FMP
Breaking Down Valuation Differences Across Global Markets
Valuation differences across global equity markets often create confusion rather than clarity. The same type of company can trade at sharply different multiples depending on where it is listed, even w...
Why Financial Ratios Break Down Across Market Cycles
Financial ratios are often treated as objective measures of business performance. Profitability, leverage, and valuation...
Understanding ETF Risk Through Holdings, Not Tickers
ETF risk analysis often starts and ends at the ticker level. Metrics such as historical volatility, beta, tracking error...
Comparing Companies Fairly Across Different Market Caps
Cross-cap analysis usually fails before any valuation model is applied. The problem starts with the choice of inputs, no...
Why Cash Flow Tells a Different Story Than Earnings
Earnings tend to feel conclusive because they arrive as a single, polished number. Net income grows, margins hold, and t...
What 13F Filings Reveal — And What They Carefully Hide
A Form 13F is a regulatory disclosure, not a portfolio report. It lists long positions in certain U.S.-listed securities...
Why News Sentiment Alone Is a Terrible Investment Signal
News sentiment has become one of the most popular data signals in modern investing. Traders scan headlines, quantify emo...
Why Most IPO Analyses Fail Before the Stock Even Lists
IPO analysis looks confident on the surface. Analysts publish detailed models, bankers circulate polished narratives, an...
Multi-Agent Insider Trading Monitor Using FMP Insider Trades API
Insider trading disclosures offer a structured view into how company executives, directors, and significant shareholders...
Build an Agentic IPO Evaluator That Scores Upcoming IPOs Using FMP IPO Calendar
Evaluating upcoming IPOs is often a fragmented process. Key information such as listing dates, exchanges, and company co...
