Investment Banking Expert

What you would do

• Build financial models and LBO analyses from filing sets to establish grading standards
• Evaluate AI-generated comparable company analysis and precedent transaction selections for accuracy
• Grade AI-drafted CIM sections and pitch materials against managing director presentation standards
• Write clear rubrics and rationales explaining why AI financial analysis and materials succeed or fail
• Create reference answers demonstrating correct financial modeling judgment and deal reasoning

Who they want

• Track record building financial models, valuing companies, or managing transactions at investment banks or private equity firms
• Demonstrated ability to build accurate financial models and conduct valuations from actual company filings
• Clear written communication skill - most evaluation work involves explaining detailed financial reasoning in writing
• Openness to undefined requirements and proactive identification of unclear specifications or boundary conditions
• Recent hands-on modeling and transaction work; institutional reputation is secondary to your direct involvement in building analyses and creating content

Main skills

What the interview asks about

1. 1.Financial Model Construction

   Investment bankers must recognize whether AI properly constructs financial models with correct mechanics, realistic assumptions, and appropriate valuation methods, ensuring trained models learn proper analytical discipline.

   For example: “An AI three-statement model uses annual revenue growth of 15% perpetually with no scaling assumptions. How would you identify this as unrealistic and explain what proper assumption-building looks like?”

2. 2.Comparable Company Selection

   Valuation accuracy depends on selecting appropriate comparable companies with proper adjustments; bankers catch when AI picks peers that don't match deal company profile or uses inappropriate multiples.

   For example: “An AI comps analysis for a mid-market software distributor includes publicly traded mega-cap cloud platforms and small-cap resellers. How would you evaluate peer selection and explain the right comparison set?”

3. 3.LBO Sensitivity and Feasibility

   Successful leveraged buyouts require models that properly stress returns across interest rate and execution scenarios; experts evaluate whether AI understands how capital structure affects equity returns and deal viability.

   For example: “An AI LBO model shows identical IRRs across 4.5x and 6.0x leverage scenarios with different exit multiples. How would you identify this as mechanically incorrect and explain the proper relationship?”

4. 4.Valuation Multiple Judgment

   Professional valuation work involves judgment about appropriate multiple ranges given market conditions and company-specific factors; experts catch when AI applies multiples mechanically without context.

   For example: “An AI valuation assigns a 12x EV/EBITDA multiple to a declining-revenue software company when the market comp average is 8x and range is 6-9x. How would you evaluate this multiple selection decision?”

5. 5.CIM and Pitch Material Quality

   Investment banking deliverables must tell a compelling deal story with accurate supporting analysis and persuasive but honest narrative; experts grade AI-generated marketing materials against professional banking standards.

   For example: “An AI-drafted CIM investment highlights section emphasizes market opportunity with strong numbers but omits regulatory risks and competitive threats that a real MD would surface. How would you evaluate this completeness?”

A task you may get

Provide an AI three-statement model and LBO analysis for a sample company filing. Identify two modeling errors or unrealistic assumptions, explain why each fails banking standards, and show the correct version.

How to prepare

• Review recent M&A announcements and think through how you would model and value those deals
• Prepare a real three-statement and LBO model to refresh your modeling speed and judgment assumptions
• Gather 3-4 sample CIM sections or pitch materials from recent deals and evaluate their persuasiveness and accuracy
• Draft a brief sample of your financial writing demonstrating clear explanation of complex modeling or valuation concepts

The facts

Pay

$100–130/hr

Hours

Part time, 40 hours a week

Where

Remote

Field

Finance

Role type

Talent network

Posted

9/15/2026

We wrote this page from the public Mercor listing. It may be out of date, so read the full posting before you apply.