Models can scaffold a whole app in one shot: front end, API, and database, all of it looking right. Then the state goes stale, the endpoint leaks data, and the migration bricks production.
Curated remote opportunities
Remote AI & Data Training Jobs in Europe 2026
2972 remote jobs open to candidates in Europe in AI & Data Training. Updated daily.
Accounting
Reconciliations
AI
+11
Bookkeeping
Reporting
Tax
Reasoning
CPA
Training
English
Make
Flexible
Journal Entries
Financial Reporting
Models produce confident accounting answers that fail on the details: misapplied standards, broken reconciliations, and journal entries that don't balance.
Healthcare
Compliance
HIPAA
+11
Authorization
AI
Reasoning
English
Training
Make
Flexible
Healthcare Compliance
Regulatory Compliance
Compliance Review
HIPAA Compliance
A model will answer a compliance question with confidence and still point you toward a HIPAA violation: a disclosure with no authorization, a retention rule from the wrong state, a Stark or anti-kickback trap it never sees.
Reasoning
Training
Dynamics
+12
Machine Learning
Debugging
AI
MLOps
Python
PyTorch
JAX
English
Make
Flexible
Data Pipelines
ML Systems
Models are surprisingly bad at reasoning about themselves: training dynamics, evaluation design, data pipelines, and deployment trade-offs. Plausible-sounding ML advice is often subtly wrong.
APIs
Reasoning
Modeling
+12
Contracts
Consistency
Open Source
Databases
Concurrency
Python
Go
Java
Rust
English
Training
Make
Models write backend code that passes the happy-path test and falls over on everything else: the race condition under load, the N+1 that melts the database, the API contract that breaks every client the day you change it.
DevOps
Infrastructure
Reasoning
+11
Infrastructure as Code
Operations
Automation
Terraform
Kubernetes
Docker
English
Training
Make
AI
Flexible
A model will hand you a pipeline and an infrastructure change that apply cleanly and quietly leave a security group open to the world, a state file that will corrupt on the next run, and a rollback path that does not exist. In production those mistakes page someone at 3am.
Accessibility
Reasoning
Management
+11
Rendering
Open Source
CSS
React
TypeScript
English
Training
Make
AI
Flexible
State Management
Models ship UI that renders in the demo and breaks everywhere else: state that desyncs on the second render, an accessibility tree no screen reader can follow, a layout that collapses the moment real content arrives.
Healthcare
Operations
Insurance
+10
AI
Compliance
Reasoning
English
Training
Make
Flexible
Healthcare Operations
Healthcare Billing
Healthcare Administration
Models struggle with the practical side of healthcare: billing codes, insurance workflows, scheduling, and the administrative details that keep clinics running.
AI
Valuation
Waves
+11
Management
Asset Management
Research
Analysis
English
Training
Make
Flexible
Hedge Fund
Portfolio Management
Security Analysis
Models can recommend a portfolio that reads well and quietly breaks every rule that matters: concentrated bets dressed as diversification, a Sharpe ratio computed on overlapping exposures, position sizing that ignores liquidity and drawdown.
Finance
AI
Reasoning
+12
Analysis
Modeling
Research
Mathematics
Probability
Statistics
English
Training
Make
Flexible
Financial Reasoning
Quantitative Reasoning
Models handle textbook finance fine and fall apart on the real thing: mispriced risk, subtly wrong derivations, and models that ignore market microstructure.
Triage
Teaching
AI
+11
Reasoning
Nursing
Education
English
Training
Make
Flexible
Medication Safety
Patient Education
Clinical Reasoning
Nurse Practitioner
Models sound confident and still get bedside care wrong: a dose no nurse would give, a triage order that buries the sickest patient, discharge teaching that misses the one thing keeping someone safe at home. The distance between textbook care and real care is where you work.
Contraindications
AI
Reasoning
+10
Diagnosis
Planning
Communication
English
Training
Make
Flexible
Clinical Reasoning
Differential Diagnosis
Treatment Planning
Medical questions are where model mistakes matter most: outdated guidance, missed contraindications, and confident answers that no clinician would sign off on.
Training
AI
Reasoning
+9
Diagnosis
Contraindications
English
Make
Flexible
Clinical Reasoning
Patient Safety
Safety Review
Clinical Practice
Models answer health questions in a confident, authoritative voice and still get the clinical details wrong: a contraindication they skip, guidance that ignores comorbidities, advice that is textbook-correct and wrong for a real patient.
Paralegal
Litigation
AI
+9
Research
Reasoning
English
Training
Make
Flexible
Legal Research
Document review
Citation Checking
A model will draft a cite-check that looks airtight and still miss that the case was overruled, point to the wrong treatment, and quietly invent a pin cite. In litigation those errors do not stay small. Catching them before they reach a filing is exactly what a paralegal does.
Analysis
AI
Reasoning
+11
Contracts
JD
Research
Writing
English
Training
Make
Flexible
Legal Research
Legal Reasoning
Case Analysis
Models produce fluent legal analysis that is often subtly wrong: invented citations, misapplied precedent, and jurisdictional confusion. A plausible wrong answer in law has real consequences.
Analysis
AI
Reasoning
+11
Contracts
JD
Research
Writing
English
Training
Make
Flexible
Legal Research
Legal Reasoning
Case Analysis
Models produce fluent legal analysis that is often subtly wrong: invented citations, misapplied precedent, and jurisdictional confusion. A plausible wrong answer in law has real consequences.
Economics
AI
GAAP
+10
Reasoning
Accounting
Controllership
English
Training
Make
Flexible
General Ledger
Month-End Close
Corporate Accounting
Ask a model to close the books and it produces entries that foot perfectly and still misstate the result: a lease booked the old way, revenue recognized a quarter early, an intercompany elimination that never happened.
Ask a model a tax question and it answers with authority, then applies a code section that changed last year, misses a phaseout, treats an S corp like a partnership, and forgets that state rules diverge from federal. The number lands confidently wrong.
Finance
Mechanics
Logic
+12
Valuation
Accounting
DCF
Reasoning
Analysis
Modeling
English
Training
Make
AI
Flexible
Strategic Finance
Models can build a three-statement model that looks clean and still get the mechanics wrong: a balance sheet that doesn't balance, working capital that flows the wrong way, a circular reference silently zeroed out.
Analysis
Statistics
Reasoning
+12
Analytics
Research
Python
SQL
English
Training
Make
AI
Flexible
Data Analysis
Industry Research
Independent Work
The newest models can spin up a full analysis in minutes — load the data, pick a method, produce charts and a confident conclusion. Someone has to check whether the statistics actually hold up, and that someone is you.
Engineering
FAR
AI
+12
Reasoning
DevOps
Open Source
Python
C++
Rust
Go
JavaScript
English
Training
Make
Flexible
The newest models can vibe-code a whole feature in minutes. Someone has to check whether that code actually works, and that someone is you.
Research
Engineering
Command Line
+12
Geophysics
Geology
AI
Python
Shell Scripting
Analysis
Modeling
Forecasting
Transformations
Accuracy
Metadata
Hydrology
We are seeking Earth Sciences experts to develop realistic, terminal-based scientific tasks for Terminal Bench Science. You will create computational workflows involving environmental data, climate systems, atmospheric processes, geophysics, oceanography, geology, and related…
Research
Engineering
AI
+12
Modeling
Simulation
Optimization
Debugging
Robotics
Command Line
Geometry
Python
C++
MATLAB
Shell Scripting
Analysis
We are staffing a frontier AI initiative that requires strong Engineering experts to develop realistic, terminal-based scientific and technical tasks used to train and evaluate AI agents.
Operations
Reporting
AI
+12
Accuracy
Alignment
Procedures
Microsoft Teams
Leadership
Training
Management
Communication
Subject Matter Expertise
Written Feedback
Information Synthesis
AI Training
micro1 is engaging Military Operations & Reporting SMEs to collaborate on a customer's project, leveraging deep subject matter expertise in military operations, staff processes, and recurring reporting.