Energy Materials model basket

Natural Gas and the LNG Export

A concentrated book of LNG pure-plays, Appalachian and Haynesville E&P, compression, and gas-weighted utilities.

What is the thesis for Natural Gas and the LNG Export?

We own Cheniere's contracted tolling book, the Appalachian and Haynesville dry-gas producers that feed it, the compression sub-tier that moves molecules to the fence line, and the utility names tied to gas-fired generation for AI data-center load. The cohort has underperformed SPY over the trailing year, which is the setup, not a disqualifier.

This is a curated QuantLink model basket. It is not a filed portfolio, not a fund, and not investment advice.

Published Apr 14, 2026. Updated Apr 14, 2026. Source: QuantLink curated model basket and FastAPI ideas endpoint.

Holdings
12
Benchmark
SPY
Status
New
1Y model return
+8.0%

Performance as of Jul 11, 2026.

Thesis narrative

The question

Is US natural gas priced as a shoulder-season commodity with a structural glut from Appalachian productivity, or as the feedstock for the largest coincident LNG export capacity build in the country's history meeting a domestic demand step-change from gas-fired generation serving AI data-center load?

Base rates

We start by naming the setup. This cohort has underperformed SPY over the trailing twelve months -- the index compounded near 28.6% while the gas-weighted basket was mixed, with several E&Ps in flat-to-negative territory. The screener dropped the one-year performance hurdle for this idea deliberately. The underperformance is the imputed-expectations gap: the market is pricing a continuation of the 2023-2024 Henry Hub malaise into a forward period in which the demand curve inflects through three independent channels.

The reference class is prior coincident supply-demand inflections in North American gas: the 1999-2001 power-generation build that pulled Henry Hub from $2 to $10, and the 2016-2019 first wave of US LNG exports that absorbed roughly 9 Bcf/d of domestic supply. Tolling operators with contracted capacity compounded revenue 12-20% annually for four-to-six years at utility-like multiples, while the upstream cohort traded in a wider band tied to strip.

The second-wave US LNG capacity coming online between 2025 and 2027 is roughly 10-12 Bcf/d of incremental feedgas demand -- Plaquemines Phases 1 and 2, Corpus Christi Stage 3, Rio Grande Phase 1, Port Arthur Phase 1, and Golden Pass. That is a 10-12% increase in total US dry gas demand on a single demand channel. The imputed price embedded in forward consensus is roughly $3.25-3.75/MMBtu Henry Hub through 2027. The incentive price to bring marginal Haynesville and Appalachian rigs back to sustaining activity is closer to $3.75-4.25. The forward curve does not clear the incentive curve at projected demand.

Why consensus is wrong

Consensus treats LNG as a feedgas tax on domestic price. In a contracted-tolling model -- which is what Cheniere runs -- the tolling fee and the liquefaction spread are decoupled from Henry Hub; LNG's cash flows compound regardless of where the front month prints. The market continues to price LNG Inc. closer to an upstream beta than a contracted-midstream quality name, and the multiple gap has widened rather than closed.

The second miss is data-center gas generation. The AI load-growth narrative has attached to nuclear and renewables in the sell-side; the near-term incremental generation that actually serves hyperscaler load is a gas-fired combined-cycle or peaker, because the interconnect queue for firm baseload is three-to-five years longer than the commissioning timeline of a gas unit. The utility names tied to gas-weighted generation -- Ameren in Missouri-Illinois and OGE in Oklahoma -- are pricing a flat load-growth scenario while their integrated resource plans already reflect double-digit incremental MW tied to data-center commitments.

Third, the Appalachian productivity narrative has already monetized. Takeaway capacity is constrained, the rig count is disciplined, and the marginal producer is no longer willing to hedge below the forward strip. When the binding constraint shifts from takeaway to well-level deliverability, the economics of the E&P improve because basis differentials tighten, not loosen.

Position construction

The book has one 20% anchor and four sub-books.

LNG tolling anchor (~20%). LNG at 20% is Cheniere -- the contracted tolling book at Sabine Pass and Corpus Christi, with Stage 3 trains commissioning through 2026 and Corpus Christi Mid-Scale trains behind them. Of every contracted name in the energy complex, this is the one whose cash flows most closely resemble a regulated midstream and whose market pricing still embeds an upstream multiple.

Appalachian and Haynesville E&P (~46.9%). EQT at ~18.8% is the largest US dry-gas producer with the deepest Appalachian inventory and the cleanest LNG-linked export exposure through a Southeast takeaway book. EXE at ~13.4% is the combined Chesapeake-Southwestern entity with the Haynesville footprint closest to Gulf Coast liquefaction. CTRA at ~9.7% is the Permian-Marcellus balance with a gas-weighted free-cash posture. AR at ~5.3% and RRC at ~4.8% are the Appalachian liquids-rich complement; AR's integrated midstream and C3+ exposure adds a price-flex lever that pure-dry-gas names lack.

Utility and data-center-linked generation (~21.1%). AEE at ~15.9% is the Missouri-Illinois integrated utility with the clearest data-center tariff filings and a gas-weighted generation stack. OGE at ~5.2% is the Oklahoma utility with growing data-center load and a rate base that compounds with gas-peaker additions.

LNG shipping and compression (~6.9%). GLNG at ~2.2% and FLNG at ~0.8% are the LNG shipping and FSRU specialists -- sized as optionality on fleet day rates. AROC at ~2.4% and KGS at ~1.7% are the gas-compression sub-tier; their revenue scales with throughput rather than price and they compound with every incremental Bcf/d of takeaway.

Asymmetric payoff

If the 2025-2027 LNG capacity wave commissions within six months of guided dates, data-center gas-peaker load adds 3-5 GW of incremental combined-cycle dispatch by late 2027, and Appalachian takeaway stays constrained, the weighted book returns roughly 18-28% annualized over three years. If Henry Hub prints below $2.75 for two consecutive summers, the book returns roughly -8% to -15%. If a second wave of data-center commitments moves a major utility's integrated resource plan to a gas-weighted stack, the right tail is 35-50% with multiple re-rating on the utility and LNG sleeves.

At 50% base, 30% bear, and 20% bull, expected value is roughly +10 to +16% annualized against an SPY base rate near +8%. The payoff is asymmetric because the tolling anchor and the utility sleeve truncate the bear case while the E&P cohort captures the strip upside if the demand math clears.

Three things that would change our mind

  1. Two or more of the 2025-2027 LNG projects slipping commissioning by more than nine months, with supplier-side causes suggesting the wave extends rather than lands, which would push the incremental feedgas call out past the window in which the E&P cohort can sustain current free-cash posture.
  2. FERC or DOE imposing a second pause on non-FTA LNG export authorizations with language indicating a durable policy shift rather than a temporary study, which would remove the forward contracting pipeline behind Port Arthur Phase 2 and CP2.
  3. Data-center load forecasts from PJM, MISO, and SPP revised downward by 30% or more in aggregate, indicating the hyperscaler demand curve is softer than utility integrated resource plans currently embed.

What we are explicitly NOT betting on

We are not betting on a specific Henry Hub price print. We are not betting on any single E&P maintaining rig cadence at current levels -- the 18.8%/13.4%/9.7% sizing of EQT/EXE/CTRA is deliberate to avoid single-operator execution risk. We are not betting on oil prices; the liquids-rich names are sized such that a $60 crude print does not re-rate the basket. We are not betting on renewables displacement being slower or faster than current trajectories. We are not betting on a specific LNG project sponsor winning FID on an expansion train. The thesis requires only that the contracted LNG tolling backlog compounds, that data-center load grows into a gas-weighted stack, and that takeaway stays a binding constraint on Appalachian basis. All three are strictly weaker claims than picking a Henry Hub target.

Model basket holdings

Model basket: curated equal or target weighting, not a filed portfolio. Weights are the target basket weights returned by the live ideas endpoint.

NameSymbolModel weight
Archrock, Inc.AROC2.37%
Kodiak Gas Services, Inc.KGS1.70%
Golar LNG LimitedGLNG2.21%
FLEX LNG Ltd.FLNG0.76%
Cheniere Energy, Inc.LNG20.00%
EQT CorporationEQT18.78%
Ameren CorporationAEE15.88%
Expand Energy CorporationEXE13.35%
Coterra Energy Inc.CTRA9.68%
Antero Resources CorporationAR5.29%
OGE Energy Corp.OGE5.21%
Range Resources CorporationRRC4.77%

Backtested performance vs SPY

Performance is backtested from the returned tearsheet series. It reflects the model basket methodology and benchmark series, not live fund returns or a filed portfolio track record. Performance as of Jul 11, 2026.

Total Return

+8.0%

SPY +20.5%

Ann. Return

+8.1%

SPY +20.9%

Ann. Vol

19.4%

SPY 12.6%

Sharpe

0.42

SPY 1.65

Max Drawdown

-16.9%

SPY -9.1%

Alpha vs SPY

+11.7%

hit rate 50.4%

Performance as of Jul 11, 2026.

Rolling Performance vs Benchmark

Portfolio Holdings

Holding
Weight
Country
Exchange
Sector
Industry
Mkt Cap
Price
1Y
1Y Trend
LNG
LNGCheniere Energy, Inc.
20.0%
EQT
EQTEQT Corporation
18.8%
AEE
AEEAmeren Corporation
15.9%
EXE
EXEExpand Energy Corporation
13.3%
CTRA
CTRACoterra Energy Inc.
9.7%
AR
ARAntero Resources Corporation
5.3%
OGE
OGEOGE Energy Corp.
5.2%
RRC
RRCRange Resources Corporation
4.8%
AROC
AROCArchrock, Inc.
2.4%
GLNG
GLNGGolar LNG Limited
2.2%
KGS
KGSKodiak Gas Services, Inc.
1.7%
FLNG
FLNGFLEX LNG Ltd.
0.7%

SSR performance series fallback

The table below is the server-rendered reference series behind the interactive chart. Values show the wealth index level from a 1.00 starting value, not a second 1Y return figure. Series as of Jul 11, 2026.

DateModel basket wealth indexSPY
Jul 14, 20251.0000x1.0000x
Jul 15, 20250.9832x0.9957x
Jul 16, 20250.9833x0.9991x
Jul 17, 20250.9848x1.0052x
Jul 18, 20251.0006x1.0044x
Jul 21, 20250.9424x1.0063x
Jul 22, 20250.9484x1.0065x
Jul 23, 20250.9371x1.0150x
Jul 24, 20250.9510x1.0154x
Jul 25, 20250.9396x1.0197x
Jul 28, 20250.9394x1.0194x
Jul 29, 20250.9589x1.0167x
Jul 30, 20250.9650x1.0154x
Jul 31, 20250.9741x1.0116x
Aug 1, 20250.9615x0.9951x
Aug 4, 20250.9642x1.0102x
Aug 5, 20250.9611x1.0051x
Aug 6, 20250.9576x1.0128x
Aug 7, 20250.9535x1.0119x
Aug 8, 20250.9475x1.0198x
Aug 11, 20250.9459x1.0178x
Aug 12, 20250.9423x1.0286x
Aug 13, 20250.9483x1.0321x
Aug 14, 20250.9475x1.0322x
Aug 15, 20250.9458x1.0298x
Aug 18, 20250.9273x1.0296x
Aug 19, 20250.9295x1.0240x
Aug 20, 20250.9419x1.0213x
Aug 21, 20250.9510x1.0172x
Aug 22, 20250.9514x1.0328x
Aug 25, 20250.9480x1.0283x
Aug 26, 20250.9580x1.0326x
Aug 27, 20250.9535x1.0349x
Aug 28, 20250.9614x1.0386x
Aug 29, 20250.9578x1.0324x
Sep 2, 20250.9622x1.0247x
Sep 3, 20250.9537x1.0303x
Sep 4, 20250.9575x1.0389x
Sep 5, 20250.9513x1.0359x
Sep 8, 20250.9383x1.0384x
Sep 9, 20250.9368x1.0408x
Sep 10, 20250.9491x1.0439x
Sep 11, 20250.9497x1.0525x
Sep 12, 20250.9502x1.0522x
Sep 15, 20250.9402x1.0578x
Sep 16, 20250.9434x1.0563x
Sep 17, 20250.9457x1.0550x
Sep 18, 20250.9403x1.0599x
Sep 19, 20250.9322x1.0622x
Sep 22, 20250.9365x1.0673x
Sep 23, 20250.9552x1.0615x
Sep 24, 20250.9718x1.0581x
Sep 25, 20250.9785x1.0532x
Sep 26, 20250.9853x1.0592x
Sep 29, 20250.9856x1.0622x
Sep 30, 20250.9863x1.0662x
Oct 1, 20250.9969x1.0698x
Oct 2, 20250.9836x1.0711x
Oct 3, 20250.9861x1.0711x
Oct 6, 20250.9954x1.0749x
Oct 7, 20251.0018x1.0709x
Oct 8, 20250.9993x1.0773x
Oct 9, 20250.9803x1.0742x
Oct 10, 20250.9560x1.0451x
Oct 13, 20250.9632x1.0612x
Oct 14, 20250.9586x1.0599x
Oct 15, 20250.9724x1.0646x
Oct 16, 20250.9463x1.0573x
Oct 17, 20250.9537x1.0633x
Oct 20, 20250.9781x1.0744x
Oct 21, 20250.9743x1.0744x
Oct 22, 20250.9667x1.0688x
Oct 23, 20250.9675x1.0751x
Oct 24, 20250.9648x1.0839x
Oct 27, 20250.9684x1.0967x
Oct 28, 20250.9498x1.0996x
Oct 29, 20250.9373x1.1002x
Oct 30, 20250.9388x1.0881x
Oct 31, 20250.9489x1.0916x
Nov 3, 20250.9704x1.0937x
Nov 4, 20250.9730x1.0807x
Nov 5, 20250.9690x1.0845x
Nov 6, 20250.9752x1.0728x
Nov 7, 20250.9897x1.0739x
Nov 10, 20250.9999x1.0906x
Nov 11, 20251.0167x1.0931x
Nov 12, 20251.0155x1.0937x
Nov 13, 20251.0069x1.0756x
Nov 14, 20251.0102x1.0754x
Nov 17, 20251.0031x1.0654x
Nov 18, 20251.0025x1.0564x
Nov 19, 20250.9967x1.0605x
Nov 20, 20250.9788x1.0444x
Nov 21, 20250.9826x1.0548x
Nov 24, 20250.9891x1.0703x
Nov 25, 20250.9858x1.0804x
Nov 26, 20251.0043x1.0878x
Nov 28, 20251.0226x1.0938x
Dec 1, 20251.0158x1.0888x
Dec 2, 20250.9960x1.0908x
Dec 3, 20251.0182x1.0946x
Dec 4, 20251.0135x1.0954x
Dec 5, 20251.0123x1.0974x
Dec 8, 20250.9911x1.0941x
Dec 9, 20250.9870x1.0932x
Dec 10, 20250.9755x1.1004x
Dec 11, 20250.9620x1.1030x
Dec 12, 20250.9548x1.0911x
Dec 15, 20250.9518x1.0895x
Dec 16, 20250.9312x1.0865x
Dec 17, 20250.9454x1.0746x
Dec 18, 20250.9377x1.0827x
Dec 19, 20250.9388x1.0893x
Dec 22, 20250.9384x1.0961x
Dec 23, 20250.9528x1.1011x
Dec 24, 20250.9448x1.1049x
Dec 26, 20250.9440x1.1048x
Dec 29, 20250.9564x1.1009x
Dec 30, 20250.9613x1.0996x
Dec 31, 20250.9523x1.0914x
Jan 2, 20260.9579x1.0934x
Jan 5, 20260.9462x1.1007x
Jan 6, 20260.9375x1.1072x
Jan 7, 20260.9441x1.1037x
Jan 8, 20260.9352x1.1036x
Jan 9, 20260.9223x1.1108x
Jan 12, 20260.9281x1.1126x
Jan 13, 20260.9320x1.1104x
Jan 14, 20260.9331x1.1049x
Jan 15, 20260.9351x1.1079x
Jan 16, 20260.9449x1.1070x
Jan 20, 20260.9542x1.0845x
Jan 21, 20260.9841x1.0970x
Jan 22, 20260.9829x1.1027x
Jan 23, 20260.9852x1.1031x
Jan 26, 20260.9952x1.1087x
Jan 27, 20260.9838x1.1131x
Jan 28, 20260.9937x1.1130x
Jan 30, 20261.0156x1.1075x
Feb 2, 20260.9828x1.1130x
Feb 3, 20260.9993x1.1036x
Feb 4, 20261.0095x1.0982x
Feb 5, 20261.0075x1.0845x
Feb 6, 20261.0223x1.1053x
Feb 9, 20261.0126x1.1107x
Feb 10, 20261.0135x1.1077x
Feb 11, 20261.0294x1.1075x
Feb 12, 20261.0286x1.0904x
Feb 13, 20261.0464x1.0911x
Feb 17, 20261.0361x1.0929x
Feb 18, 20261.0384x1.0984x
Feb 19, 20261.0582x1.0955x
Feb 20, 20261.0683x1.1034x
Feb 23, 20261.0508x1.0922x
Feb 24, 20261.0464x1.1001x
Feb 25, 20261.0538x1.1094x
Feb 26, 20261.0691x1.1032x
Feb 27, 20261.0918x1.0979x
Mar 2, 20261.1124x1.0985x
Mar 3, 20261.1058x1.0889x
Mar 4, 20261.1067x1.0965x
Mar 5, 20261.1084x1.0904x
Mar 6, 20261.1136x1.0761x
Mar 9, 20261.1120x1.0856x
Mar 10, 20261.0940x1.0838x
Mar 11, 20261.1163x1.0825x
Mar 12, 20261.1253x1.0660x
Mar 13, 20261.1269x1.0600x
Mar 16, 20261.1313x1.0708x
Mar 17, 20261.1325x1.0736x
Mar 18, 20261.1415x1.0586x
Mar 19, 20261.1692x1.0560x
Mar 20, 20261.1584x1.0380x
Mar 23, 20261.1690x1.0489x
Mar 24, 20261.1884x1.0454x
Mar 25, 20261.1980x1.0512x
Mar 26, 20261.1992x1.0325x
Mar 27, 20261.2138x1.0149x
Mar 30, 20261.1938x1.0115x
Mar 31, 20261.1754x1.0409x
Apr 1, 20261.1471x1.0487x
Apr 2, 20261.1486x1.0496x
Apr 6, 20261.1535x1.0546x
Apr 7, 20261.1542x1.0551x
Apr 8, 20261.1384x1.0819x
Apr 9, 20261.1274x1.0882x
Apr 10, 20261.1209x1.0875x
Apr 13, 20261.1063x1.0981x
Apr 14, 20261.0907x1.1115x
Apr 15, 20261.0878x1.1202x
Apr 16, 20261.1076x1.1230x
Apr 17, 20261.0899x1.1366x
Apr 20, 20261.0832x1.1343x
Apr 21, 20261.0852x1.1269x
Apr 22, 20261.1014x1.1383x
Apr 23, 20261.1097x1.1339x
Apr 24, 20261.1075x1.1427x
Apr 27, 20261.1113x1.1446x
Apr 28, 20261.1255x1.1391x
Apr 29, 20261.1401x1.1389x
Apr 30, 20261.1561x1.1502x
May 1, 20261.1403x1.1534x
May 4, 20261.1461x1.1492x
May 5, 20261.1399x1.1584x
May 6, 20261.1031x1.1745x
May 7, 20261.0816x1.1709x
May 8, 20261.0705x1.1806x
May 11, 20261.0797x1.1832x
May 12, 20261.0797x1.1814x
May 13, 20261.0735x1.1881x
May 14, 20261.0817x1.1974x
May 15, 20261.0770x1.1830x
May 18, 20261.0954x1.1822x
May 19, 20261.1128x1.1743x
May 20, 20261.0936x1.1864x
May 21, 20261.0853x1.1887x
May 22, 20261.0900x1.1934x
May 26, 20261.0670x1.2013x
May 27, 20261.0515x1.2011x
May 28, 20261.0468x1.2077x
May 29, 20261.0353x1.2107x
Jun 1, 20261.0339x1.2140x
Jun 2, 20261.0442x1.2157x
Jun 3, 20261.0414x1.2072x
Jun 4, 20261.0584x1.2117x
Jun 5, 20261.0470x1.1804x
Jun 8, 20261.0351x1.1831x
Jun 9, 20261.0340x1.1796x
Jun 10, 20261.0403x1.1610x
Jun 11, 20261.0255x1.1808x
Jun 12, 20261.0378x1.1872x
Jun 15, 20261.0233x1.2081x
Jun 16, 20261.0221x1.2009x
Jun 17, 20261.0150x1.1859x
Jun 18, 20261.0082x1.1951x
Jun 22, 20261.0249x1.1914x
Jun 23, 20261.0344x1.1741x
Jun 24, 20261.0315x1.1735x
Jun 25, 20261.0408x1.1752x
Jun 26, 20261.0620x1.1667x
Jun 29, 20261.0489x1.1860x
Jun 30, 20261.0550x1.1952x
Jul 1, 20261.0497x1.1936x
Jul 2, 20261.0596x1.1920x
Jul 6, 20261.0458x1.2024x
Jul 7, 20261.0629x1.1967x
Jul 8, 20261.0645x1.1930x
Jul 9, 20261.0525x1.2031x

Themes and category

Energy MaterialsEnergy & MaterialsQuality

Methodology and caveats

QuantLink fetches this idea from the live FastAPI ideas endpoints and renders the returned title, thesis, holdings, themes, benchmark, and tearsheet fields directly. Missing fields are left unavailable rather than fabricated.

Holdings are a curated model basket. They are not 13F filings, not insider filings, not adviser holdings, and not a claim that any person or fund owns the basket.

Backtested performance depends on the returned basket weights, benchmark, rebalancing assumptions, available price history, and calculation choices in the tearsheet endpoint. Backtests can differ materially from live results and do not include every cost, tax, capacity, liquidity, or execution constraint an investor may face.

Equal-weight and target-weight baskets can drift between rebalance points. Rebalancing can increase turnover, and concentrated thematic baskets can have higher drawdowns than a broad market benchmark.

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