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AI Comparison Verdict
Ichthyologist appears more likely to be enhanced by AI tools, while Applied Research Scientist may face relatively more disruption or slower augmentation.
Science
Applied Research Scientist roles investigate data, natural systems, materials, or research questions to produce useful evidence and technical insight.
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Salary Comparison
| Metric |
Ichthyologist |
Applied Research Scientist |
| Starting Salary |
$45,000 |
$206,962 |
| Year 5 Salary |
$62,000 |
$211,202 |
| Year 10 Salary |
$80,000 |
$215,442 |
| Top Salary |
$115,000 |
$270,191 |
AI Profile Comparison
Ichthyologist
AI-Resilient
Automation Risk: 4.0/10
Human Value: 9.2/10
AI Leverage: 5.2/10
Based on 5 analyzed tasks
AI-powered cameras help count fish and monitor coral reefs.
More likely automated
- Prepare scientific reports or publications
- Study fish populations and behavior
Still requires human judgment
- Study fish populations and behavior
- Advise on fisheries or habitat protection
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
Ichthyologist
Bachelor's degree requirement
Degree field requirement
Applied Research Scientist
Degree field requirement
Master's degree requirement
PhD requirement
Skills Comparison
Ichthyologist
Core Skills
Agricultural sampling
Curriculum development
Power tools and hand tools operation
Technical writing
Industry Knowledge
Environmental consulting
Fisheries management
Math & Analysis
Data analysis
Statistical programming
Systems & Software
Backend API development
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
Ichthyologist Pivot Paths
Fisheries Biologist
Move into an adjacent field science role assessing fish stocks, aquatic systems, and management needs for agencies or consulting teams. It is a practical transition from species focused study.
Typical Salary: $85000-$125000
Skills Needed: fisheries assessment, field surveys, reporting, aquatic ecology
Difficulty: Easy
Applied Research Scientist Pivot Paths
Pivot paths coming soon.