Data Scientist vs Mental Health and Substance Abuse Counselor: Career Comparison
Choosing between Data Scientist and Mental Health and Substance Abuse 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 | Mental Health and Substance Abuse Counselor |
|---|---|---|
| Salary range | $95k – $165k | $37k – $67k |
| Outlook & demand | Very high · +34% by 2034 | Very high · +17% by 2034 |
| Education level | Master | Master |
| Top skills | Coding, Statistics, Data Visualization, Machine Learning, Communication | Empathy, Active Listening, Communication, Patience, Confidentiality |
| Where they work | tech companies, finance, healthcare, pharmaceuticals, retail, e-commerce, consulting, government, insurance, manufacturing | outpatient care centers, individual and family services, offices of other health practitioners, residential treatment facilities, psychiatric and substance abuse hospitals |
| 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 is people-centered and often involves careful listening, trust-building, and steady follow-up. Counselors may meet with clients one-on-one, talk through difficult emotions, and help them make realistic plans for recovery or mental health support. |
| Education routes | 4-year degree; Master's degree; Bootcamp / certificate pathway; Self-taught + portfolio | Master's degree in counseling or a related field; Bachelor's degree plus graduate counseling training; Related human services or psychology degree first |
| Projected growth | +34% | +17% |