Useful insights into financial modeling

Analyst presenting an eight-step investment process and three scenario bars on a whiteboard to portfolio managers

From Idea to Exit: How a Fundamental Investment Process Works

You have a buy-side case study due Friday, and the three-statement model already balances. The harder question comes in the interview: why is the market wrong about this stock, and what would make you sell it? A fundamental investment process answers both questions in a fixed order, from the first …

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Analyst at a desk reviewing a financial model and a flat stock chart, with a circled date on a desk calendar

Catalysts Matter: Why Being Right Is Not Enough in a Stock Pitch

Your DCF is done. The stock trades at $50, and your fair value is $70. Then the interviewer asks one question: what gets it there in the next twelve months? That question is about your stock pitch catalyst, and it decides more pitches than the valuation itself. A catalyst in …

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Financial analyst reviewing an Excel valuation model with a declining chart split into three scenario lines

When DCF Doesn’t Work: Valuing a Business After the Story Breaks

Your case is due in 72 hours. The DCF returns a negative equity value, and the comps show “NM” because EBITDA is negative. The terminal value carries nearly the whole valuation. This is when DCF doesn’t work the way the textbook suggested, and the reflex is to switch methods. A …

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Financial analyst at a desk reviewing a DCF spreadsheet in Excel next to a chart with two diverging lines

Variant Perception: Finding What the Market Is Getting Wrong

A hedge fund sends you a take-home case. You typically get about a week, sometimes only three days, and the instructions ask four questions: What is the consensus opinion? What is your variant perception? How do we get paid? How much do you make if you are right? Variant perception …

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