Guide

You do not need to become an equity analyst. You need a reading order, a SaaS glossary, and the ability to spot when growth is healthy versus when it is bought with dilution and hope. This builds on P&L basics, cash flow, and SaaS metrics.

You are not valuing the stock for a portfolio. You are judging whether the company can keep paying you, invest in the product, and make your equity meaningful.

Ask: runway and cash generation; gross margin trend; S&M vs R&D mix; dilution from SBC and fundraising; customer concentration (one customer at 25% of revenue is existential); moat clues in NRR, multi-year RPO, and large-customer growth.

Impressive revenue growth with worsening cash burn, rising share count, and silent disappearance of NRR disclosure is a pattern to respect. Growth is not the same as a healthy business.

Private companies

Most engineers evaluate private employers. You will not get EDGAR, but the same questions translate:

  • ARR (or run-rate revenue), growth rate, gross margin
  • NRR or at least gross retention — even a range
  • Months of runway at current burn; whether a raise is in process
  • Customer concentration (top customer %)
  • Headcount plan for the next two quarters

Good companies answer crisply. Vague handwaving about "crushing it" without numbers is itself data. For late-stage private companies, ask whether they share a board-deck metrics page with candidates under NDA — increasingly common for senior hires.

Interview angle: "How would you assess whether Company X is healthy?" Walk the reading order and name SaaS metrics you would demand definitions for. Practice on one 10-K per quarter until the loop is muscle memory.

Concepts in this section

StepConceptWhat it answers
1How to read SEC filingsWhich form, and in what order?
2GAAP vs non-GAAPWhat did they add back, and what did share count do?
3SaaS metrics in filingsWhere are NRR and RPO, and how are they defined?
4Reading an S-1What does a usage-business prospectus highlight?

Common mistakes

  • Reading 250 pages in order. Start with the business and the metrics box.
  • Trusting non-GAAP profit without SBC and cash.
  • Skipping definitions on NRR and RPO.
  • Evaluating a private employer on vibes. Ask for ARR, NRR, margin, and runway.

Key takeaways

  • Use EDGAR: S-1 for the IPO story, 10-K annually, 10-Q quarterly, 8-K for events.
  • Read business → key metrics → MD&A → statements → footnotes → risks.
  • Treat non-GAAP as commentary; reconcile to GAAP and cash; track SBC dilution.
  • Engineers use filings to judge runway, investment capacity, dilution, and whether the product has real pull.
  • Private companies get the same questions without the PDF.

Further learning

How To Read An Annual Report (10-K)Hamish Hodder
SEC EDGAR full-text searchSEC.gov | EDGAR Full Text Searchsec.gov Clouded Judgement (Jamin Ball)Weekly data driven analysis of AI and software companies. Click to read Clouded Judgement, by Jamin Ball, a Substack publication with tens of thousands of subscribers.cloudedjudgement.substack.com Snowflake IPO prospectus (424B4) on EDGARDocumentsec.gov SEC — How to Read a 10-K (investor.gov)An investor can find a wealth of information in a company’s Form 10-K. Filed annually, the 10-K offers a detailed picture of what the company does, and the risks it faces. It also includes the company’s financial repo…investor.gov