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Backtest · Conviction

Most conviction filters lose to SPY.

Buy $10k at every fund disclosure but hold to today (regardless of whether the fund still owns it), then filter to signals where the fund itself held the position for at least N quarters. The pattern: filters from ≥1Q through ≥12Q underperform SPY in aggregate. Only ≥16Q and ≥20Q eke out positive alpha, and those buckets are dominated by six-to-eight surviving value/activist funds — interpret accordingly.

122,824 total signals across 25 marquee funds. Move the slider below to tighten the conviction filter.

Conviction filter — min quarters held by fund
4Q(12+ months)

Filter signals to positions the fund held for at least N quarters (consistent reporting across N consecutive 13Fs). All trades exit at today's price — not the fund's exit — modeling a follower who uses 13F as an idea source but holds longer.

Exit when
Ignore fund's exit; mark to current price.

Headline

Total invested
$1.12B
112,046 signals × $10k
Held to today
$1.66B
+48.6% on capital
SPY ending value
$1.66B
+48.3% on same dollars
Alpha vs SPY
+$2.7M
+0.2% of invested capital
Beat SPY (win rate)
37%
signals with positive alpha
Avg signal return
+48.6%
Median signal return
+7.6%
Avg fund hold
12.7Q
1142 days
Compare: the follower would have ended at $1.33B (+18.6%). Holding longer than the fund improved the result by $335.95M.

Alpha by conviction level

Higher conviction = longer fund hold
1Q
-0.5% alpha122,824 sig
2Q
-0.5% alpha119,167 sig
3Q
-0.2% alpha115,709 sig
4Q
+0.2% alpha112,046 sig
5Q
+0.3% alpha107,603 sig
6Q
+0.3% alpha101,356 sig
8Q
-5.9% alpha25,030 sig
10Q
-4.0% alpha23,930 sig
12Q
-2.7% alpha23,071 sig
16Q
+1.1% alpha20,997 sig
20Q
+5.5% alpha18,601 sig

Each bar is the aggregate alpha-vs-SPY of signals where the fund held the position for at least N quarters. Click any bar to jump to that filter level. Longer-held positions = stronger conviction but smaller sample.

Per-fund contribution

FundSignalsInvestedHeld to todaySPYAlphaReturn
Citadel Advisors18,356$183.56M$227.54M$221.08M+$6.47M+24.0%
Two Sigma Investments11,155$111.55M$139.07M$133.18M+$5.89M+24.7%
Millennium Management13,571$135.71M$169.14M$163.88M+$5.25M+24.6%
Renaissance Technologies12,616$126.16M$156.7M$153.2M+$3.5M+24.2%
Point72 Asset Management4,891$48.91M$61.19M$58.27M+$2.92M+25.1%
D.E. Shaw10,177$101.77M$125.75M$122.91M+$2.83M+23.6%
Appaloosa461$4.61M$13.41M$10.79M+$2.62M+191.0%
Duquesne Family Office858$8.58M$22.99M$21.01M+$1.97M+167.9%
Greenlight Capital197$1.97M$7.44M$5.68M+$1.76M+277.5%
Coatue Management1,425$14.25M$36.27M$35.22M+$1.05M+154.5%
Scion Asset Management95$950K$2.86M$1.94M+$918.35K+201.2%
AQR Capital Management13,707$137.07M$163.53M$162.85M+$673.42K+19.3%
Elliott Management80$800K$3.02M$2.8M+$217.49K+277.3%
Soros Fund Management324$3.24M$3.87M$3.93M$59.33K+19.5%
Pershing Square67$670K$1.24M$1.6M$352.92K+85.5%
D1 Capital Partners401$4.01M$6.95M$7.52M$565.96K+73.4%
Tiger Global593$5.93M$14.21M$14.92M$713.88K+139.6%
Glenview Capital750$7.5M$19.41M$20.18M$768.7K+158.8%
JANA Partners135$1.35M$3.74M$4.67M$930.75K+176.9%
Berkshire Hathaway274$2.74M$7.61M$8.69M$1.08M+177.6%
Lone Pine Capital605$6.05M$14.97M$17.42M$2.45M+147.5%
Viking Global Investors1,380$13.8M$31.21M$34.41M$3.2M+126.2%
Third Point497$4.97M$9.88M$13.31M$3.43M+98.7%
Bridgewater Associates13,060$130.6M$292.52M$300.91M$8.39M+124.0%
Maverick Capital6,371$63.71M$130.04M$141.48M$11.44M+104.1%

Currently-held positions

still in fund's latest 13F · ≥ 4Q held

Research starting points, not recommendations. 13F disclosures lag actual trades by up to 45 days, and a fund's reason for owning a name often doesn't survive the move from their book to yours.

12,722 picks
TickerIssuerFundFirst boughtHeldCostNowReturnAlpha
IVVISHARES TRBridgewater AssociatesQ3 201352.0Q$137$742+442%+1% vs SPY
LQDISHARES TRBridgewater AssociatesQ3 201352.0Q$72$108+49%-393% vs SPY
SPYSPDR S&P 500 ETF TRBridgewater AssociatesQ3 201352.0Q$136$759+457%+15% vs SPY
VWOVANGUARD INTL EQUITY INDEX FBridgewater AssociatesQ3 201352.0Q$28$58+110%-332% vs SPY
AMZNAMAZON COM INCCoatue ManagementQ3 201352.0Q$15$257+1667%+1223% vs SPY
NFLXNETFLIX INCCoatue ManagementQ3 201352.0Q$3.74$90+2297%+1852% vs SPY
THCTENET HEALTHCARE CORPGlenview CapitalQ3 201352.0Q$41$192+364%-81% vs SPY
AXPAMERICAN EXPRESS COBerkshire HathawayQ3 201351.9Q$63$311+396%-56% vs SPY
KOCOCA COLA COBerkshire HathawayQ3 201351.9Q$26$78+199%-254% vs SPY
DVADAVITA HEALTHCARE PARTNERS IBerkshire HathawayQ3 201351.9Q$57$189+234%-218% vs SPY
MCOMOODYS CORPBerkshire HathawayQ3 201351.9Q$56$451+703%+251% vs SPY
VRSNVERISIGN INCBerkshire HathawayQ3 201351.9Q$48$302+530%+78% vs SPY
METAFACEBOOK INCCoatue ManagementQ4 201350.9Q$49$611+1157%+747% vs SPY
GRBKGREEN BRICK PARTNERS INCGreenlight CapitalQ1 201545.9Q$7.45$63+752%+427% vs SPY
QSRRESTAURANT BRANDS INTL INCPershing SquareQ1 201545.8Q$31$71+134%-190% vs SPY
JDJD COM INCTiger GlobalQ1 201545.8Q$24$30+27%-298% vs SPY
AMZNAMAZON COM INCTiger GlobalQ3 201543.8Q$27$257+869%+547% vs SPY
KHCKRAFT HEINZ COBerkshire HathawayQ4 201542.8Q$45$23-48%-376% vs SPY
GOOGALPHABET INCAppaloosaQ2 201640.8Q$35$363+931%+606% vs SPY
AAPLAPPLE INCBerkshire HathawayQ2 201640.8Q$21$315+1373%+1052% vs SPY
PYPLPAYPAL HLDGS INCCoatue ManagementQ2 201640.8Q$39$45+14%-306% vs SPY
IEMGISHARES INCBridgewater AssociatesQ4 201638.8Q$34$79+134%-163% vs SPY
METAFACEBOOK INCAppaloosaQ4 201638.8Q$114$611+435%+138% vs SPY
METAFACEBOOK INCTiger GlobalQ1 201737.7Q$133$611+360%+94% vs SPY
MSFTMICROSOFT CORPTiger GlobalQ1 201737.7Q$58$424+628%+362% vs SPY
UNHUNITEDHEALTH GROUP INCAppaloosaQ2 201736.8Q$148$376+153%-103% vs SPY
ETENERGY TRANSFER EQUITY L PAppaloosaQ3 201735.7Q$8.12$20+149%-95% vs SPY
DXCDXC TECHNOLOGY COGlenview CapitalQ3 201735.7Q$69$9.27-87%-330% vs SPY
BACBANK AMER CORPBerkshire HathawayQ4 201734.7Q$22$52+144%-84% vs SPY
NOWSERVICENOW INCTiger GlobalQ4 201734.7Q$25$126+406%+179% vs SPY

Each row is a position the fund is still holding in their latest 13F that has met the conviction filter selected above. Sorted by current hold duration (longest first = strongest conviction). “Cost” is the price at the first disclosure; a follower buying today pays the “Now” price, so their forward return won't mirror the column shown here.

Top alpha winners

Biggest alpha losses

Caveats
  • Survivorship bias.These nine marquee funds were chosen because they're well-known and still operating — i.e. survivors. The aggregate alpha is biased upward versus a sample that would include funds that blew up (Archegos, Melvin, Bill Hwang, etc.). Treat absolute headline numbers as upper bounds; comparisons between funds within the sample are still informative.
  • Conviction = (last appearance − first appearance) in the fund's 13Fs, in quarters. A fund that opened a position in Q1 2020 and exited Q1 2022 counts as 8 quarters of hold. This measures duration, not position weight — a 100-share placeholder held for 20 quarters scores the same as a 5%-of- portfolio core holding. Weight-aware ranking is on the roadmap (depends on reference-data layer).
  • All buys priced at filing date (45-day disclosure lag baked in). Exit pricing depends on the mode selected above: “Hold to today” (default) marks every signal at the latest close; “Sell when fund sold” uses the fund's actual exit price (or today, for still-open positions).
  • Heavy funds (Renaissance Technologies, Citadel Advisors, Soros Fund Management, Two Sigma Investments, D.E. Shaw, AQR Capital Management, Millennium Management, Point72 Asset Management) use 8-quarter snapshots, so a ≥8Q conviction filter will mostly exclude them. Funds with full history (Berkshire, Pershing, Tiger, Bridgewater, Appaloosa) dominate the high-conviction buckets.
  • Each “buy signal” is a separate $10k lot — so a position the fund added to 8 times generates 8 lots, each with its own entry price.
  • No transaction costs, slippage, taxes, borrow, or short-rebate modeled. Tax drag in particular destroys high-turnover strategies; treat the headline returns as gross.