Data Scientists
SOC 15-2051 · 2024-2034
Develop 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.
How the U.S. Department of Labor describes this work. Published in English only.
The job this trains for
- Typical pay in California
- $145,554per year
- Projected openings
- 40,180
- Projected change
- +37.1%
- Usually needs
- Bachelor's degree
Bright Outlook — a U.S. Department of Labor designation
Rapid Growth
The Department's own designation, made from its national projections. It is not this project's assessment and it is not California's: every other figure on this page comes from California's projection, which can point the other way and for some occupations does.
Pay by region
| Region | Typical pay in California | Projected openings |
|---|---|---|
| San Jose-Sunnyvale-Santa Clara MSA (San Benito and Santa Clara Counties) | $177,866 | 4,800 |
| San Francisco-San Mateo-Redwood City MD (San Francisco and San Mateo Counties) | $174,366 | 6,180 |
| San Rafael MD (Marin County) | $154,500 | 180 |
| Oakland-Fremont-Berkeley MD (Alameda and Contra Costa Counties) | $153,812 | 2,730 |
| Oxnard-Thousand Oaks-Ventura MSA (Ventura County) | $132,876 | 440 |
| San Diego-Chula Vista-Carlsbad MSA (San Diego County) | $130,657 | 2,840 |
| Los Angeles-Long Beach-Glendale MD (Los Angeles County) | $129,699 | 7,300 |
| San Luis Obispo-Paso Robles MSA (San Luis Obispo County) | $128,654 | 50 |
| Anaheim-Santa Ana-Irvine MD (Orange County) | $123,900 | 3,000 |
| Vallejo MSA (Solano County) | $121,392 | 70 |
| Santa Cruz-Watsonville MSA (Santa Cruz County) | $119,646 | 110 |
| Santa Maria-Santa Barbara MSA (Santa Barbara County) | $116,472 | 210 |
| Stockton-Lodi MSA (San Joaquin County) | $116,297 | 100 |
| Santa Rosa-Petaluma MSA (Sonoma County) | $114,582 | 110 |
| Riverside-San Bernardino-Ontario MSA (Riverside and San Bernardino Counties) | $108,460 | 910 |
| Sacramento-Roseville-Folsom MSA (El Dorado, Placer, Sacramento, and Yolo Counties) | $101,136 | 2,710 |
| Napa MSA (Napa County) | $96,729 | 30 |
| Redding MSA (Shasta County) | $96,729 | 40 |
| Bakersfield-Delano MSA (Kern County) | $93,843 | 210 |
| Fresno MSA (Fresno and Madera Counties) | $92,117 | 190 |
| North Valley-Northern Mountains Region (Colusa, Glenn, Lassen, Modoc, Nevada, Plumas, Sierra, Siskiyou, Tehama, and Trinity Counties) | $86,992 | 40 |
| Visalia MSA (Tulare County) | $85,923 | 50 |
| Modesto MSA (Stanislaus County) | $85,040 | 70 |
| Chico MSA (Butte County) | $82,359 | 40 |
| North Coast Region (Del Norte, Humboldt, Lake, and Mendocino Counties) | Not reported | 30 |
Similar work
O*NET, the U.S. Department of Labor's occupation database, names these as occupations involving work similar to this one — its own reading of the job, not a grouping by code. They keep O*NET's order, and only those California publishes a projection for are shown.
| The job this trains for | Typical pay in California | Projected openings | Projected change |
|---|---|---|---|
| Statisticians | $139,766 | 1,860 | +15.4% |
| Financial Specialists, All Other | $82,166 | 11,860 | +6.7% |
| Operations Research Analysts | $104,958 | 9,630 | +22.5% |
| Biological Scientists, All Other | $116,708 | 10,850 | +9.7% |
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