N Equals Many Big ideas from big samples.

N Equals Many

Big ideas from big samples.

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The Medal Goes to Whoever Showed Up: How Beer Competitions Confuse a Crowd with a Census
Statistics Myths

The Medal Goes to Whoever Showed Up: How Beer Competitions Confuse a Crowd with a Census

Every year, some brewery walks away with a medal and a marketing budget built on the phrase 'Best Beer in America.' Here's what those competitions actually measure — and why the honest answer is 'a handful of thirsty judges on one afternoon.'

The Control Group Knew. It Worked Anyway. Now What?
Statistics Myths

The Control Group Knew. It Worked Anyway. Now What?

Open-label placebo trials keep producing a result that shouldn't exist: patients get better from pills they know are empty. Here's why that finding is messier than the headlines suggest — and what it exposes about the sacred architecture of the randomized controlled trial.

The Toughest Opponent in Medicine Is a Pill Made of Nothing
Statistics Myths

The Toughest Opponent in Medicine Is a Pill Made of Nothing

Sugar pills keep winning, and it's not because they're magical. It's because the bar they're measured against — the humble placebo response — has been quietly climbing for decades. Here's what that means for every 'breakthrough drug' headline you'll read this year.

Twelve Reviews Can't Hurt You: The Quiet Math Behind Every Star Rating You've Ever Trusted
Statistics Myths

Twelve Reviews Can't Hurt You: The Quiet Math Behind Every Star Rating You've Ever Trusted

That 4.9-star taco truck with a dozen reviews and the 3.8-star diner with three thousand are telling you less than you think. Here's how sample size, Bayesian smoothing, and a little review gaming decide where you eat lunch.

Your Heatwave Is Not a Trend: The Enormous Math Behind One Global Thermometer
Statistics Myths

Your Heatwave Is Not a Trend: The Enormous Math Behind One Global Thermometer

Every summer, a record-breaking heatwave or a freak blizzard gets trotted out as proof of whatever someone already believed about climate. Here's why one storm settles nothing — and how scientists stack thousands of weather stations and a century of data to find a signal that refuses to hide.

The Universe Loves Averages: How Randomness Writes Your Supplement's Five-Star Reviews
Statistics Myths

The Universe Loves Averages: How Randomness Writes Your Supplement's Five-Star Reviews

Your worst acne flare-up was always going to get better on its own — but the supplement you started that week gets the credit. Welcome to regression to the mean, the invisible force behind millions of glowing testimonials.

Data in History

Garbage In, Billions Out: How Badly Worded Questions Spent Your Tax Dollars

The math was fine. The arithmetic checked out. What failed was the question itself — and when America asks the wrong question, the answer comes back with a ten-figure price tag. Five cases where measurement design, not calculation, steered fortunes.

Two Million Votes, Zero Clue: The Polling Disasters That Changed America
Data in History

Two Million Votes, Zero Clue: The Polling Disasters That Changed America

The 1936 Literary Digest poll gathered 2.4 million responses and still called the election wrong. The problem was never the size of the sample — it was asking the wrong Americans. Five polling disasters that prove a big sample of the wrong people is just a confident mistake.

You Are a Sample Size of One (and Your Fitness Tracker Knows It)
Quantified Self

You Are a Sample Size of One (and Your Fitness Tracker Knows It)

Your sleep app says coffee is wrecking your nights, and honestly, the chart looks convincing. But there's a difference between the data of you and the science of many — and knowing which one you're holding changes everything.

Congratulations, You're in the Top 10% (of a Group Someone Sliced Until You Were)
Data in History

Congratulations, You're in the Top 10% (of a Group Someone Sliced Until You Were)

'Top 10% hospital.' 'Top-rated employer.' 'Above-average school district.' America runs on ranking math, and most of it is a magic trick performed with small groups and selective slicing. A field guide to spotting the racket.

82% Irish, Give or Take a Continent: The Shaky Math Inside Your Spit Tube
Statistics Myths

82% Irish, Give or Take a Continent: The Shaky Math Inside Your Spit Tube

Your DNA test says you're mostly Irish. The confidence interval says it could say almost anything. Here's why ethnicity estimates are the flashiest, least reliable numbers in consumer science.

When the Map Lies: Five American Headcounts That Went Sideways
Data in History

When the Map Lies: Five American Headcounts That Went Sideways

Every ten years, America counts itself — and every ten years, the count comes up short somewhere. From the 1990 undercount to the 2020 fiasco, here's what happens when millions of people vanish from the ledger.

The Trial Was Doomed Before It Started: How Big Pharma Designs Studies to Miss the Point
Statistics Myths

The Trial Was Doomed Before It Started: How Big Pharma Designs Studies to Miss the Point

'No significant difference found' sounds like a verdict. Often, it's just an alibi. Here's why an underpowered clinical trial can burn through billions and still tell us absolutely nothing.

The Ghost Experiment: One Ordinary Tuesday, 47 Tests Deep
Data in History

The Ghost Experiment: One Ordinary Tuesday, 47 Tests Deep

Follow a hypothetical American through a single day — waking, scrolling, streaming, shopping — and count the experiments running on her without her knowledge. The A/B testing industry is the largest behavioral science program in human history. Nobody signed a consent form.

Statistical Tie or Sure Thing? The Two Words That Ruin Every Election Night
Statistics Myths

Statistical Tie or Sure Thing? The Two Words That Ruin Every Election Night

Every November, millions of Americans watch a candidate's 'lead' evaporate and conclude the polls were broken. They weren't. Here's what margin of error actually means, why 'up by two' can mean nothing at all, and how to read a poll like a data scientist instead of a doomscroller.

Millions of Lives, a Handful of Data Points: Five Small Samples That Shook America
Data in History

Millions of Lives, a Handful of Data Points: Five Small Samples That Shook America

The fate of a drug, an election, and even a war has sometimes hinged on a sample so small it would fail an intro stats class. Five American stories where the n was tiny — and the stakes were anything but.

Where Did the 'Sample Size of 30' Rule Come From? (And Why It Needs to Retire)
Statistics Myths

Where Did the 'Sample Size of 30' Rule Come From? (And Why It Needs to Retire)

Ask a college grad how many people you need for a 'real' study and you'll hear the same number: 30. Here's how a piece of 20th-century textbook shorthand became one of the most stubborn misconceptions in American classrooms — and what actually determines whether a sample is big enough.