Models reach for an actuarial answer and fumble the long-tail math: a reserve that ignores development, mortality assumptions applied to the wrong cohort, discounting that quietly breaks the present value.
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Models write an equity note that sounds like the sell side and falls apart under a covering analyst's read: an estimate that ignores guidance, a target price with no bridge from the model, a thesis that forgets the last three quarters actually happened.
Reporting
AI
Accounting
+10
Reasoning
GAAP
English
Training
Make
Flexible
Financial Reporting
Technical Accounting
SEC Reporting
US GAAP
Hand a model a revenue arrangement and it writes a confident memo, then misapplies the ASC 606 steps, parks a lease in the wrong place under ASC 842, drops a required disclosure, and presents a non-GAAP measure the SEC would flag.
AI
Financial Planning
Tax
+10
Logic
Personal Finance
Management
Planning
English
Training
Make
Flexible
Wealth Management
Financial Advising
Models give financial advice that sounds reassuring and quietly ignores the client: a tax-blind withdrawal plan, an allocation that forgets the time horizon, an estate suggestion that would fall apart in probate.
Underwriting
Analysis
AI
+8
Reasoning
English
Training
Make
Flexible
Credit Analysis
Risk Management
Financial Statements
Models approve a borrower that any underwriter would flag: cash-flow coverage computed off the wrong line, covenants that don't bite, a rating that ignores where we are in the cycle. Someone has to find the default risk hiding in a clean-looking spread, and that someone is you.
Formatting
Logic
AI
+12
Planning
Forecasting
Management
Reporting
Analysis
Finance
Budgeting & Forecasting
Modeling
Reasoning
English
Training
Make
Ask a model to build a forecast and it returns a clean-looking model whose drivers do not connect, whose assumptions defy the business, and whose variance bridge does not tie to actuals. The formatting is immaculate; the logic leaks.
LBO
IRR
Make
+10
Management
Modeling
Mechanics
English
Training
AI
Flexible
Private Equity
Due Diligence
LBO Modeling
Models build an LBO that returns a tidy IRR and skip the parts that make or break a deal: a debt schedule that ignores the covenants, an entry multiple with no exit story, diligence that takes management's projections at face value.
Audit
AI
Assurance
+11
Accounting
CPA
Procedures
Reasoning
Tax
GAAP
English
Training
Make
Flexible
Public Accounting
A model will design an audit approach that reads well and would never survive review: a sample that tests the wrong assertion, a control it calls effective without evidence, a materiality call set where it is convenient.
Analysis
Valuation
Mechanics
+10
AI
DCF
Economics
English
Training
Make
Flexible
Precedent Transactions
Investment Banking
Professional Experience
Models write a pitch deck's worth of confident deal analysis and miss what a deal team lives on: a comps set stuffed with the wrong peers, an accretion/dilution model that ignores the financing, a synergy number pulled from thin air.
Audit
Management
AI
+12
Procedures
Assurance
Planning
Testing
Reasoning
SOX
Compliance
English
Training
Make
Flexible
Internal Controls
Ask a model to plan an audit and it produces a tidy program, then sets materiality by feel, accepts a management assertion as if it were evidence, and designs a sample that would never support the conclusion it draws. Professional skepticism is exactly what it lacks.
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.
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.
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.
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.
AI
Interviewing
Communication
+12
Reasoning
Analysis
Consistency
Negotiation
Training
Interpretation
Writing
English
Precision
Annotation
Verbal communication
Communication Skills
Role Title: Human Intelligence Collector Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred.
Finance
AI
Annotation
+12
Training
Accuracy
Logic
Economics
Modeling
Consistency
Communication
Artificial Intelligence
Investment Banking
Corporate Development
Corporate Finance
Financial Modeling
We're hiring finance experts to evaluate AI-generated outputs related to transaction finance. Our goal is to improve how artificial intelligence processes complex financial data and structures transaction-related information.
Management
AI
Accuracy
+12
Consulting
Analysis
Strategic Thinking
Logic
Operations
Communication
AI Output Evaluation
Artificial Intelligence
Management Consulting
Financial Analysis
Business Strategy
Written Feedback
We are running a paid study on the quality and accuracy of artificial intelligence models tailored for the management consulting industry. By having domain experts review the generated text, we can better understand where the models succeed and where they lack strategic depth.
AI
Insurance
Reasoning
+12
Litigation
Strategic Thinking
Rubrics
Analysis
Research
Onboarding
Calibration
Management
Litigation Strategy
Policy analysis
Written Feedback
Professional Experience
We are partnering with a leading AI lab to train frontier models on high-quality insurance reasoning data. We're hiring Complex Claims and Coverage Directors to design high-severity and coverage-sensitive claim scenarios, evaluate model outputs against established senior claims…
Reinsurance
AI
Insurance
+12
Reasoning
Governance
Rubrics
Accuracy
Logic
Research
Onboarding
Calibration
Reporting
Underwriting
Audit
Written Feedback
We are partnering with a leading AI lab to train frontier models on high-quality insurance reasoning data. We're hiring Reinsurance and Program Business Specialists to design realistic risk-transfer and delegated-authority scenarios, evaluate model outputs against established…
AI
Insurance
Reasoning
+12
Forecasting
Portfolio Management
Consulting
Segmentation
Diagnostics
Management
Rubrics
Accuracy
Interpretation
Communication
Mathematics
Research
We are partnering with a leading AI lab to train frontier models on high-quality insurance reasoning data. We're hiring P&C Actuaries and Portfolio Risk Managers to design realistic pricing, reserving, forecasting, and portfolio-management scenarios, evaluate model outputs…
AI
Insurance
Reasoning
+12
Underwriting
Analysis
Illustration
Rubrics
Accuracy
Tax
Research
Onboarding
Calibration
Mechanics
Communication
CFP
We are partnering with a leading AI lab to train frontier models on high-quality insurance reasoning data. We're hiring Life & Annuity Specialists to design realistic advisory, underwriting and policy-service scenarios, evaluate model outputs against established industry…