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Bullpen Talent

Financial Modeler

Posted 5 months ago
5-10 years experience
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AI Summary

Build complex financial models from scratch in Excel to train AI systems on professional financial decision-making. Review and debug existing models to identify logic errors and translate real-world financial thinking into structured outputs.

Role: Contract Financial Modeler (Excel)

Hours: 15–40 hours/week · Flexible, asynchronous work.


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This is a hands-on Excel financial modeling role. Build models from scratch (LBO, credit, ABL, ABS, or risk).
Not FP&A, reporting, dashboards, or BI tools.
If you are not a strong Excel model builder, this will not be a fit.
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Overview

We are partnering with a U.S.-based technology company building advanced AI systems focused on financial modeling and decision-making.

The goal is to train AI to think like real financial professionals — how models are built from scratch, how assumptions are structured, and how decisions are made using financial models.

This is a hands-on modeling role. You will be expected to build detailed financial models in Excel and clearly explain your logic.

This is not a strategy, reporting, or BI role.


What This Role Is (and Is Not)

This role IS:

  • Building financial models from a blank spreadsheet

  • Structuring assumptions and drivers

  • Linking full model logic (cash flow, debt, returns, scenarios)

  • Explaining why a model works, not just producing outputs

This role is NOT:

  • Dashboards, reporting, or data visualization

  • Reviewing credit applications without modeling

  • High-level strategy without hands-on modeling

  • Using AI tools to generate models


Areas We Are Hiring For

You must have strong, hands-on modeling experience in at least one of the following areas:


(1) Credit & Lending Models

  • Built 3-statement borrower models

  • Cash flow-based lending and debt sizing

  • Covenant modeling (DSCR, leverage, coverage ratios)

  • Loan structuring and scenario analysis

(2) Private Equity (LBO Modeling)

  • Built full LBO models from scratch

  • Sources & uses, debt schedules, returns (IRR/MOIC)

  • Operating models with sensitivities and exit scenarios

(3) Asset-Based Lending (ABL)

  • Built borrowing base models (AR, inventory)

  • Advance rates, eligibility, dilution

  • Collateral-driven lending structures

(4) Structured Finance / Asset-Backed Securities (ABS)

  • Built cash flow waterfall models

  • Tranching, credit enhancement, loss assumptions

  • Prepayment/default scenario modeling

(5) Risk & Portfolio Modeling

  • Built scenario and stress-testing models

  • Loss modeling (default, recovery, exposure)

  • Portfolio-level analysis driven by model outputs


What You’ll Do

  • Build financial models from scratch in Excel across different use cases

  • Review and debug models built by others

  • Identify incorrect assumptions, broken logic, and risks

  • Analyze relationships across cash flow, debt, and returns

  • Clearly explain financial logic and decision-making

  • Translate real-world financial thinking into structured outputs


What Makes a Strong Candidate

  • 2–10 years of experience in finance roles with heavy modeling exposure

  • Proven ability to build models from a blank spreadsheet (no templates)

  • Experience building decision-driving models (not just outputs or summaries)

  • Strong understanding of how models are used in real financial decisions

  • High attention to detail and model accuracy

  • Strong communication skills (English required)


Not a Fit If

  • Your experience is primarily:

    • Investment banking pitch decks or valuation comps

    • FP&A reporting or budgeting only

    • Credit review without building models

    • Dashboards, BI tools, or analytics workflows

  • You have not built full financial models yourself

  • You rely on templates, tools, or AI to generate models

  • You are not comfortable explaining your work in detail


Interview Process (Important)

To ensure skills, all candidates will complete a ~3-hour take-home Excel modeling exercise.

  • The exercise is designed to reflect real-world modeling work

  • It must be completed independently in Excel

  • Candidates who are hired will be paid for this exercise

Please only apply if you meet the criteria above.

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