Statistical Assistants
Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.
AI Impact Summary
Statistical Assistants faces moderate AI displacement risk with a score of 47/100. This occupation has higher AI displacement risk than 95% of all analyzed occupations. Of 16 analyzed tasks, 6 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 Reading Comprehension 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.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Statistical Assistants 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
Creative Writing Specialization
by Wesleyan University
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.
How AI Impacts Each Task
16 tasks analyzed
Compute and analyze data, using statistical formulas and computers or calculators.
Check source data to verify completeness and accuracy.
Enter data into computers for use in analyses or reports.
Compile reports, charts, or graphs that describe and interpret findings of analyses.
Interview people and keep track of their responses.
File data and related information and maintain and update databases.
Participate in the publication of data or information.
Organize paperwork, such as survey forms or reports, for distribution or analysis.
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.
Select statistical tests for analyzing data.
Code data prior to computer entry, using lists of codes.
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.
Discuss data presentation requirements with clients.
Send out surveys.
Write code for statistical applications.
Present results of statistical analyses to stakeholders.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Compute and analyze data, using statistical formulas and computers or calculators. | 42.75Observed | 66.3% | 15% | |
| Check source data to verify completeness and accuracy. | 90Estimated | 85.2% | 10% | |
| Enter data into computers for use in analyses or reports. | 32.17Observed | 62.1% | 10% | |
| Compile reports, charts, or graphs that describe and interpret findings of analyses. | 46.5Observed | 67.8% | 10% | |
| Interview people and keep track of their responses. | 34.77Observed | 28.9% | 4% | |
| File data and related information and maintain and update databases. | 40.38Observed | 65.4% | 8% | |
| Participate in the publication of data or information. | 85Estimated | 83.2% | 3% | |
| Organize paperwork, such as survey forms or reports, for distribution or analysis. | 80Estimated | 81.2% | 5% | |
| Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used. | 90Estimated | 85.2% | 5% | |
| Select statistical tests for analyzing data. | 55.77Observed | 49.3% | 5% | |
| Code data prior to computer entry, using lists of codes. | 32.35Observed | 62.1% | 5% | |
| Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets. | 90Estimated | 85.2% | 5% | |
| Discuss data presentation requirements with clients. | 52.62Observed | 36.1% | 3% | |
| Send out surveys. | 95Estimated | 87.2% | 2% | |
| Write code for statistical applications. | 80Estimated | 59.0% | 5% | |
| Present results of statistical analyses to stakeholders. | 40Estimated | 31.0% | 5% |
Protective Factors
Total protective discount: 27.4%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$51,440
per year
Mean Wage
$55,470
per year
Employment
6K
workers
Wage Range
$38,050 - $79,410
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Statistical Assistants 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.
- Reading Comprehension
High reliance on Reading Comprehension 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.
- Programming
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- 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.
- Service Orientation
Service Orientation 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.
- Writing
Writing 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.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 1 scoring run