How to Improve Your Financial Modeling Skills for PE and Hedge Funds
- Peak Frameworks Team
- Jul 29
- 7 min read
If you're interested in breaking into finance, check out our Private Equity Course and Investment Banking Course, which help thousands of candidates land top jobs every year.
Financial modeling skills separate candidates who pass private equity and hedge fund interviews from those who stall.
A polished resume gets you in the room. A model you can build and defend, under time pressure and pointed questions, gets you the offer, and keeps you credible once you start the job.
The good news: most of the raw material you need to practice is free and public. You do not need a Bloomberg terminal or a mentor at a mega fund. You need a method for working through real disclosures, a habit of rebuilding what you read, and a way to check your work against how professionals actually invest.
This guide walks through how to improve your financial modeling skills using public information, then covers when a structured course is worth the time.
Why Public Information Is Enough to Start
Public companies disclose more than most students realize. The same filings that analysts at hedge funds and the diligence teams at private equity firms read every day sit on free government databases. The U.S. Securities and Exchange Commission (SEC) hosts them all on EDGAR, its full-text-searchable archive of filings going back to 1993.
The gap between a beginner and a competent modeler is rarely access to data. It is the discipline to read a filing closely, pull the right numbers, and rebuild the financials yourself. That skill compounds. Each model you build from scratch makes the next one faster and sharper.
Takeaway: Treat public filings as your practice gym. The reps are free; the discipline is on you.
Read Public Company Filings Like an Analyst
Start with the filings that carry the most signal. Each one teaches a different part of the modeling workflow.
10-K (annual report): The foundation. It contains audited financial statements, the management discussion and analysis (MD&A), segment data, and risk factors. Use it to build the historical three-statement model (income statement, balance sheet, and cash flow statement) that every other analysis sits on top of.
10-Q (quarterly report): Updates the financials between annual reports. Use it to track how a company is trending within the year and to test your assumptions against recent results.
8-K (current report): Discloses material events such as acquisitions, executive changes, and earnings releases. Use it to understand what moves a stock or changes a thesis.
Proxy statement (DEF 14A): Details executive compensation, governance, and shareholder proposals. Use it to understand incentives, which matter enormously in private equity and activist situations.
A practical drill: pick one company you find interesting and pull its last three 10-Ks. Build a historical model from the raw statements rather than downloading a pre-built template. You will hit messy line items such as restructuring charges, stock-based compensation, and one-time gains that force you to decide what is recurring and what is noise. That judgment is exactly what interviewers test.
Takeaway: Build your first three-statement model from a real 10-K, not a template. The mess is the lesson.
Study Activist Investor Presentations for the Thesis
Filings give you the numbers. Activist investor presentations give you the argument.
When a fund like Pershing Square, Elliott Management, Starboard Value, or Trian Partners takes a position and pushes for change, it often publishes a detailed slide deck laying out the investment thesis. These decks walk through the business, the valuation, the catalysts, and the projected upside, the same structure you will be asked to produce in a stock pitch or a paper LBO.
For example, Pershing Square's 2024 annual investor presentation lays out positions company by company, with the firm's own views built on publicly available information. Reading a deck like this teaches you how a professional frames a thesis: what they emphasize, what assumptions drive the valuation, and how they connect operating improvements to a target price.
Use these presentations two ways:
Reverse-engineer the model. Take the activist's projections and rebuild them in Excel. Can you reproduce their valuation from public filings? Where did they make aggressive assumptions?
Pressure-test the thesis. Write down where you agree and disagree. This is the muscle a hedge fund interview demands: an opinion, defended with numbers.
Takeaway: Activist decks are free worked examples of the exact deliverable interviews ask for. Rebuild one in Excel.
Use Press Releases and Earnings Materials for Live Practice
Press releases and earnings materials let you practice in close to real time.
Most public companies publish quarterly earnings press releases, investor presentations, and supplemental data on the investor relations section of their websites, often the same day they file with the SEC. These materials summarize results, give forward guidance, and frame management's narrative.
Try this routine around an earnings date:
Before the release, build a simple model projecting the quarter from prior trends.
Read the press release and earnings call transcript when they drop.
Update your model with actual results and compare them to your projection.
Ask why you were off. Was it a demand assumption, a margin call, or a one-time item?
This loop trains the instinct that separates strong candidates: an ability to connect a number on a page to the operating reality behind it. Over a few quarters, you stop seeing a model as a spreadsheet and start seeing it as a story you can test.
Takeaway: Project a quarter, then check yourself against the actual release. The gap between forecast and result is where you learn.
Build Models From Scratch, Repeatedly
Reading teaches recognition. Building teaches skill. The single highest-return habit for improving your financial modeling is to build complete models from public information, then build them again.
A progression that works for private equity and hedge fund preparation:
Three-statement model. Project the income statement, balance sheet, and cash flow statement for a real company off its 10-K. Get the statements to link and balance.
Discounted cash flow (DCF). Layer a valuation on top. Forecast unlevered free cash flow, discount it at a weighted average cost of capital, and sanity-check the output against the market price.
Leveraged buyout (LBO). Model an acquisition financed with debt, build the debt schedule, and solve for the internal rate of return (IRR). This is the core skill for private equity. A paper LBO, a simplified version you can do on paper in minutes, is a common interview test, so practice both the full model and the mental-math version.
Stock pitch model. For hedge fund roles, build a model that supports a buy or sell recommendation, with clear catalysts and a defined risk-reward.
Do each one in Excel without macros at first. Speed and clean formatting come later; correct mechanics come first.
Takeaway: Move from three-statement to DCF to LBO to stock pitch. Rebuild each at least twice; the second pass is where speed develops.
When a Structured Course Accelerates the Process
Self-study with public filings works, but it has two weaknesses: you do not always know when your model is wrong, and you lack a clear sequence. A structured course solves both by giving you a curriculum, worked examples, and answer keys to check against.
At Peak Frameworks, we built our courses around the same materials and workflows firms use to evaluate candidates:
The Private Equity Course covers LBO modeling, debt schedules, and returns analysis, with step-by-step video walkthroughs and recruiting-specific preparation.
The Hedge Fund Course focuses on stock pitches, investment memos, and public company models, the deliverables a hedge fund interview demands.
The Investment Banking Course builds the foundation: three-statement modeling, valuation, and accounting principles.
The Valuation & Finance Course walks through DCF analysis and core valuation methods for those starting from fundamentals.
Other providers, including Wall Street Prep, Training The Street, and Corporate Finance Institute, offer modeling programs as well. The right choice depends on your goal: choose recruiting-focused, case-based prep if you are targeting buy-side roles, and broad certification programs if you need general coverage.
A course is not a substitute for building models from public data. It is a faster path to knowing whether you are building them correctly.
Takeaway: Use a course for sequence and feedback; keep practicing on real filings to build judgment.
A 30-Day Practice Plan
Pull this together into a routine you can run for a month:
Week 1: Pick one company. Build a three-statement model from its latest 10-K.
Week 2: Add a DCF valuation. Compare your implied value to the current share price and explain the gap.
Week 3: Find an activist presentation or build an LBO on a target. Rebuild the returns math in Excel.
Week 4: Write a one-page stock pitch or investment memo, supported by your model, and defend it out loud as if in an interview.
Repeat with a second company. By the end, you will have built the full range of models that private equity and hedge fund interviews test, from public information alone.
Frequently Asked Questions
Where Can I Find Public Company Filings for Free?
The SEC's EDGAR database is the free, official source for U.S. public company filings, including 10-Ks, 10-Qs, 8-Ks, and proxy statements going back to 1993. You can also find the same documents, plus earnings presentations, on the investor relations page of most companies' websites.
What Financial Model Should I Learn First for Private Equity?
Start with the three-statement model, because every other analysis builds on it. Once your income statement, balance sheet, and cash flow statement link and balance, move to a DCF and then an LBO model, which is the core skill private equity interviews test.
Are Activist Investor Presentations Useful for Interview Prep?
Yes, they are free worked examples of an investment thesis. Funds like Pershing Square and Elliott Management publish detailed decks that walk through valuation, catalysts, and projected returns, which mirrors the structure of a stock pitch. Rebuilding their analysis in Excel is strong practice.
Can I Learn Financial Modeling Without a Course?
You can build real competence from public filings alone, especially if you rebuild models repeatedly and check your assumptions against actual results. A structured course mainly adds a clear sequence and answer keys, which shorten the time it takes to know whether your model is correct.
Ready to turn public-filing practice into interview-ready models? Explore the Private Equity Course and follow a proven sequence from three-statement modeling to LBOs.
