Evaluating Investments

Not all investments are created equal, and knowing how to evaluate them is what separates informed investors from hopeful ones. These articles walk through the frameworks and metrics used to assess stocks, bonds, funds, and other assets — from P/E ratios and credit ratings to expense ratios and risk-adjusted returns.

Illustration for: Scenario Analysis for Revenue Drivers. Scenario analysis quantifies revenue uncertainty with probability-weighted outco...

Scenario Analysis for Revenue Drivers

Single-point revenue forecasts miss by 25% on average. Scenario analysis decomposes revenue into 3-5 explicit drivers, assigns probability-weighted bear/base/bull outcomes, and models driver correlations -- cutting valuation error by 23% and narrowing confidence intervals by 40%.

intermediate2025-12-28
Illustration for: Cash Flow Statement Signals Investors Should Watch. Cash flow statements reveal earnings quality and liquidity risks. Learn the 4-me...

Cash Flow Statement Signals Investors Should Watch

Enriched: added TL;DR and 2 KEY INSIGHT callouts, 2 IMAGE placeholders, inline-linked all 7 citations to primary sources with full researcher names, rewrote opening hook in active voice, removed formulaic lead-ins and boilerplate, tightened paragraphs to 3-5 sentences, preserved all worked examples and ratio thresholds

intermediate2025-12-25
Illustration for: Documenting a Thesis and Monitoring Triggers. Thesis documentation and trigger monitoring prevent emotional decision-making. L...

Documenting a Thesis and Monitoring Triggers

Most investors can tell you why they bought a stock. Almost none can show you the written record proving it. The result: positions drift from their original rationale, kill criteria never get defin...

intermediate2025-08-01
Illustration for: Growth Metrics: Revenue CAGR, Same-Store Sales. Growth metrics reveal demand sustainability and competitive positioning. Learn t...

Growth Metrics: Revenue CAGR, Same-Store Sales

Investors routinely overpay for growth — or miss it entirely — because they confuse total revenue increases with sustainable expansion. A company reports "record revenue" while its existing locatio...

intermediate2025-08-05
Illustration for: Using 10-Ks, 10-Qs, and 8-Ks Effectively. SEC filings contain quantifiable signals that predict returns. Learn the 3-filin...

Using 10-Ks, 10-Qs, and 8-Ks Effectively

Most investors buy stocks based on earnings headlines, analyst ratings, or what's trending on social media—then wonder why they're blindsided by restatements, impairments, and executive departures ...

intermediate2025-08-05
Illustration for: Analyzing Expense Ratios and Fund Costs. Expense ratios compound into significant wealth destruction over time. Learn the...

Analyzing Expense Ratios and Fund Costs

Enriched article: added TL;DR callout, 2 KEY INSIGHT callouts, 2 IMAGE placeholders, improved citations with named researchers and hyperlinked primary sources (Sharpe, Malkiel, Edelen/Evans/Kadlec, Carhart, Barber/Odean/Zheng), removed repetitive lead-ins and formulaic section headers, tightened prose to active voice with 3-5 sentence paragraphs, consolidated worked example into inline steps, retitled sections for clarity. Word count: 1,420 (within 1,200-1,600 target).

intermediate2025-12-06
Illustration for: Valuation Multiples Overview: P/E, EV/EBITDA, P/S. Valuation multiples quantify market expectations. Learn the 3-metric system: P/E...

Valuation Multiples Overview: P/E, EV/EBITDA, P/S

Valuation multiples are the first thing most investors check—and the first thing most investors misuse. The pattern: you screen for "cheap" stocks by P/E alone, compare a utility to a software comp...

intermediate2025-08-01
Illustration for: Moats and Competitive Advantage Frameworks. Economic moats predict long-term returns with quantifiable indicators. Learn the...

Moats and Competitive Advantage Frameworks

Investors consistently overpay for companies they *assume* have durable advantages—buying "quality" without measuring whether the advantage actually shows up in the numbers. A Morgan Stanley study ...

intermediate2025-08-07
Illustration for: Profitability Ratios: Margins, ROE, ROIC. Profitability ratios quantify earnings quality and capital efficiency. Learn the...

Profitability Ratios: Margins, ROE, ROIC

Most investors glance at a company's earnings and call it "profitable." But a company can report positive net income while destroying shareholder value—if its return on invested capital sits below ...

intermediate2025-08-03
Illustration for: Checklist for Evaluating Investment Newsletters. Investment newsletter evaluation requires quantifiable criteria. Learn the 4-met...

Checklist for Evaluating Investment Newsletters

Investors subscribe to newsletters expecting an edge—then rarely verify whether that edge exists. The SEC filed 583 enforcement actions in fiscal year 2024 alone, returning $345 million to harmed i...

intermediate2025-08-05
Illustration for: How to Vet Financial Data Sources. Financial data source verification prevents costly errors. Learn the 3-metric sy...

How to Vet Financial Data Sources

Most investors never question where their numbers come from—and it costs them. You pull a P/E ratio from a free finance site, plug it into a spreadsheet, and make a buy decision based on data that ...

intermediate2025-08-03
Illustration for: Balance Sheet Strength Indicators. Balance sheet strength is probability control with numbers. Learn the 4 ratio cl...

Balance Sheet Strength Indicators

Enriched: added TL;DR callout, 2 KEY INSIGHT callouts, 2 IMAGE placeholders, named researchers/institutions in citations with linked primary sources, removed repetitive lead-ins and formulaic boilerplate (Implementation Checklist, durable lesson, Lehman coda), preserved all worked examples and ratio explanations, cleaned prose to active voice with tighter paragraphs

intermediate2025-10-12
Illustration for: Reading Income Statements for Key Trends. Income statement trend signals show up in basis points and quarters. Learn the 4...

Reading Income Statements for Key Trends

Most investors glance at earnings-per-share, decide "beat" or "miss," and move on. That's like checking your blood pressure once and ignoring the trend line. The income statement tells you where pr...

intermediate2025-08-01
Illustration for: Red Flags in Promotional Investor Decks. Promotional investor decks contain quantifiable red flags that predict poor retu...

Red Flags in Promotional Investor Decks

Promotional investor decks that mislead cost real money—Theranos raised $700 million from investors using presentations that falsely claimed its blood analyzer could run comprehensive tests from a ...

intermediate2025-08-03
Illustration for: Qualitative Factors: Management and Governance. Management and governance factors predict long-term returns with quantifiable me...

Qualitative Factors: Management and Governance

Weak governance destroys portfolios in ways that financial statements never warn you about. WorldCom's board—stacked with associates of CEO Bernie Ebbers, lacking independent directors—enabled $11 ...

intermediate2025-08-01
Illustration for: Comparing ETF Tracking Difference and Error. ETF tracking difference and error reveal implementation quality. Learn the 2-met...

Comparing ETF Tracking Difference and Error

Enriched: added TL;DR and 2 KEY INSIGHT callouts, 2 IMAGE placeholders, linked citations to DOIs with named researchers, rewrote opening hook, removed formulaic sections (Durable Lesson, Common Rationalizations headings), cleaned prose to active voice with shorter paragraphs, consolidated worked example into tighter format, preserved all substantive data and comparisons

intermediate2025-09-13
Illustration for: Credit Ratings and Outlooks Explained. Credit ratings quantify default probability with specific thresholds. Learn the ...

Credit Ratings and Outlooks Explained

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intermediate2025-08-07
Illustration for: Dividend Sustainability Checks. Dividends funded at 80%+ of earnings have a 3.2× higher cut risk within 5 years....

Dividend Sustainability Checks

Enriched: added TL;DR and 2 KEY INSIGHT callouts, 2 image placeholders, linked all citations to DOIs/primary sources with named researchers, removed repetitive lead-ins and formulaic boilerplate, cleaned prose for active voice and 3-5 sentence paragraphs, strengthened opening hook. Reduced from 2292 to ~1740 words while preserving all substantive content.

intermediate2025-09-04
Illustration for: Building a Simple Valuation Model in a Spreadsheet. Valuation models quantify intrinsic value with specific assumptions. Learn the 4...

Building a Simple Valuation Model in a Spreadsheet

Enriched article: added TL;DR callout, 2 KEY INSIGHT callouts, 2 IMAGE placeholders, improved citations with full author names/institutions/editions, replaced 3 repetitive lead-ins (The point is, The durable lesson), removed formulaic tiered checklist format, consolidated implementation section into prose paragraphs, added strong opening hook, cleaned prose to active voice with max 3-5 sentence paragraphs. Preserved all formulas, worked example steps, sensitivity analysis mechanics, and historical stress tests. Renamed sections for clarity (Assumption Guardrails, Core Mechanics, Implementation Priorities).

intermediate2025-09-03