Resources

Articles and case studies on financial modeling and valuation.

Why Most Financial Models Have Errors (And How to Fix It)
Research consistently shows that the vast majority of spreadsheets contain errors. Financial models are no exception. Here's what the data says and what you can do about it.
How AI Is Changing Equity Research in 2026
AI is reshaping equity research — from financial modeling to filing analysis to idea generation. Here's what's actually changing, what isn't, and what the data shows.
The Hidden Cost of Manual Financial Modeling
Manual financial modeling isn't just slow — it introduces errors, limits coverage, and forces analysts to spend most of their time on work that doesn't require their expertise.
Excel vs AI for Financial Modeling: When to Use Each
Excel has been the standard for financial modeling for decades. AI tools are changing the workflow. Here's an honest comparison of when each approach makes sense.
What Are the Best Financial Modeling Tools for Equity Analysts in 2026?
A comparison of financial modeling tools available to equity analysts in 2026 — from Bloomberg and Capital IQ to AI-native platforms built around SEC data.
10-K vs 10-Q: What Analysts Need to Know
The 10-K and 10-Q are the two most important SEC filings for financial modeling. Here's what each contains, how they differ, and which data points to pull from each.
How Do You Read a 10-K for Financial Modeling?
A practical guide to navigating an SEC 10-K filing and extracting the financial data you need to build a financial model — including which sections matter most.
How to Automate Three-Statement Financial Models
Three-statement models are the foundation of financial analysis. Here's how automation changes the way they're built, updated, and maintained — and what still requires human judgment.
Why Does Real Data Matter When Using AI for Financial Modeling?
AI can build financial models from natural language instructions — but only if it's working with real, verified data. Hallucinated financials are worse than no model at all.
How Much Time Do Financial Analysts Spend Building Models?
Research consistently shows financial analysts spend the majority of their time on data gathering and model maintenance, not analysis. Here's the data and what it means.
How to Build a DCF Model from SEC Filings
A step-by-step guide to building a discounted cash flow model using SEC 10-K and 10-Q data, including which line items to use and how to structure projections.
What Is Automated Financial Modeling?
Automated financial modeling uses AI to build and edit financial models from SEC data using natural language. Here's how it works and why it's changing how analysts work.
What Is a Three-Statement Financial Model?
A three-statement financial model links the income statement, balance sheet, and cash flow statement into one integrated spreadsheet. Here's what it is, how it works, and why it matters.