Biostatisticians
Develop and apply biostatistical theory and methods to the study of life sciences.
AI Impact Summary
Biostatisticians faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 73% of all analyzed occupations. Of 25 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.
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.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership 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.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Biostatisticians 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.
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
25 tasks analyzed
Draw conclusions or make predictions based on data summaries or statistical analyses.
Design research studies in collaboration with physicians, life scientists, or other professionals.
Analyze clinical or survey data using statistical approaches such as longitudinal analysis, mixed effect modeling, logistic regression analyses, and model building techniques.
Provide biostatistical consultation to clients or colleagues.
Write research proposals or grant applications for submission to external bodies.
Prepare articles for publication or presentation at professional conferences.
Calculate sample size requirements for clinical studies.
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.
Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
Review clinical or other medical research protocols and recommend appropriate statistical analyses.
Prepare tables and graphs to present clinical data or results.
Develop or implement data analysis algorithms.
Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
Write program code to analyze data using statistical analysis software.
Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.
Assign work to biostatistical assistants or programmers.
Teach graduate or continuing education courses or seminars in biostatistics.
Plan or direct research studies related to life sciences.
Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
Apply research or simulation results to extend biological theory or recommend new research projects.
Collect data through surveys or experimentation.
Design or maintain databases of biological data.
Develop or use mathematical models to track changes in biological phenomena such as the spread of infectious diseases.
Analyze archival data such as birth, death, and disease records.
Design surveys to assess health issues.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Draw conclusions or make predictions based on data summaries or statistical analyses. | 48.27Observed | 46.3% | 6% | |
| Design research studies in collaboration with physicians, life scientists, or other professionals. | 35Estimated | 41.0% | 6% | |
| Analyze clinical or survey data using statistical approaches such as longitudinal analysis, mixed effect modeling, logistic regression analyses, and model building techniques. | 65Estimated | 53.0% | 8% | |
| Provide biostatistical consultation to clients or colleagues. | 30Estimated | 27.0% | 5% | |
| Write research proposals or grant applications for submission to external bodies. | 61.1Observed | 51.4% | 4% | |
| Prepare articles for publication or presentation at professional conferences. | 58.85Observed | 50.5% | 4% | |
| Calculate sample size requirements for clinical studies. | 92Estimated | 86.0% | 3% | |
| Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports. | 54.75Observed | 48.9% | 5% | |
| Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected. | 87Estimated | 84.0% | 3% | |
| Review clinical or other medical research protocols and recommend appropriate statistical analyses. | 60Estimated | 51.0% | 4% | |
| Prepare tables and graphs to present clinical data or results. | 57.38Observed | 72.2% | 4% | |
| Develop or implement data analysis algorithms. | 70Estimated | 55.0% | 5% | |
| Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients. | 90Estimated | 85.2% | 4% | |
| Write program code to analyze data using statistical analysis software. | 47.85Observed | 46.1% | 8% | |
| Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences. | 56.07Observed | 49.4% | 4% | |
| Assign work to biostatistical assistants or programmers. | 20Estimated | 23.0% | 2% | |
| Teach graduate or continuing education courses or seminars in biostatistics. | 30Estimated | 27.0% | 2% | |
| Plan or direct research studies related to life sciences. | 68.1Observed | 54.2% | 3% | |
| Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies. | 67Estimated | 76.0% | 3% | |
| Apply research or simulation results to extend biological theory or recommend new research projects. | 35Estimated | 41.0% | 3% | |
| Collect data through surveys or experimentation. | 46.7Observed | 67.9% | 2% | |
| Design or maintain databases of biological data. | 87Estimated | 84.0% | 3% | |
| Develop or use mathematical models to track changes in biological phenomena such as the spread of infectious diseases. | 65Estimated | 53.0% | 4% | |
| Analyze archival data such as birth, death, and disease records. | 70Estimated | 55.0% | 3% | |
| Design surveys to assess health issues. | 60Estimated | 51.0% | 2% |
Protective Factors
Total protective discount: 30.9%
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
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Biostatisticians 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
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.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership 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.
- Writing
Writing 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.
- 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