Learn  ›  The Piotroski F-Score
Lesson · 6 min read

The Piotroski F-Score

A nine-question fundamental-strength scan published by Joseph Piotroski in 2000. The original paper showed that applying the F-Score filter to high book-to-market stocks raised the cohort’s annualized return by 7.5 percentage points — the most-cited evidence in academic finance that fundamentals still matter inside a value screen.

Each of nine questions is binary. Yes scores one point, no scores zero. The maximum is nine; a score of seven or higher is the “strong” cohort that drives Piotroski’s published outperformance. Below four is the weak cohort, where you’re probably looking at a value trap.

The nine tests

Profitability (4 points)

Leverage, liquidity, source of funds (3 points)

Operating efficiency (2 points)

What a score actually means

The score isn’t predictive in the way a discounted-cash-flow model pretends to be. It’s a checklist that catches the specific failure modes that turn cheap stocks into permanently impaired stocks: declining margins, rising leverage, dilutive equity raises, deteriorating asset utilization. A high F-Score doesn’t say “this stock will rise.” It says “this stock has not, in the most recent year, exhibited any of the eight mechanical signs that usually precede further deterioration.”

Worked example

Apple’s most recent F-Score is 8 of 9. Net income positive, cash flow positive, return on assets up, operating cash flow comfortably above net income, no debt expansion, current ratio improved, no significant share issuance, gross margin up, asset turnover up. The one missed point is usually a quirk of the year-over-year comparison rather than a flag.

NVIDIA scores 6 of 9 — high but not maxed. The misses tend to be on leverage and efficiency tests that get tripped by a company expanding its balance sheet faster than its revenue base, which is exactly what NVIDIA is doing. A 6 in this context is still in the “mixed but not weak” band; the misses are growth-induced, not deterioration-induced.

What to take away

The F-Score is a sanity check, not a thesis. It tells you whether a cheap-looking stock is also a deteriorating one. Pair it with the Beneish M-Score — together they catch most value traps before they trap you.

QV
Recommended · affiliate Quantitative Value (Wesley Gray and Tobias Carlisle) Chapter 7 backtests F-Score variants against high-quality value portfolios from 1971 forward.