← Back to Careers
AI Comparison Verdict
Biologist appears more likely to be enhanced by AI tools, while Applied Research Scientist may face relatively more disruption or slower augmentation.
Science
Studies living organisms and their relationship to their environment.
View Full Profile →
Science
Applied Research Scientist roles investigate data, natural systems, materials, or research questions to produce useful evidence and technical insight.
View Full Profile →
Salary Comparison
| Metric |
Biologist |
Applied Research Scientist |
| Starting Salary |
$52,000 |
$206,962 |
| Year 5 Salary |
$78,000 |
$211,202 |
| Year 10 Salary |
$105,000 |
$215,442 |
| Top Salary |
$165,000 |
$270,191 |
AI Profile Comparison
Biologist
AI-Augmented
Automation Risk: 5.0/10
Human Value: 8.2/10
AI Leverage: 7.6/10
Based on 10 analyzed tasks
AI significantly accelerates genomic sequencing and protein folding analysis.
More likely automated
- Maintain laboratory records and protocols
- Analyze biological samples and data
Still requires human judgment
- Present findings to research teams
- Design and run experiments
Applied Research Scientist
AI-Augmented
Automation Risk: 0.0/10
Human Value: 0.0/10
AI Leverage: 0.0/10
Based on 5 analyzed tasks
AI may automate some routine research, documentation, analysis, or communication tasks in this career, but human judgment, context, quality review, and stakeholder communication remain important.
More likely automated
- Research job requirements and identify the most important tools and proof employers expect.
- Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment
- Research job requirements and identify the most important tools and proof employers expect.
- Create a portfolio-ready project or work sample that demonstrates practical ability.
Education Requirements
Biologist
Bachelor's degree requirement
Degree field requirement
Driver's license requirement
Master's degree requirement
Professional certification or license
Applied Research Scientist
Degree field requirement
Master's degree requirement
PhD requirement
Skills Comparison
Biologist
Core Skills
Engineering testing
Outdoor and field operations
Industry Knowledge
Biological sciences degree
California wildlife and vegetation
Commercial driving
Environmental consulting
First Aid and CPR
OSHA safety compliance
Math & Analysis
Data analysis
Systems & Software
ArcGIS Pro and ArcGIS Online
Bluebeam
Applied Research Scientist
AI & Automation
LLM Evaluation Automation
Automated Feedback Pipelines
Core Skills
Research Experiment Design
Model Evaluation Development
Benchmark Framework Design
Model Post Training
Research Pipeline Development
Multimodal System Research
Scientific Results Communication
Production Model Translation
Industry Knowledge
Foundation Model Research
Generative AI Evaluation
Alignment Research Methods
Responsible AI Practices
Math & Analysis
Statistical Analysis
Evaluation Reliability Analysis
Measurement Strategy Analysis
Model Quality Analysis
Systems & Software
Python Research Tooling
PyTorch Model Development
Hugging Face Transformers
JAX TensorFlow Workflows
Experiment Tracking Systems
Biologist Pivot Paths
Ecologist
Move into an adjacent field role focused on ecosystems species interactions and environmental impact studies.
Typical Salary: $70k-$105k
Skills Needed: field research, ecological analysis, reporting, data collection
Difficulty: Moderate
Applied Research Scientist Pivot Paths
Pivot paths coming soon.