Bioinformatics Scientists
Conduct research using bioinformatics theory and methods in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. May design databases and develop algorithms for processing and analyzing genomic information, or other biological information.
AI Impact Summary
Bioinformatics Scientists faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 59% 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 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 Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Memorization 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.
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.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion 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 Bioinformatics Scientists 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
SQL Fundamentals Skill Track
by DataCamp
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
20 tasks analyzed
Develop new software applications or customize existing applications to meet specific scientific project needs.
Communicate research results through conference presentations, scientific publications, or project reports.
Create novel computational approaches and analytical tools as required by research goals.
Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.
Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes.
Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.
Develop data models and databases.
Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.
Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.
Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases.
Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics.
Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination.
Improve user interfaces to bioinformatics software and databases.
Create or modify web-based bioinformatics tools.
Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement.
Recommend new systems and processes to improve operations.
Instruct others in the selection and use of bioinformatics tools.
Collaborate with software developers in the development and modification of commercial bioinformatics software.
Test new and updated bioinformatics tools and software.
Prepare summary statistics of information regarding human genomes.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Develop new software applications or customize existing applications to meet specific scientific project needs. | 65.22Observed | 53.1% | 8% | |
| Communicate research results through conference presentations, scientific publications, or project reports. | 63.02Observed | 40.2% | 6% | |
| Create novel computational approaches and analytical tools as required by research goals. | 55Estimated | 49.0% | 8% | |
| Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies. | 67.42Observed | 42.0% | 7% | |
| Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes. | 63.9Observed | 52.6% | 10% | |
| Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences. | 65Estimated | 53.0% | 5% | |
| Develop data models and databases. | 63.45Observed | 52.4% | 6% | |
| Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics. | 50.3Observed | 69.3% | 5% | |
| Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms. | 54.7Observed | 48.9% | 8% | |
| Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases. | 61.32Observed | 73.7% | 5% | |
| Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics. | 20Estimated | 23.0% | 5% | |
| Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination. | 55.65Observed | 49.3% | 5% | |
| Improve user interfaces to bioinformatics software and databases. | 70Estimated | 55.0% | 3% | |
| Create or modify web-based bioinformatics tools. | 56.65Observed | 49.7% | 4% | |
| Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement. | 54.4Observed | 36.8% | 3% | |
| Recommend new systems and processes to improve operations. | 68.6Observed | 54.4% | 2% | |
| Instruct others in the selection and use of bioinformatics tools. | 59.65Observed | 38.9% | 3% | |
| Collaborate with software developers in the development and modification of commercial bioinformatics software. | 35Estimated | 29.0% | 3% | |
| Test new and updated bioinformatics tools and software. | 45.45Observed | 67.4% | 2% | |
| Prepare summary statistics of information regarding human genomes. | 52.88Observed | 70.4% | 2% |
Protective Factors
Total protective discount: 33.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$93,330
per year
Mean Wage
$100,440
per year
Employment
60K
workers
Wage Range
$54,500 - $159,780
10th - 90th pct
Wage Distribution
Explore other career paths
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Bioinformatics Scientists professionals should diversify beyond them.
- 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.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
High reliance on Memorization 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.
- 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.
- Social Perceptiveness
Social Perceptiveness 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.
- 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.
- Active Learning
Active Learning 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 2 scoring runs
overall change