Chadfishing: The Experiment and What It Actually Proves

Someone links you the thread. A profile running a male model's photos, live for 24 hours, and the screenshot shows a match counter that looks like a phone number. The caption: "and you're competing against that."

You look at your own three matches this month. Something in your chest drops through the floor.

Here's the direct answer: chadfishing is creating a fake dating-app profile with photos of an exceptionally attractive man to see how women respond — usually to "prove" that looks decide everything. What the experiments actually prove is much smaller: a photo-ranking app ranks photos. The leap from there to "personality is a myth" does not survive contact with what the screenshots themselves contain.

What is chadfishing, exactly?

The word splices "Chad" — forum slang for a top-tier man — onto "catfishing." The recipe is always the same: pull photos of a model or fitness influencer, build a profile, swipe right on everyone, and screenshot the haul. Versions of the stunt have circulated for years across incel forums, Reddit, and "social experiment" YouTube and TikTok channels.

Per public coverage of the trend — MEL Magazine ran one of the more thorough pieces — the stated purpose is ideological: demonstrating that women respond only to looks, so nothing else a man does matters. That's the claim we're auditing here. Naming the subculture's vocabulary is necessary to explain it; adopting its conclusions is not.

Worth conceding upfront: the experimenters aren't hallucinating the match counts. The numbers on the screen are real. The question is what they measure.

What do the experiments actually show?

Two things, honestly conceded.

First: top-percentile photos pull dramatically more matches. This replicates informally every time someone runs the stunt, and pretending otherwise would insult your intelligence. Second: the swipe interface is doing exactly what it was built to do. Willis and Todorov (2006) showed people form stable judgments of a face after about 100 milliseconds of exposure. A swipe UI is engineered to harvest precisely that judgment — a face, a tenth of a second, a binary — and nothing else. Chadfishing "discovers" the app's own design and presents it as a discovery about women.

Now what the experiments cannot show. Matches are not conversations, conversations are not dates, and dates are not relationships — the screenshot always stops at the first metric. A recurring theme in coverage and forum postmortems is that when chadfish accounts turn rude or start baiting, women disengage and unmatch fast — behavior that flatly contradicts the "nothing but looks matters" thesis the stunt was run to prove. And nothing on a screen touches in-person perception: Ambady and Rosenthal's (1992) thin-slicing research showed people form consequential judgments from brief observations of behavior — movement, voice, expression — channels a photo deletes entirely.

Key numbers

• ~100 milliseconds — how fast a stable face judgment forms (Willis & Todorov, 2006). The swipe is built to capture this read and discard everything after it.
• Eleven meta-analyses (Langlois et al., 2000) confirm raters broadly agree on facial attractiveness — which is why photo-ranking is consistent, and why it's still only one channel.
• 52 nonverbal courtship signals catalogued in live social settings (Moore, 1985) — an entire signaling layer that exists in person and not in a profile grid.
• 37 cultures, 10,047 people — Buss (1989) found mate priorities worldwide consistently include qualities no photo can display.
• 1 metric in every chadfish screenshot: matches. Never dates, never relationships. The stunt stops where its evidence stops.

Why do the screenshots look so extreme?

Because you're seeing the winners of a three-round selection tournament — call it the Screenshot Filter.

Round one: which experiments get run. Nobody chadfishes with a slightly-above-average face; the photos are chosen from the extreme tail to guarantee a result. Round two: which results get posted. The run that pulled modest numbers dies in someone's camera roll; the outlier goes to the front page. Round three: which posts get reshared. Outrage travels; median outcomes don't.

By the time a chadfish screenshot reaches you, it has been selected three times for shock value. Treating it as a baseline is like judging casino odds from the jackpot-winner photos in the lobby — the mechanism is survivorship bias, industrialized by the feed.

Photo by Brian Forsyth on Pexels

Steelman: even filtered evidence shows the photo gradient is steep on apps — that part is true and worth taking seriously. The error is generalizing an app's sorting mechanic into a law of human attraction.

What can't a dating app measure?

Everything that happens after the tenth of a second.

Apps compress you into a compressed JPEG evaluated at arm's length by a bored thumb. In-person first impressions integrate posture, motion, voice, grooming, expression, and how you occupy space — the thin-slice channel — plus the live back-and-forth of interest and response that Moore documented as a 52-signal vocabulary. None of it uploads.

What chadfishing demonstrates	What it can't demonstrate
Top photos win the swipe round	That looks decide relationships
Apps sort on the ~100 ms face read	How you're read in person, in motion
Match counters can go vertical	That matches convert to dates for a fake persona
Extreme inputs produce extreme screenshots	Anything about the median man's odds

What's the honest takeaway for your own profile?

Three moves, in order of leverage:

1. Treat photos as the whole exam — on apps. That's the concession chadfishing earns. Recruit a friend with a decent camera, shoot in daylight, and stack the deck with social-proof photos that show you mid-life rather than mid-selfie.
2. Move to the channel where you have more inputs. Push for the meetup sooner; the in-person read is where voice, humor, and presence finally load. Our first date playbook covers the mechanics.
3. Audit the right variable. If your specific worry is your own match count, that's a fixable diagnosis of photos, prompts, and settings — we handle it separately in why you're not getting matches on Hinge — and the broader question of what women actually respond to has a much longer answer than a match counter.

And one thing said with care: if chadfish content has convinced you it's hopeless, notice that this is precisely what the content is engineered to do — generalize your worst night into a law of nature. Appearance anxiety fed on rigged screenshots is still anxiety, and the exit ramp is real data about yourself plus, if the spiral is deep, an actual human to talk to. You deserve the accurate version of your situation, which is almost always less catastrophic than the feed's version.

If you want that accurate version, start with the missing axis: the read a stranger forms in the first second of seeing you — not a model's photos, yours. That's what our test estimates, on a 70–155 perception axis, free with no paywall after upload. It's not a validated clinical instrument either; it's an honest first-impression estimate, which beats a screenshot of someone else's rigged experiment.

The bottom line

Chadfishing proves that a photo-sorting interface sorts photos, that extreme inputs produce extreme outputs, and that the feed only shows you the outliers — nothing more. Matches aren't relationships, apps aren't the world, and the in-person first impression runs on channels a profile grid deletes. Take the one legitimate lesson (photos carry the swipe round), skip the ideology, and get your own baseline instead of borrowing a fake profile's: take the free test and see how strangers actually read you.

Studies referenced

• Willis, J., & Todorov, A. (2006). First impressions: Making up your mind after a 100-ms exposure to a face. Psychological Science, 17(7), 592–598.
• Ambady, N., & Rosenthal, R. (1992). Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis. Psychological Bulletin, 111(2), 256–274.
• Langlois, J. H., Kalakanis, L., Rubenstein, A. J., Larson, A., Hallam, M., & Smoot, M. (2000). Maxims or myths of beauty? A meta-analytic and theoretical review. Psychological Bulletin, 126(3), 390–423.
• Moore, M. M. (1985). Nonverbal courtship patterns in women: Context and consequences. Ethology and Sociobiology, 6(4), 237–247.
• Buss, D. M. (1989). Sex differences in human mate preferences: Evolutionary hypotheses tested in 37 cultures. Behavioral and Brain Sciences, 12(1), 1–49.