaceuticals, retail, e-commerce, consulting, government, insurance, manufacturing | Public elementary, middle, and high schools, private K–12 schools, colleges and universities, career centers, nonprofits, workforce agencies, private practice |
| Day-to-day work | Daily work is usually a mix of coding, analysis, cleaning messy data, and talking with other teams. A lot of the job is less about flashy AI and more about careful preparation, testing, documentation, and explaining results in plain language. | Daily work usually mixes one-on-one meetings, small groups, classroom lessons, planning, crisis support, and collaboration with other staff. The schedule can change quickly when a student needs immediate help or when events like registration, testing, or college application season are underway. |
| Education routes | 4-year degree; Master's degree; Bootcamp / certificate pathway; Self-taught + portfolio | Bachelor’s + master’s in school counseling; Bachelor’s in psychology, education, or human services + counseling master’s; Bachelor’s + higher education/student affairs master’s; Bachelor’s + related helping-field master’s with state-specific credentialing |
| Projected growth | +34% | +4% |