Statisticians
Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.
- O*NET-SOC code
15-2041.00 - Preparation Job Zone Five: Extensive Preparation Needed
Wages
| 10th | 25th | Median | 75th | 90th |
|---|---|---|---|---|
| $64,000 | $82,220 | $105,650 | $141,490 | $174,050 |
By state (48)
| State | Employment | Median annual | Location quotient |
|---|---|---|---|
| Alabama | 200 | $76,400 | 0.52 |
| Alaska | 80 | Not available | 1.24 |
| Arizona | 440 | $79,640 | 0.73 |
| Arkansas | 570 | $105,720 | 2.33 |
| California | 2,480 | $135,960 | 0.73 |
| Colorado | 780 | $109,660 | 1.45 |
| Connecticut | 490 | $102,860 | 1.53 |
| Delaware | 70 | $109,570 | 0.83 |
| District of Columbia | 550 | $140,670 | 4.17 |
| Florida | 550 | $108,040 | 0.30 |
| Georgia | 460 | $115,150 | 0.51 |
| Hawaii | 90 | $76,780 | 0.77 |
| Idaho | 160 | Not available | 1.01 |
| Illinois | 480 | $119,760 | 0.43 |
| Indiana | 230 | $109,300 | 0.39 |
| Iowa | 250 | $80,150 | 0.87 |
| Kansas | 80 | $111,780 | 0.29 |
| Kentucky | 80 | $112,520 | 0.23 |
| Louisiana | 70 | $76,400 | 0.20 |
| Maine | 80 | $85,680 | 0.68 |
| Maryland | 2,730 | $132,620 | 5.30 |
| Massachusetts | 2,480 | $96,710 | 3.65 |
| Michigan | 570 | $102,710 | 0.70 |
| Minnesota | 780 | Not available | 1.42 |
| Mississippi | 80 | $64,670 | 0.35 |
| Missouri | 680 | $66,330 | 1.24 |
| Nebraska | 140 | $83,480 | 0.71 |
| Nevada | 50 | $79,750 | 0.18 |
| New Hampshire | 70 | $96,080 | 0.52 |
| New Jersey | 880 | $118,280 | 1.09 |
| New Mexico | 230 | $84,330 | 1.40 |
| New York | 1,220 | $136,020 | 0.68 |
| North Carolina | 1,200 | $115,690 | 1.30 |
| North Dakota | 40 | $75,890 | 0.44 |
| Ohio | 580 | $98,190 | 0.56 |
| Oklahoma | 50 | $89,540 | 0.17 |
| Oregon | 600 | $93,620 | 1.64 |
| Pennsylvania | 1,630 | $93,830 | 1.44 |
| Rhode Island | 40 | $102,620 | 0.47 |
| South Carolina | 240 | $65,450 | 0.56 |
| Tennessee | 530 | $98,230 | 0.86 |
| Texas | 1,390 | $102,960 | 0.53 |
| Utah | 300 | $88,610 | 0.94 |
| Vermont | $82,210 | ||
| Virginia | 720 | $114,920 | 0.94 |
| Washington | 2,960 | $105,650 | 4.47 |
| West Virginia | 90 | $84,660 | 0.70 |
| Wisconsin | 250 | $107,150 | 0.46 |
Similar occupations
Similarity is our measure: the cosine of importance x level over all 120 O*NET skills, knowledge areas and abilities. It is not an O*NET finding. More.
Circles are the 20 most similar occupations, coloured by Job Zone. Lines join pairs where one is among the other's 10 most similar; darker lines are pairs O*NET also lists as related. Drag a circle to move it out of the way; select one to open it.
| # | Occupation | Job Zone | Similarity |
|---|---|---|---|
| 1 | Biostatisticians | 5 | 0.982 |
| 2 | Mathematicians | 5 | 0.973 |
| 3 | Statistical Assistants | 4 | 0.966 |
| 4 | Operations Research Analysts | 5 | 0.962 |
| 5 | Mathematical Science Teachers, Postsecondary | 5 | 0.956 |
| 6 | Financial Quantitative Analysts | 5 | 0.956 |
| 7 | Actuaries | 4 | 0.955 |
| 8 | Data Scientists | 4 | 0.955 |
| 9 | Business Intelligence Analysts | 4 | 0.952 |
| 10 | Environmental Economists | 5 | 0.949 |
One skill away
Among the 50 occupations most similar to Statisticians, those at the same Job Zone or lower, where exactly one skill rated at least 3 in importance needs a level more than 0.75 points higher (on O*NET's 0-7 level scale). Our definition. Change the thresholds.
| Occupation | Skill to build | Level gap | Similarity |
|---|---|---|---|
| Environmental Economists | Management of Financial Resources | 2.25 | 0.949 |
| Survey Researchers | Service Orientation | 1.00 | 0.941 |
| Bioinformatics Scientists | Monitoring | 1.00 | 0.932 |
| Credit Analysts | Service Orientation | 0.88 | 0.925 |
| Atmospheric and Space Scientists | Science | 1.00 | 0.923 |
| Budget Analysts | Management of Financial Resources | 2.88 | 0.923 |
| Hydrologists | Systems Analysis | 0.88 | 0.918 |
| Geodetic Surveyors | Monitoring | 0.88 | 0.916 |
| Medical Dosimetrists | Service Orientation | 1.38 | 0.911 |
| Web Developers | Programming | 1.13 | 0.907 |
Software to learn next
Software used by at least 3 of the 20 occupations most similar to Statisticians, excluding software Statisticians already lists and any you named. Ranked by how many of them use it, weighted by how much more common it is among them than across all occupations (lift). Our ranking.
| Software | Similar jobs using it | Lift |
|---|---|---|
| Oracle Java | 16 of 20 | 7.5x |
| Perl | 12 of 20 | 8.4x |
| MySQL | 10 of 20 | 9.2x |
| C# | 10 of 20 | 8.4x |
| Microsoft Visual Studio | 9 of 20 | 9.0x |
| C | 10 of 20 | 6.7x |
| Microsoft Power BI | 7 of 20 | 12.9x |
| Bash | 7 of 20 | 9.2x |
| Data visualization software | 6 of 20 | 12.6x |
| JavaScript | 9 of 20 | 4.9x |
Skills
From O*NET data. Importance is rated 1 to 5 and level 0 to 7.
| Skill | Type | Importance | Level |
|---|---|---|---|
| Mathematics | Essential skill | 4.88 | 5.38 |
| Reading Comprehension | Essential skill | 4.00 | 4.88 |
| Critical Thinking | Essential skill | 4.00 | 4.50 |
| Speaking | Essential skill | 3.88 | 4.25 |
| Complex Problem Solving | Transferable skill | 3.88 | 4.12 |
| Active Listening | Essential skill | 3.88 | 4.00 |
| Writing | Essential skill | 3.75 | 4.25 |
| Active Learning | Essential skill | 3.75 | 3.88 |
| Science | Essential skill | 3.50 | 3.88 |
| Judgment and Decision Making | Transferable skill | 3.38 | 3.88 |
| Learning Strategies | Essential skill | 3.12 | 3.00 |
| Programming | Transferable skill | 3.00 | 3.12 |
| Systems Analysis | Transferable skill | 3.00 | 3.12 |
| Systems Evaluation | Transferable skill | 3.00 | 3.12 |
| Monitoring | Essential skill | 3.00 | 3.00 |
| Time Management | Transferable skill | 3.00 | 3.00 |
| Operations Analysis | Transferable skill | 2.88 | 3.50 |
| Instructing | Transferable skill | 2.88 | 3.12 |
| Coordination | Transferable skill | 2.88 | 3.00 |
| Social Perceptiveness | Transferable skill | 2.75 | 3.00 |
| Persuasion | Transferable skill | 2.50 | 2.62 |
| Management of Personnel Resources | Transferable skill | 2.25 | 2.38 |
| Service Orientation | Transferable skill | 2.25 | 2.12 |
| Negotiation | Transferable skill | 2.00 | 2.00 |
| Quality Control Analysis | Transferable skill | 2.00 | 1.12 |
| Management of Financial Resources | Transferable skill | 1.88 | 1.00 |
| Operations Monitoring | Transferable skill | 1.88 | 1.00 |
| Management of Material Resources | Transferable skill | 1.75 | 0.75 |
| Technology Design | Transferable skill | 1.62 | 0.62 |
| Equipment Maintenance | Transferable skill | 1.00 | not rated |
| Equipment Selection | Transferable skill | 1.00 | not rated |
| Installation | Transferable skill | 1.00 | not rated |
| Operation and Control | Transferable skill | 1.00 | not rated |
| Repairing | Transferable skill | 1.00 | not rated |
| Troubleshooting | Transferable skill | 1.00 | not rated |
Knowledge (33) and abilities (52)
| Name | Importance | Level |
|---|---|---|
| Mathematics | 4.67 | 6.24 |
| Computers and Electronics | 4.19 | 5.57 |
| English Language | 3.90 | 4.81 |
| Education and Training | 2.90 | 3.60 |
| Administration and Management | 2.81 | 3.62 |
| Customer and Personal Service | 2.48 | 2.76 |
| Biology | 2.43 | 2.86 |
| Administrative | 2.33 | 2.95 |
| Engineering and Technology | 2.33 | 2.43 |
| Economics and Accounting | 2.24 | 2.62 |
| Communications and Media | 2.24 | 2.14 |
| Production and Processing | 2.00 | 2.00 |
| Medicine and Dentistry | 2.00 | 1.48 |
| Law and Government | 1.95 | 2.00 |
| Sales and Marketing | 1.90 | 2.24 |
| Personnel and Human Resources | 1.86 | 2.05 |
| Psychology | 1.81 | 1.86 |
| Geography | 1.71 | 1.90 |
| Chemistry | 1.71 | 1.57 |
| Physics | 1.71 | 1.57 |
| Design | 1.71 | 1.38 |
| Sociology and Anthropology | 1.62 | 1.33 |
| Telecommunications | 1.57 | 1.05 |
| Public Safety and Security | 1.52 | 1.19 |
| Food Production | 1.33 | not rated |
| Foreign Language | 1.29 | 0.81 |
| Mechanical | 1.29 | 0.67 |
| Philosophy and Theology | 1.24 | not rated |
| History and Archeology | 1.19 | not rated |
| Therapy and Counseling | 1.14 | not rated |
| Transportation | 1.10 | not rated |
| Fine Arts | 1.05 | not rated |
| Building and Construction | 1.00 | not rated |
| Name | Importance | Level |
|---|---|---|
| Mathematical Reasoning | 4.75 | 5.00 |
| Number Facility | 4.38 | 5.12 |
| Written Comprehension | 4.12 | 4.75 |
| Inductive Reasoning | 4.00 | 4.88 |
| Oral Comprehension | 4.00 | 4.88 |
| Written Expression | 4.00 | 4.88 |
| Oral Expression | 4.00 | 4.75 |
| Near Vision | 4.00 | 4.00 |
| Deductive Reasoning | 3.88 | 4.88 |
| Information Ordering | 3.75 | 4.00 |
| Category Flexibility | 3.62 | 3.75 |
| Speech Clarity | 3.62 | 3.62 |
| Fluency of Ideas | 3.38 | 3.88 |
| Problem Sensitivity | 3.25 | 3.50 |
| Speech Recognition | 3.12 | 3.12 |
| Originality | 3.00 | 3.62 |
| Flexibility of Closure | 3.00 | 3.12 |
| Selective Attention | 2.88 | 3.00 |
| Perceptual Speed | 2.88 | 2.88 |
| Speed of Closure | 2.88 | 2.88 |
| Far Vision | 2.75 | 2.88 |
| Memorization | 2.75 | 2.75 |
| Visualization | 2.62 | 2.75 |
| Time Sharing | 2.00 | 2.00 |
| Trunk Strength | 2.00 | 1.38 |
| Visual Color Discrimination | 2.00 | 1.12 |
| Auditory Attention | 1.88 | 1.00 |
| Hearing Sensitivity | 1.88 | 1.00 |
| Finger Dexterity | 1.62 | 1.00 |
| Wrist-Finger Speed | 1.62 | 0.75 |
| Depth Perception | 1.62 | 0.62 |
| Arm-Hand Steadiness | 1.00 | not rated |
| Control Precision | 1.00 | not rated |
| Dynamic Flexibility | 1.00 | not rated |
| Dynamic Strength | 1.00 | not rated |
| Explosive Strength | 1.00 | not rated |
| Extent Flexibility | 1.00 | not rated |
| Glare Sensitivity | 1.00 | not rated |
| Gross Body Coordination | 1.00 | not rated |
| Gross Body Equilibrium | 1.00 | not rated |
| Manual Dexterity | 1.00 | not rated |
| Multilimb Coordination | 1.00 | not rated |
| Night Vision | 1.00 | not rated |
| Peripheral Vision | 1.00 | not rated |
| Rate Control | 1.00 | not rated |
| Reaction Time | 1.00 | not rated |
| Response Orientation | 1.00 | not rated |
| Sound Localization | 1.00 | not rated |
| Spatial Orientation | 1.00 | not rated |
| Speed of Limb Movement | 1.00 | not rated |
| Stamina | 1.00 | not rated |
| Static Strength | 1.00 | not rated |
Software used
Examples from O*NET data. "Hot" and "in demand" are O*NET flags for technologies often listed in job postings.
- IBM SPSS Statistics in demand
- Microsoft Excel in demand
- Microsoft Office software in demand
- Python in demand
- R in demand
- SAS in demand
- Structured query language SQL in demand
- Tableau in demand
- SAS JMP in demand
- StataCorp Stata in demand
- Statistical software in demand
- Amazon Redshift hot
- Amazon Web Services AWS software hot
- Apache Hadoop hot
- Apache Spark hot
- C++ hot
- Extensible markup language XML hot
- IBM DB2 hot
- Linux hot
- Microsoft Access hot
- Microsoft PowerPoint hot
- Microsoft SQL Server hot
- Microsoft Visual Basic hot
- Microsoft Visual Basic for Applications VBA hot
- Microsoft Word hot
- SAP software hot
- Teradata Database hot
- The MathWorks MATLAB hot
- UNIX hot
- Angoss KnowledgeSEEKER
All 70
- Apache Pig
- Aptech Systems GAUSS
- Automatic Forecasting Systems Autobox
- Camfit Data Limited Microfit
- Common business oriented language COBOL
- Cytel StatXact
- DataDescription DataDesk
- Econometric Software LIMDEP
- Formula translation/translator FORTRAN
- GraphPad Software GraphPad Prism
- IBM SPSS Amos
- IBM SPSS AnswerTree
- Insightful S-PLUS
- Microsoft Visual FoxPro
- Minitab
- Muthen & Muthen Mplus
- NCR Teradata Warehouse Miner
- NCSS Power Analysis and Sample Size PASS
- Qlik Tech QlikView
- Quantitative Micro Software EViews
- RAT-STATS
- SAP PowerBuilder
- SAS Enterprise Miner
- SAS/CONNECT
- STATISTICA
- Scientific Software International SSI Hierarchical Linear and Non-Linear Modeling HLM
- Scientific Software International SSI LISREL
- Stat-Ease Design-Ease
- Stat-Ease Design-Expert
- StatPoint STATGRAPHICS Centurion
- Statistical Solutions BMDP
- Sun Microsystems Java
- SuperANOVA
- Systat Software SigmaPlot
- Systat Software SigmaStat
- UNISTAT Statistical Package
- Visual Numerics TS-WAVE
- Wolfram Research Mathematica
- XGobi
- XLISP-STAT
Where it concentrates
Metro areas ranked by BLS location quotient: the occupation's share of the area's jobs divided by its share of all US jobs. Above 1 means more concentrated than the nation. Metros employing fewer than 100 are left out.
| Metro area | Employment | Location quotient | Median annual |
|---|---|---|---|
| Jefferson City, MO | 310 | 20.76 | $59,590 |
| Durham-Chapel Hill, NC | 600 | 9.34 | $103,290 |
| Seattle-Tacoma-Bellevue, WA | 2,560 | 6.58 | $105,650 |
| Salem, OR | 220 | 6.32 | $93,620 |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 3,220 | 5.50 | $136,660 |
| Boston-Cambridge-Newton, MA-NH | 1,950 | 3.87 | $102,320 |
| Lansing-East Lansing, MI | 120 | 2.94 | $84,610 |
| Boulder, CO | 100 | 2.86 | $144,990 |
| Harrisburg-Carlisle, PA | 160 | 2.51 | $78,690 |
| Hartford-West Hartford-East Hartford, CT | 250 | 2.21 | $98,450 |