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 bio-statistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.
AI Impact Summary
Statisticians faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 75% of all analyzed occupations. Of 20 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Statisticians skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
20 tasks analyzed
Identify relationships and trends in data, as well as any factors that could affect the results of research.
Report results of statistical analyses, including information in the form of graphs, charts, and tables.
Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
Develop software applications or programming to use for statistical modeling and graphic analysis.
Develop and test experimental designs, sampling techniques, and analytical methods.
Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used.
Process large amounts of data for statistical modeling and graphic analysis, using computers.
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
Design research projects that apply valid scientific techniques and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.
Supervise and provide instructions for workers collecting and tabulating data.
Evaluate sources of information to determine any limitations, in terms of reliability or usability.
Apply sampling techniques or use complete enumeration bases to determine and define groups to be surveyed.
Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
Report results of statistical analyses in peer-reviewed papers and technical manuals.
Prepare and structure data warehouses for storing data.
Determine whether statistical methods are appropriate based on user needs or on research questions of interest.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Identify relationships and trends in data, as well as any factors that could affect the results of research. | 50.35Observed | 47.1% | 10% | |
| Report results of statistical analyses, including information in the form of graphs, charts, and tables. | 50.75Observed | 69.5% | 6% | |
| Analyze and interpret statistical data to identify significant differences in relationships among sources of information. | 65Estimated | 53.0% | 10% | |
| Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering. | 45Estimated | 45.0% | 6% | |
| Develop software applications or programming to use for statistical modeling and graphic analysis. | 62.62Observed | 52.1% | 6% | |
| Develop and test experimental designs, sampling techniques, and analytical methods. | 61.68Observed | 51.7% | 6% | |
| Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data. | 38.68Observed | 64.7% | 8% | |
| Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used. | 50Estimated | 47.0% | 5% | |
| Process large amounts of data for statistical modeling and graphic analysis, using computers. | 54.52Observed | 71.0% | 6% | |
| Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy. | 50Estimated | 47.0% | 5% | |
| Design research projects that apply valid scientific techniques and use information obtained from baselines or historical data to structure uncompromised and efficient analyses. | 59.4Observed | 50.8% | 5% | |
| Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students. | 30Estimated | 27.0% | 4% | |
| Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate. | 59.15Observed | 50.7% | 3% | |
| Supervise and provide instructions for workers collecting and tabulating data. | 20Estimated | 23.0% | 3% | |
| Evaluate sources of information to determine any limitations, in terms of reliability or usability. | 42.75Observed | 44.1% | 3% | |
| Apply sampling techniques or use complete enumeration bases to determine and define groups to be surveyed. | 90Estimated | 85.2% | 3% | |
| Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data. | 54.37Observed | 48.8% | 2% | |
| Report results of statistical analyses in peer-reviewed papers and technical manuals. | 51.18Observed | 47.5% | 2% | |
| Prepare and structure data warehouses for storing data. | 60Estimated | 51.0% | 3% | |
| Determine whether statistical methods are appropriate based on user needs or on research questions of interest. | 50Estimated | 47.0% | 4% |
Protective Factors
Total protective discount: 26.9%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$103,300
per year
Mean Wage
$112,330
per year
Employment
30K
workers
Wage Range
$60,390 - $170,700
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsSurvey Researchers
30%Median salary: $63,380
Higher risk than 40% of other occupations
Economists
31%Median salary: $115,440
Higher risk than 45% of other occupations
Operations Research Analysts
32%Median salary: $91,290
Higher risk than 51% of other occupations
Market Research Analysts and Marketing Specialists
32%Median salary: $76,950
Higher risk than 52% of other occupations
Economics Teachers, Postsecondary
34%Median salary: $119,980
Higher risk than 61% of other occupations
Remote Sensing Scientists and Technologists
34%Median salary: $117,960
Higher risk than 64% of other occupations
Mathematicians
37%Median salary: $121,680
Higher risk than 72% of other occupations
Biostatisticians
37%Median salary: $103,300
Higher risk than 73% of other occupations
Clinical Data Managers
42%Median salary: $103,300
Higher risk than 84% of other occupations
Social Science Research Assistants
43%Median salary: $58,040
Higher risk than 88% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
Financial Managers
Recommendations
Skills to Develop
These skills are at risk from AI automation. Statisticians professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Programming
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change