Do lagging crypto coins catch up when Bitcoin moves? 798 sharp BTC moves on 5-minute bars
Published by vyx
Yes, a little, and not by enough to pay for the trade over the half hour a laggard trader usually holds. After Bitcoin moved 2 standard deviations or more in 15 minutes, the crypto coins that normally follow it but had not yet beat the rest of the market by +4.9 bp over the next 30 minutes on the window the rule was picked on, and by +4.7 bp on an earlier window no test had seen, against about 10 bp for a market-order round trip. Coins much further behind did no better: −3.7 bp and +1.3 bp.
Open the Laggards desk: the crypto markets that have not followed Bitcoin's last 15-minute move yet, on 5-minute bars, with how sharply BTC is moving right now.
The question
Laggard trading is one of the oldest ideas in crypto: when the market moves, buy the coin that has not moved yet and wait for it to catch up. Traders do it by eye, with a dozen coins overlaid on one 1- or 5-minute chart, looking for the line still sitting on the floor. The premise is sound. Crypto moves together, and most of an altcoin's move on a given day is Bitcoin's. We wanted to know whether the coins that fall behind a sharp Bitcoin move really catch up, and whether they catch up by more than it costs to trade them.
The rule, written down
An eye-based strategy has to be written down before it can be tested. This is the version we tested, on the 40 most-traded crypto perpetuals on Hyperliquid, on 5-minute bars:
- Bitcoin moves: its last 15 minutes add up to at least 2 standard deviations of its own normal 15-minute move. Only the first bar of each move counts, so one move is one event.
- A coin has not followed: it normally follows Bitcoin (a rolling beta of at least 0.5), but over the same 15 minutes it sits at least 1.5 standard deviations behind the share of Bitcoin's move its beta implies.
- The trade is the catch-up: long the laggard after a Bitcoin jump, short it after a drop, from the close of the signal bar.
- Compared fairly: against every other coin that follows Bitcoin, at the same moment. Only the difference is the laggard edge, averaged per Bitcoin move so one busy afternoon counts once.
Basis points (0.01%): the laggard's move in the trade's direction minus the rest of the market's, averaged per Bitcoin move. 552 moves on Aug 16 – Oct 17, 2026, 246 on Jul 21 – Aug 15, 2026. A market-order round trip costs about 10 bp.
The numbers
| Aug 16 – Oct 17, 2026 (rule picked) | Jul 21 – Aug 15, 2026 (unseen) | |
|---|---|---|
| Held 5 minutes | +1.6 bp | −0.8 bp |
| Held 15 minutes | +2.8 bp | +4.1 bp |
| Held 30 minutes | +4.9 bp | +4.7 bp |
| Held 60 minutes | +6.8 bp | +7.0 bp |
| Held 120 minutes | +15 bp | +7.2 bp |
The catch-up is real: laggards came out ahead of the rest of the market at 5 of 5 holding times on the first window and 4 of 5 on the unseen one. It is also small. At 30 minutes it was +4.9 bp (±4.1) on the window the rule was picked on and +4.7 bp (±3.5) on the unseen one, both under the 10 bp a market-order round trip costs. It keeps building with time: after two hours laggards were ahead by +15.2 bp and +7.2 bp. That is a gap to the rest of the market, though, and banking it means holding the market's own swing as well: a laggard held alone for two hours made +12.5 bp and +6.2 bp before costs.
Share of laggard trades that beat the rest of the market over 30 minutes, beside chance: the same number of coins picked at random at each Bitcoin move, 400 times. Chance sits a little under 50% because a few large movers pull the market's average up. Labels show each window's dates.
The numbers
| Trades that beat the rest of the market over 30 minutes | Chance (mean) | Chance (95% range) | |
|---|---|---|---|
| Laggards · Aug 16 – Oct 17 | 51% | 48% | 46%–51% |
| Laggards · Jul 21 – Aug 15 | 51% | 48% | 45%–52% |
| Far behind · Aug 16 – Oct 17 | 52% | 49% | 43%–57% |
| Far behind · Jul 21 – Aug 15 | 47% | 49% | 40%–59% |
| Leaders · Aug 16 – Oct 17 | 45% | 48% | 46%–49% |
| Leaders · Jul 21 – Aug 15 | 48% | 47% | 44%–50% |
Trade by trade, it is close to a coin flip. 51.0% of laggard trades beat the rest of the market on the first window, just above the 46.3%–50.6% that random picks give, and 51.4% on the unseen window, inside chance's 44.9%–51.9%. The edge is an average of many small wins and losses, not a coin that reliably catches up. The leaders, the coins that ran ahead of Bitcoin, beat the market in 45.1% and 48.1% of trades.
Basis points over 30 minutes against the rest of the market, after a sharp Bitcoin move. Far behind is the same rule at 2.5 standard deviations; leaders are coins 1.5 standard deviations ahead of their share, traded the same way.
The numbers
| Aug 16 – Oct 17, 2026 (rule picked) | Jul 21 – Aug 15, 2026 (unseen) | |
|---|---|---|
| Laggards (1.5σ behind) | +4.9 bp | +4.7 bp |
| Far behind (2.5σ) | −3.7 bp | +1.3 bp |
| Leaders (1.5σ ahead) | −0.7 bp | +0.9 bp |
Before this run, on other venues' data, the coins furthest behind looked like the real edge. On vyx's own data they were not: −3.7 bp (±10.4) at 30 minutes on the window the rule was picked on and +1.3 bp (±6.1) on the unseen one. A coin that far behind is often behind for a reason of its own. Ordinary laggards did better than the leaders on both windows, with and without beta: with each coin's beta to Bitcoin taken out, laggards gained +3.0 bp and +5.0 bp at 30 minutes against −0.8 bp and +2.7 bp for the leaders. So the desk lights the ordinary laggard, and shows the far-behind coins among them.
Basis points over 30 minutes against the rest of the market. One bar later means entering only the laggards whose next 5-minute bar moved with Bitcoin, from that bar's close.
The numbers
| Aug 16 – Oct 17, 2026 (rule picked) | Jul 21 – Aug 15, 2026 (unseen) | |
|---|---|---|
| Entered at the signal bar | +4.9 bp | +4.7 bp |
| Entered one bar later, once it moved | +7.1 bp | +2.5 bp |
A trader watching charts waits to see the laggard turn before getting in. Here it was a wash: +4.9 bp became +7.1 bp on the first window, but +4.7 bp became +2.5 bp on the unseen one, both inside their error bars (±4.9 and ±4.4). Waiting does not reliably buy a better entry, and it costs the first minutes, which is the case for an alert over a pair of eyes.
UNI around Oct 17, 21:25 UTC, when Bitcoin dropped 5.6 standard deviations in 15 minutes and UNI sat 2.2σ off the share its beta implied, the furthest of that move's laggards. Shaded: the bars the desk lit it. Picked as the latest example, not the best one.
The numbers
| Hour | UNI, % from the signal bar's close | The desk lit it |
|---|---|---|
| -30 | +1.412% | |
| -25 | +1.606% | |
| -20 | +1.302% | |
| -15 | +1.387% | |
| -10 | +1.197% | |
| -5 | +0.87% | |
| 0 | 0% | yes |
| +5 | -0.244% | yes |
| +10 | -0.435% | yes |
| +15 | +0.448% | |
| +20 | +0.363% | |
| +25 | +0.428% | |
| +30 | +0.308% | |
| +35 | +0.251% | |
| +40 | +0.493% | |
| +45 | +0.552% | |
| +50 | +0.316% | |
| +55 | +0.57% | |
| +60 | +0.445% |
This one did not catch up. Thirty minutes after the signal UNI was up 0.31%, Bitcoin down 0.02% and the rest of the market down 0.28%. That is what a coin-flip edge looks like up close: the average favours the laggard by a few basis points, and any single trade can go either way.
Every holding time, both windows
| Held | Laggards vs market | Laggards, beta out | Far behind (2.5σ) | Leaders vs market | Leaders, beta out |
|---|---|---|---|---|---|
| 5 min · Aug 16 – Oct 17 | +1.6 bp | +1.6 bp | +8.3 bp | −1.6 bp | −0.1 bp |
| 15 min · Aug 16 – Oct 17 | +2.8 bp | +0.3 bp | +2.1 bp | −2.9 bp | −1.9 bp |
| 30 min · Aug 16 – Oct 17 | +4.9 bp | +3.0 bp | −3.7 bp | −0.7 bp | −0.8 bp |
| 60 min · Aug 16 – Oct 17 | +6.8 bp | +3.4 bp | +3.1 bp | +3.7 bp | +3.4 bp |
| 120 min · Aug 16 – Oct 17 | +15.2 bp | +14.4 bp | +10.5 bp | +4.7 bp | +8.3 bp |
| 5 min · Jul 21 – Aug 15 | −0.8 bp | −0.1 bp | +0.7 bp | −1.6 bp | −0.8 bp |
| 15 min · Jul 21 – Aug 15 | +4.1 bp | +5.9 bp | −1.7 bp | −3.8 bp | −0.8 bp |
| 30 min · Jul 21 – Aug 15 | +4.7 bp | +5.0 bp | +1.3 bp | +0.9 bp | +2.7 bp |
| 60 min · Jul 21 – Aug 15 | +7.0 bp | +4.5 bp | +8.2 bp | +1.1 bp | +0.6 bp |
| 120 min · Jul 21 – Aug 15 | +7.2 bp | +3.7 bp | +0.3 bp | +2.4 bp | +2.0 bp |
Basis points, averaged per Bitcoin move. "Beta out" subtracts each coin's beta times Bitcoin's own move over the same holding time, so a coin only gets credit for moving more than Bitcoin's path implies.
sum(btcRet, 3) / (stdev(btcRet, 100) * sqrt(3)) >= 2 sum(residBps, 3) / (stdev(residBps, 40) * sqrt(3)) <= -1.5 betaBtc >= 0.5
Line one: Bitcoin's last 15 minutes in its own standard deviations (three 5-minute bars against the last 100). Line two: this coin's last 15 minutes with its Bitcoin-beta share taken out, 1.5 standard deviations or more behind, measured against its last 40 bars. Line three: it normally follows Bitcoin. The desk's second screen is the mirror for a Bitcoin drop.
These are events measured close to close, not trades: no order book, no queue, no slippage beyond the round trip quoted. A limit order costs about 3 bp a round trip instead of 10, but it fills less often on a coin that is about to run. Nothing here says to buy or sell anything, and the desk is a watchlist of where the catch-up trade is set up, not a signal that it will pay.
Why it still feels like it works
Traders who swear by laggards are not imagining it: the average laggard does catch up a little, and the big wins are memorable. What a rule cannot see is the choosing. A good laggard trader skips the coin that is behind for a reason, such as its own bad news, an unlock or a seller leaning on every bounce, and that judgment is not in a price chart. The Laggards desk shows the coins that have not followed Bitcoin yet, the moment it moves, so the choosing can start before the catch-up is gone.
How this was done
The same method as every study here — how vyx tests a signal.
- Venue and data
- Hyperliquid perpetuals, 5-minute candles from vyx's own stored history.
- Markets
- The 40 most-traded Hyperliquid crypto perpetuals, Bitcoin included. A laggard needs a crowd to lag behind; the median move had 38 coins following Bitcoin closely enough to count.
- Windows
- Aug 16 – Oct 17, 2026: the window the rule was picked on (it overlaps the other venues' data the idea came from). Jul 21 – Aug 15, 2026: the window before it, which no test had looked at. Both fixed, so a re-run grades the same candles.
- A Bitcoin move
- The first 5-minute bar on which Bitcoin's last 15 minutes reach 2 standard deviations of its last 100 bars' normal, at most one per move: 552 on the first window (295 up, 257 down), 246 on the second.
- A laggard
- A coin with a rolling 60-bar beta to Bitcoin of at least 0.5 whose same 15 minutes, with that beta's share of Bitcoin's move taken out, sit at least 1.5 standard deviations (far behind: 2.5) from where they should be, measured against its own last 40 bars. A leader is the same distance the other way.
- What counts
- The move from the signal bar's close in the trade's direction, minus the average of every coin that follows Bitcoin at the same moment, averaged per Bitcoin move; error bars are one standard error across moves.
- Chance
- For the share of trades that beat the market: the same number of coins drawn at random at each Bitcoin move, 400 times; the band is where 95% of those draws land.
- Costs
- A market-order round trip of about 10 bp (Hyperliquid's base taker fee of 4.5 bp a side plus a little slippage); about 3 bp with limit orders on both sides.
- Ideas tried
- About 20 versions on other venues' data before this run: Bitcoin windows of 15, 30 and 60 minutes, the market's median instead of Bitcoin, gaps of 1.5 and 2.5 standard deviations, entering at once or a bar later, order-flow and first-bar filters, and the leaders as a control. The rule was fixed before this run.
- Reproduce
- The study re-runs on request from the same fixed windows: every number on this page is regenerated by the same run, and the desk linked above runs the very screens that were measured.
What it does not show
- Survivorship: the markets are today's 40 most traded. A coin that faded or was delisted during the windows is not in the data.
- One venue, one bar size, 89 days. The window the rule was picked on overlaps the period the idea was formed on, so the unseen window is the one that counts.
- About 20 versions were tried before this run. With that many looks, a small average edge can be luck; it held on both windows here, but the far-behind version, the best-looking cut before this run, shows how quickly one can fade.
- Close-to-close events, not fills: no order book, queue or partial fills, and costs as quoted, not measured.
- Bitcoin moves cluster in busy hours, so neighbouring events share some of the same market swing; the error bars treat each move as independent and may be a little tight.
Questions
Do lagging altcoins catch up with Bitcoin?
On average a little. After a sharp Bitcoin move, Hyperliquid coins that had not followed it beat the rest of the market by +4.9 bp and +4.7 bp over the next 30 minutes in two separate windows, less than the ~10 bp a market-order round trip costs.
What is a laggard in crypto trading?
A coin that has not yet followed a move the rest of the market made. Here: a coin that normally follows Bitcoin (beta of 0.5 or more) but sits well behind the share of Bitcoin's last 15-minute move its beta implies.
Is the laggard strategy profitable?
Not as a plain rule with market orders, in this study: the catch-up was smaller than the round trip at 30 minutes on both windows. It was larger after two hours (+15.2 bp and +7.2 bp against the market), but by then the trade also carries the market's own swing. This is a study of events, not advice.
Should I buy the coin that has not pumped yet?
Not because it is far behind. Coins 2.5 standard deviations behind did −3.7 bp and +1.3 bp against the rest of the market over 30 minutes on the two windows, no better than ordinary laggards. A coin that far behind often has its own reason to be there.
What does beta to Bitcoin mean?
How much a coin usually moves for each 1% Bitcoin moves, measured over recent bars. A beta of 1.5 means it tends to move 1.5% when Bitcoin moves 1%. Taking out beta times Bitcoin's move leaves the part of a coin's move that is its own.
Does waiting for confirmation help a laggard trade?
Not reliably. Entering only once the laggard's next 5-minute bar moved with Bitcoin turned +4.9 bp into +7.1 bp on one window and +4.7 bp into +2.5 bp on the other.
Watch it on today’s board
Open the Laggards desk: the crypto markets that have not followed Bitcoin's last 15-minute move yet, on 5-minute bars, with how sharply BTC is moving right now.
Open the deskFree, no install. Or grade your own signal the same way — how vyx tests a signal.