Stock Trade Twins

Rival stocks move like twins, until one runs ahead.

Boostio finds rival companies across every industry, shows which stock is ahead of its usual relationship with its rival, and runs a shared paper strategy that buys the laggard and shorts the leader, only when the gap has a measured habit of closing.

Paper only: simulated positions, no broker, no real moneyNot investment advicePrices current through Oct 22, 2026380 rival pairs from 897 companies in 131 industries
DUK 97EXC 93Oct 2025Oct 2026
Latest close, Oct 22, 2026DUK ahead of its usual relationship with EXC · 1.62 sdDUK 97.2 EXC 93.2
DUK · Duke Energy Corporation (Holding Company)EXC · Exelon CorporationBoth indexed to 100 on Oct 22, 2025. The ribbon is the gap; its color shows who led, its brightness how far.
9 lead switches in this yearMeasured twin: the gap has revertedDUK leads now; no paper ideaOpen DUK / EXC →
How it works

Three kinds of leadership, one honest gate

1

Rivals

Every week Boostio screens every US-listed stock (6,986 at the last screen) and pairs the largest companies in each industry, confirmed by their SEC industry code. Rivalry is a hypothesis, not proof.

2

Who leads

Business leadership is revenue reported to the SEC. Stock leadership is which share is ahead of the pair's own last year, in standard deviations. They are often different companies.

3

Does the gap close?

A measured twin needs daily returns that move together (correlation 0.60+), a gap that passes a mean-reversion test at 5% and a half-life of 63 sessions or less.

4

A paired paper idea

Only then does a 2 standard deviation gap become an idea: long the laggard, short the leader, both legs together. Exit when the gap closes, stop at 4. No time limit.

Today

Why there is no paper trade today

Evaluated on the Oct 22, 2026 close

No paper trade qualifies on the Oct 22, 2026 close

  • 17 measured twins today, none with a 2 standard deviation gap that is clear of a one-day company-specific move.
  • 39 rival pairs have one stock 2+ standard deviations ahead without a measured relationship. The reel's rule would trade them; Stock Trade Twins does not, because a gap with no habit of closing is not evidence that it will close.
Wide gap, no measured twinAhead nowWhy there is no idea
JPM / BACJPM by 3.98 sdMean reversion: ADF t-statistic of the spread: -0.42 (needs <= -2.873 (5% critical value))
MRSH / AONMRSH by 3.01 sdMean reversion: ADF t-statistic of the spread: 0.57 (needs <= -2.873 (5% critical value))
ECHO / ASTSECHO by 2.97 sdCo-movement: daily return correlation, 252 sessions: 0.42 (needs >= 0.60)
DOW / ALBDOW by 2.88 sdCo-movement: daily return correlation, 252 sessions: 0.25 (needs >= 0.60)
TMUS / CHTCHT by 2.74 sdCo-movement: daily return correlation, 252 sessions: 0.16 (needs >= 0.60)
Explore

Every rival pair, and who is ahead

17 measured twins · 355 watchlist · 8 short history

380 pairs

SW / PKGPaper idea
Smurfit WestRock plc · Packaging Corporation of America
Containers/Packaging
SW aheadPKG ahead
PKG ahead by 2.28 sd (+10.8% vs usual ratio)
corr 0.77 · ADF -3.38 · half-life 8dSW larger by revenue (2025: $31.2B)4 lead switches in 1y
Long SW, short PKG
DUK / EXCMeasured twin
Duke Energy Corporation (Holding Company) · Exelon Corporation
Power Generation
EXC aheadDUK ahead
DUK ahead by 1.62 sd (+3.0% vs usual ratio)
corr 0.74 · ADF -2.90 · half-life 7dDUK larger by revenue (2025: $31.7B)9 lead switches in 1y
no divergence: z = 1.62 (needs |z| >= 2.0)
AWK / WTRGMeasured twin
American Water Works Company Inc. · Essential Utilities Inc.
Water Supply
WTRG aheadAWK ahead
WTRG ahead by 1.29 sd (+1.6% vs usual ratio)
corr 0.94 · ADF -3.09 · half-life 8dAWK larger by revenue (2025: $5.1B)0 lead switches in 1y
no divergence: z = -1.29 (needs |z| >= 2.0)
XEL / EXCMeasured twin
Xcel Energy Inc. · Exelon Corporation
Power Generation
XEL aheadEXC ahead
XEL ahead by 1.02 sd (+2.4% vs usual ratio)
corr 0.63 · ADF -3.17 · half-life 7dEXC larger by revenue (2025: $24.3B)4 lead switches in 1y
no divergence: z = -1.02 (needs |z| >= 2.0)
DHI / PHMMeasured twin
D.R. Horton Inc. · PulteGroup Inc.
Homebuilding
PHM aheadDHI ahead
DHI ahead by 0.91 sd (+3.0% vs usual ratio)
corr 0.91 · ADF -3.07 · half-life 15dDHI larger by revenue (2025: $34.3B)6 lead switches in 1y
no divergence: z = 0.91 (needs |z| >= 2.0)
BX / KKRMeasured twin
Blackstone Inc. · KKR & Co. Inc.
Investment Managers
KKR aheadBX ahead
BX ahead by 0.80 sd (+2.9% vs usual ratio)
corr 0.83 · ADF -3.53 · half-life 8dKKR larger by revenue (2025: $19.5B)4 lead switches in 1y
no divergence: z = 0.80 (needs |z| >= 2.0)
PWR / FIXMeasured twin
Quanta Services Inc. · Comfort Systems USA Inc.
Engineering & Construction
PWR aheadFIX ahead
PWR ahead by 0.78 sd (+6.7% vs usual ratio)
corr 0.83 · ADF -3.09 · half-life 14dPWR larger by revenue (2025: $28.5B)1 lead switch in 1y
no divergence: z = -0.78 (needs |z| >= 2.0)
KLAC / COHRMeasured twin
KLA Corporation · Coherent Corp.
SIC 3827 Optical Instruments & Lenses
KLAC aheadCOHR ahead
KLAC ahead by 0.64 sd (+10.3% vs usual ratio)
corr 0.61 · ADF -3.16 · half-life 12dKLAC larger by revenue (2025: $12.2B)1 lead switch in 1y
no divergence: z = -0.64 (needs |z| >= 2.0)
A / WATMeasured twin
Agilent Technologies Inc. · Waters Corporation
Biotechnology: Laboratory Analytical Instruments
WAT aheadA ahead
A ahead by 0.61 sd (+3.1% vs usual ratio)
corr 0.65 · ADF -3.33 · half-life 9dA larger by revenue (2025: $6.9B)4 lead switches in 1y
no divergence: z = 0.61 (needs |z| >= 2.0)
JBHT / KNXMeasured twin
J.B. Hunt Transport Services Inc. · Knight-Swift Transportation Holdings Inc.
SIC 4213 Trucking (No Local)
KNX aheadJBHT ahead
KNX ahead by 0.37 sd (+1.2% vs usual ratio)
corr 0.77 · ADF -3.85 · half-life 5dJBHT larger by revenue (2025: $12.0B)1 lead switch in 1y
no divergence: z = -0.37 (needs |z| >= 2.0)
MAR / HLTMeasured twin
Marriott International · Hilton Worldwide Holdings Inc.
Hotels/Resorts
MAR aheadHLT ahead
MAR ahead by 0.34 sd (+1.0% vs usual ratio)
corr 0.82 · ADF -3.74 · half-life 10dMAR larger by revenue (2025: $26.2B)1 lead switch in 1y
no divergence: z = -0.34 (needs |z| >= 2.0)
XOM / CVXMeasured twin
ExxonMobil Holdings Corporation · Chevron Corporation
Integrated oil Companies
XOM aheadCVX ahead
CVX ahead by 0.33 sd (+0.8% vs usual ratio)
corr 0.85 · ADF -3.49 · half-life 8d1 lead switch in 1y
no divergence: z = 0.33 (needs |z| >= 2.0)
DGX / LHMeasured twin
Quest Diagnostics Incorporated · Labcorp Holdings Inc.
SIC 8071 Services-Medical Laboratories
LH aheadDGX ahead
DGX ahead by 0.33 sd (+1.3% vs usual ratio)
corr 0.74 · ADF -3.58 · half-life 11dLH larger by revenue (2025: $14.0B)1 lead switch in 1y
no divergence: z = 0.33 (needs |z| >= 2.0)
DUK / XELMeasured twin
Duke Energy Corporation (Holding Company) · Xcel Energy Inc.
Power Generation
XEL aheadDUK ahead
DUK ahead by 0.29 sd (+0.6% vs usual ratio)
corr 0.79 · ADF -2.94 · half-life 10dDUK larger by revenue (2025: $31.7B)3 lead switches in 1y
no divergence: z = 0.29 (needs |z| >= 2.0)
FIX / EMEMeasured twin
Comfort Systems USA Inc. · EMCOR Group Inc.
Engineering & Construction
FIX aheadEME ahead
Near the usual relationship
corr 0.81 · ADF -3.38 · half-life 29dEME larger by revenue (2025: $17.0B)0 lead switches in 1y
no divergence: z = -0.12 (needs |z| >= 2.0)
BX / APOMeasured twin
Blackstone Inc. · Apollo Global Management Inc. (New)
Investment Managers
BX aheadAPO ahead
Near the usual relationship
corr 0.74 · ADF -3.23 · half-life 15dAPO larger by revenue (2025: $32.0B)1 lead switch in 1y
no divergence: z = -0.11 (needs |z| >= 2.0)
MCK / CAHMeasured twin
McKesson Corporation · Cardinal Health Inc.
Other Pharmaceuticals
MCK aheadCAH ahead
Near the usual relationship
corr 0.65 · ADF -3.13 · half-life 18dMCK larger by revenue (2025: $403.4B)1 lead switch in 1y
no divergence: z = -0.04 (needs |z| >= 2.0)
KO / PEPWatchlist
The Coca-Cola Company · PepsiCo Inc.
Beverages (Production/Distribution) · reel example
PEP aheadKO ahead
KO ahead by 1.83 sd (+27.2% vs usual ratio)
corr 0.59 · ADF 0.08PEP larger by revenue (2025: $93.9B)2 lead switches in 1y
Co-movement: daily return correlation, 252 sessions: 0.59 (needs >= 0.60)
HD / LOWWatchlist
The Home Depot Inc. · Lowe's Companies Inc.
RETAIL: Building Materials · reel example
LOW aheadHD ahead
HD ahead by 1.33 sd (+8.2% vs usual ratio)
corr 0.88 · ADF -1.26 · half-life 72dHD larger by revenue (2025: $164.7B)1 lead switch in 1y
Mean reversion: ADF t-statistic of the spread: -1.26 (needs <= -2.873 (5% critical value))
WMT / TGTWatchlist
Walmart Inc. · Target Corporation
Department/Specialty Retail Stores · reel example
WMT aheadTGT ahead
TGT ahead by 1.08 sd (+23.8% vs usual ratio)
corr 0.27 · ADF -0.80 · half-life 130dWMT larger by revenue (2025: $713.2B)1 lead switch in 1y
Co-movement: daily return correlation, 252 sessions: 0.27 (needs >= 0.60)
JPM / BACWatchlist
JP Morgan Chase & Co. · Bank of America Corporation
Major Banks
JPM aheadBAC ahead
JPM ahead by 3.98 sd (+12.7% vs usual ratio)
corr 0.74 · ADF -0.42 · half-life 27dJPM larger by revenue (2025: $182.4B)5 lead switches in 1y
Mean reversion: ADF t-statistic of the spread: -0.42 (needs <= -2.873 (5% critical value))
MRSH / AONWatchlist
Marsh · Aon plc Class A Ordinary Shares (Ireland)
Specialty Insurers
MRSH aheadAON ahead
MRSH ahead by 3.01 sd (+20.6% vs usual ratio)
corr 0.79 · ADF 0.57MRSH larger by revenue (2025: $27.0B)1 lead switch in 1y
Mean reversion: ADF t-statistic of the spread: 0.57 (needs <= -2.873 (5% critical value))
ECHO / ASTSWatchlist
EchoStar Corporation · AST SpaceMobile Inc.
SIC 4899 Communications Services, NEC
ECHO aheadASTS ahead
ECHO ahead by 2.97 sd (+64.7% vs usual ratio)
corr 0.42 · ADF -2.44 · half-life 11dECHO larger by revenue (2025: $15.0B)0 lead switches in 1y
Co-movement: daily return correlation, 252 sessions: 0.42 (needs >= 0.60)
DOW / ALBWatchlist
Dow Inc. · Albemarle Corporation
SIC 2821 Plastic Materials, Synth Resins & Nonvulcan Elastomers
DOW aheadALB ahead
DOW ahead by 2.88 sd (+63.1% vs usual ratio)
corr 0.25 · ADF -1.04 · half-life 46dDOW larger by revenue (2025: $40.0B)1 lead switch in 1y
Co-movement: daily return correlation, 252 sessions: 0.25 (needs >= 0.60)
Shared paper book

Paired positions, entered and closed together

$100,000 of paper · at most 10 pairs · $10,000 per leg
PairLegsEnteredGap at entryGap nowNet if closed nowStatus
DUK / EXCLong EXC · Short DUKOct 20, 20262.01 sd1.69 sd$27.70open
PKG / SWLong SW · Short PKGOct 20, 20262.04 sd2.34 sd-$271.38open
Closed pairLegsEnteredExitedWhyNet (after costs)
BAC / JPMLong BAC · Short JPMOct 14, 2026Oct 15, 2026divergence stop-$0.58
Results

Three kinds of evidence, never added together

1 · Source claim, not evidence

What the reel says

  • Buying Pepsi whenever it fell behind Coke and shorting Coke whenever it ran ahead, since 1972: "up over 46,000% on paper".
  • The opposite (buy the one that ran ahead, short the one that fell behind): "down over 99%".
  • "A research paper" found the effect "across thousands of stock pairs across the world".

From an Instagram reel by Brando Le (@eliteoptionstrader2), Oct 12, 2026. Not verified: the reel names no paper and gives no rules, costs or borrow assumptions.

2 · Historical simulation, a diagnostic

+1.11% mean per trade, after costs

  • 260 simulated trades over 372 pairs, to Oct 20, 2026; 52% won.
  • 95% interval -0.07% to 2.29%: it includes zero. No edge is shown.
  • Costs and borrow took $15,937 of $44,644 gross at $10,000 per leg.
  • Chasing the leader instead (the reel's "opposite"): -2.34% per trade.

Same rules as the forward book, each pair replayed on its own, fills at the next open. The pairs are today's large companies (survivorship bias) and the data covers about ten years. It can rule an idea out; it cannot prove one.

3 · Forward paper record

-$0.58 net, 1 closed

  • First filled Oct 14, 2026; 2 open, 0 waiting for the open.
  • Read rule, fixed in advance: nothing is concluded before 30 closed trades and 90 days, and an edge counts only if the whole 95% interval is above zero.

This is the only tier that tests the rules on data they have not seen. Simulated, never real money.

Company research

Rivals that do not trade like stocks (yet)

Some rivals are private or newly listed. Their listing status is checked every week against SEC's ticker list, Nasdaq's symbol lookup and EDGAR. Tickers are never invented, and a fund or ETF that carries a company's name is never used as its price.

Anthropic

No listed shares

Frontier AI lab (Claude models), sold through an API and subscriptions. Checked Oct 21, 2026.

  • SEC ticker list: no ticker for the company.
  • Nasdaq lookup: no common stock.
  • EDGAR: 79 names match; the top results are third-party funds and SPVs, not the company.
  • Carries the name but is not its stock: ANTW (ETFs).

No public stock, so no price, no relationship and no paper idea. Business size is not measurable from public filings.

OpenAI

No listed shares

Frontier AI lab (GPT models, ChatGPT), sold through an API and subscriptions. Checked Oct 21, 2026.

  • SEC ticker list: no ticker for the company.
  • Nasdaq lookup: no common stock.
  • EDGAR: 43 names match; the top results are third-party funds and SPVs, not the company.
  • Carries the name but is not its stock: OAIW (ETFs).

No public stock, so no price, no relationship and no paper idea. Business size is not measurable from public filings.

SpaceX

Listed: SPCX

Space Exploration Technologies: launch vehicles and satellite internet (Starlink). Checked Oct 21, 2026.

  • SEC ticker list: SPCX (Nasdaq).
  • Nasdaq lookup: SPCX.
  • EDGAR: 153 names match; the top results are third-party funds and SPVs, not the company.
  • Carries the name but is not its stock: XAIW, LOFD, LOFF, SNK and 5 more (ETFs).

Trading on Nasdaq since Jun 12, 2026: 92 sessions, so a one-year relationship cannot be measured yet. Market value $2.01T.

No twin assigned for SpaceX: classification places it beside Alphabet and Meta (SEC SIC 7370 / Nasdaq "Computer Software: Programming Data Processing"), which is weak business evidence, and no listed rival is of comparable scale.

Since its listing: SPCX -10.1%; for context only, not twins: RKLB -50.0%, ASTS -53.0%.

Anthropic and OpenAI: research only. Anthropic has no listed shares (verified 2026-10-21); OpenAI has no listed shares (verified 2026-10-21). No price relationship can be measured, so no paper signal.

Method and data

Rules fixed before the first run

The gate

Spread = the log price of one stock minus the other, compared with the 252 trading days before each day. Measured twin: return correlation 0.60+, a mean-reversion test at 5% (augmented Dickey-Fuller) and a half-life up to 63 sessions. Idea at 2 sd unless a one-day move of 4+ sd (news, earnings, a corporate action) happened in the last 10 sessions.

Costs in every number

Per leg and side: 5 to 20 basis points of slippage by liquidity plus 1 basis point of fees. Short legs pay 0.50% a year to borrow (a general-collateral assumption; hard-to-borrow fees and recalls are not modeled) and owe the dividends. Exact ex-dividend dates are approximated from SEC-reported dividends.

Data, attributed

Daily prices: Nasdaq.com (split-adjusted). Filings, revenue and industry codes: SEC EDGAR. Earnings dates: Nasdaq earnings calendar, shown as a risk note. A day counts only after the close is final; bad rows are rejected (15 so far); stale prices block ideas.

The reel does not cite a paper; the rules follow the documented distance approach of the academic pairs literature (Gatev, Goetzmann and Rouwenhorst, 2006) plus a stationarity test, and later studies found simple pairs profits fading after the early 2000s (Do and Faff, 2010). Rules are versioned (STT-v1) and never tuned on the results.

Questions

Stock Trade Twins, answered

What are stock trade twins?

Two rival companies whose stocks usually move together, such as Coca-Cola and PepsiCo or Home Depot and Lowe's. Boostio treats rivalry only as a starting hypothesis: a pair counts as a measured twin when the price gap between the two has actually tended to close.

Does Boostio trade these pairs with real money?

No. The strategy runs a shared paper book: simulated positions with modeled trading costs, short borrow fees and dividends. There is no broker, no order and no real money, and nothing on this page is investment advice.

Is the 46,000% Pepsi result from the reel real?

It is the creator's claim and Boostio has not verified it. The reel names no paper and gives no rules, costs or borrow assumptions, so Boostio shows it as a source claim and never as a result.

Where does the data come from?

Daily stock prices from Nasdaq.com, company filings and industry codes from SEC EDGAR, and earnings dates from the Nasdaq earnings calendar. Missing or stale prices are shown as a data problem and never create a signal.

Does the twin strategy work?

Not proven. The historical simulation is a diagnostic whose 95% interval includes zero, and only the forward paper record can show whether the rules work. Boostio does not guarantee any result.

Related research: Stock Besties maps the business ties behind AI stocks, who funds, buys from and supplies whom, with a source for every link. A rival pair and a business link are different questions.

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