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
+6.1%

Performance as of Jul 17, 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 17, 2026.

Total Return

+6.1%

SPY +19.5%

Ann. Return

+6.2%

SPY +19.8%

Ann. Vol

19.3%

SPY 12.6%

Sharpe

0.32

SPY 1.57

Max Drawdown

-16.9%

SPY -9.1%

Alpha vs SPY

+10.2%

hit rate 51.0%

Performance as of Jul 17, 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 17, 2026.

DateModel basket wealth indexSPY
Jul 18, 20251.0000x1.0000x
Jul 21, 20250.9418x1.0019x
Jul 22, 20250.9478x1.0020x
Jul 23, 20250.9365x1.0106x
Jul 24, 20250.9504x1.0109x
Jul 25, 20250.9391x1.0152x
Jul 28, 20250.9388x1.0149x
Jul 29, 20250.9583x1.0122x
Jul 30, 20250.9644x1.0110x
Jul 31, 20250.9735x1.0072x
Aug 1, 20250.9609x0.9907x
Aug 4, 20250.9636x1.0057x
Aug 5, 20250.9605x1.0006x
Aug 6, 20250.9569x1.0083x
Aug 7, 20250.9529x1.0074x
Aug 8, 20250.9469x1.0153x
Aug 11, 20250.9453x1.0133x
Aug 12, 20250.9417x1.0241x
Aug 13, 20250.9477x1.0276x
Aug 14, 20250.9469x1.0277x
Aug 15, 20250.9452x1.0253x
Aug 18, 20250.9267x1.0250x
Aug 19, 20250.9289x1.0195x
Aug 20, 20250.9413x1.0168x
Aug 21, 20250.9504x1.0127x
Aug 22, 20250.9508x1.0283x
Aug 25, 20250.9474x1.0237x
Aug 26, 20250.9574x1.0280x
Aug 27, 20250.9529x1.0304x
Aug 28, 20250.9608x1.0340x
Aug 29, 20250.9572x1.0278x
Sep 2, 20250.9616x1.0202x
Sep 3, 20250.9531x1.0257x
Sep 4, 20250.9569x1.0343x
Sep 5, 20250.9507x1.0313x
Sep 8, 20250.9377x1.0339x
Sep 9, 20250.9362x1.0363x
Sep 10, 20250.9485x1.0392x
Sep 11, 20250.9491x1.0479x
Sep 12, 20250.9496x1.0475x
Sep 15, 20250.9397x1.0531x
Sep 16, 20250.9428x1.0517x
Sep 17, 20250.9451x1.0504x
Sep 18, 20250.9397x1.0553x
Sep 19, 20250.9316x1.0576x
Sep 22, 20250.9359x1.0626x
Sep 23, 20250.9546x1.0568x
Sep 24, 20250.9712x1.0534x
Sep 25, 20250.9779x1.0486x
Sep 26, 20250.9847x1.0546x
Sep 29, 20250.9850x1.0575x
Sep 30, 20250.9857x1.0615x
Oct 1, 20250.9963x1.0651x
Oct 2, 20250.9830x1.0664x
Oct 3, 20250.9854x1.0663x
Oct 6, 20250.9947x1.0702x
Oct 7, 20251.0012x1.0662x
Oct 8, 20250.9986x1.0725x
Oct 9, 20250.9797x1.0694x
Oct 10, 20250.9554x1.0405x
Oct 13, 20250.9626x1.0565x
Oct 14, 20250.9580x1.0552x
Oct 15, 20250.9718x1.0599x
Oct 16, 20250.9457x1.0527x
Oct 17, 20250.9531x1.0587x
Oct 20, 20250.9774x1.0697x
Oct 21, 20250.9737x1.0696x
Oct 22, 20250.9661x1.0641x
Oct 23, 20250.9668x1.0704x
Oct 24, 20250.9642x1.0791x
Oct 27, 20250.9678x1.0919x
Oct 28, 20250.9492x1.0948x
Oct 29, 20250.9367x1.0953x
Oct 30, 20250.9382x1.0833x
Oct 31, 20250.9483x1.0868x
Nov 3, 20250.9698x1.0888x
Nov 4, 20250.9724x1.0759x
Nov 5, 20250.9683x1.0797x
Nov 6, 20250.9746x1.0681x
Nov 7, 20250.9891x1.0691x
Nov 10, 20250.9992x1.0858x
Nov 11, 20251.0160x1.0883x
Nov 12, 20251.0148x1.0889x
Nov 13, 20251.0062x1.0708x
Nov 14, 20251.0096x1.0707x
Nov 17, 20251.0025x1.0607x
Nov 18, 20251.0018x1.0518x
Nov 19, 20250.9961x1.0558x
Nov 20, 20250.9781x1.0398x
Nov 21, 20250.9820x1.0501x
Nov 24, 20250.9885x1.0656x
Nov 25, 20250.9852x1.0756x
Nov 26, 20251.0037x1.0830x
Nov 28, 20251.0219x1.0889x
Dec 1, 20251.0152x1.0840x
Dec 2, 20250.9954x1.0860x
Dec 3, 20251.0175x1.0897x
Dec 4, 20251.0128x1.0905x
Dec 5, 20251.0116x1.0926x
Dec 8, 20250.9905x1.0893x
Dec 9, 20250.9863x1.0884x
Dec 10, 20250.9748x1.0956x
Dec 11, 20250.9614x1.0981x
Dec 12, 20250.9542x1.0863x
Dec 15, 20250.9512x1.0847x
Dec 16, 20250.9306x1.0817x
Dec 17, 20250.9448x1.0698x
Dec 18, 20250.9371x1.0779x
Dec 19, 20250.9382x1.0845x
Dec 22, 20250.9378x1.0912x
Dec 23, 20250.9522x1.0962x
Dec 24, 20250.9442x1.1001x
Dec 26, 20250.9434x1.1000x
Dec 29, 20250.9558x1.0960x
Dec 30, 20250.9607x1.0947x
Dec 31, 20250.9517x1.0866x
Jan 2, 20260.9572x1.0886x
Jan 5, 20260.9456x1.0958x
Jan 6, 20260.9369x1.1023x
Jan 7, 20260.9435x1.0988x
Jan 8, 20260.9346x1.0987x
Jan 9, 20260.9217x1.1059x
Jan 12, 20260.9275x1.1077x
Jan 13, 20260.9314x1.1055x
Jan 14, 20260.9325x1.1000x
Jan 15, 20260.9345x1.1030x
Jan 16, 20260.9443x1.1021x
Jan 20, 20260.9536x1.0797x
Jan 21, 20260.9835x1.0921x
Jan 22, 20260.9823x1.0978x
Jan 23, 20260.9846x1.0982x
Jan 26, 20260.9946x1.1038x
Jan 27, 20260.9832x1.1082x
Jan 28, 20260.9931x1.1081x
Jan 30, 20261.0149x1.1026x
Feb 2, 20260.9821x1.1081x
Feb 3, 20260.9987x1.0987x
Feb 4, 20261.0088x1.0934x
Feb 5, 20261.0068x1.0797x
Feb 6, 20261.0216x1.1004x
Feb 9, 20261.0119x1.1058x
Feb 10, 20261.0129x1.1028x
Feb 11, 20261.0288x1.1026x
Feb 12, 20261.0280x1.0856x
Feb 13, 20261.0458x1.0863x
Feb 17, 20261.0355x1.0881x
Feb 18, 20261.0377x1.0935x
Feb 19, 20261.0575x1.0907x
Feb 20, 20261.0677x1.0986x
Feb 23, 20261.0501x1.0873x
Feb 24, 20261.0457x1.0952x
Feb 25, 20261.0532x1.1045x
Feb 26, 20261.0684x1.0983x
Feb 27, 20261.0911x1.0931x
Mar 2, 20261.1117x1.0937x
Mar 3, 20261.1051x1.0841x
Mar 4, 20261.1060x1.0917x
Mar 5, 20261.1077x1.0856x
Mar 6, 20261.1129x1.0714x
Mar 9, 20261.1113x1.0808x
Mar 10, 20261.0933x1.0790x
Mar 11, 20261.1156x1.0777x
Mar 12, 20261.1246x1.0613x
Mar 13, 20261.1261x1.0553x
Mar 16, 20261.1306x1.0660x
Mar 17, 20261.1318x1.0689x
Mar 18, 20261.1408x1.0539x
Mar 19, 20261.1684x1.0513x
Mar 20, 20261.1576x1.0334x
Mar 23, 20261.1682x1.0443x
Mar 24, 20261.1876x1.0408x
Mar 25, 20261.1972x1.0466x
Mar 26, 20261.1985x1.0279x
Mar 27, 20261.2130x1.0104x
Mar 30, 20261.1930x1.0070x
Mar 31, 20261.1746x1.0363x
Apr 1, 20261.1464x1.0441x
Apr 2, 20261.1479x1.0450x
Apr 6, 20261.1527x1.0500x
Apr 7, 20261.1535x1.0504x
Apr 8, 20261.1377x1.0772x
Apr 9, 20261.1267x1.0834x
Apr 10, 20261.1202x1.0827x
Apr 13, 20261.1056x1.0932x
Apr 14, 20261.0900x1.1066x
Apr 15, 20261.0871x1.1153x
Apr 16, 20261.1069x1.1180x
Apr 17, 20261.0892x1.1316x
Apr 20, 20261.0825x1.1293x
Apr 21, 20261.0845x1.1219x
Apr 22, 20261.1007x1.1333x
Apr 23, 20261.1090x1.1289x
Apr 24, 20261.1068x1.1376x
Apr 27, 20261.1106x1.1396x
Apr 28, 20261.1248x1.1340x
Apr 29, 20261.1394x1.1338x
Apr 30, 20261.1554x1.1451x
May 1, 20261.1396x1.1483x
May 4, 20261.1454x1.1441x
May 5, 20261.1392x1.1533x
May 6, 20261.1024x1.1693x
May 7, 20261.0810x1.1657x
May 8, 20261.0698x1.1753x
May 11, 20261.0790x1.1780x
May 12, 20261.0790x1.1762x
May 13, 20261.0728x1.1828x
May 14, 20261.0810x1.1922x
May 15, 20261.0764x1.1778x
May 18, 20261.0947x1.1770x
May 19, 20261.1121x1.1691x
May 20, 20261.0929x1.1811x
May 21, 20261.0846x1.1835x
May 22, 20261.0893x1.1881x
May 26, 20261.0663x1.1960x
May 27, 20261.0509x1.1958x
May 28, 20261.0462x1.2024x
May 29, 20261.0346x1.2054x
Jun 1, 20261.0333x1.2087x
Jun 2, 20261.0436x1.2103x
Jun 3, 20261.0408x1.2018x
Jun 4, 20261.0577x1.2064x
Jun 5, 20261.0463x1.1752x
Jun 8, 20261.0345x1.1779x
Jun 9, 20261.0333x1.1744x
Jun 10, 20261.0397x1.1559x
Jun 11, 20261.0248x1.1756x
Jun 12, 20261.0372x1.1819x
Jun 15, 20261.0226x1.2028x
Jun 16, 20261.0215x1.1956x
Jun 17, 20261.0144x1.1807x
Jun 18, 20261.0075x1.1899x
Jun 22, 20261.0243x1.1861x
Jun 23, 20261.0338x1.1689x
Jun 24, 20261.0309x1.1684x
Jun 25, 20261.0402x1.1701x
Jun 26, 20261.0613x1.1616x
Jun 29, 20261.0483x1.1807x
Jun 30, 20261.0544x1.1899x
Jul 1, 20261.0490x1.1883x
Jul 2, 20261.0589x1.1867x
Jul 6, 20261.0452x1.1971x
Jul 7, 20261.0622x1.1914x
Jul 8, 20261.0638x1.1877x
Jul 9, 20261.0518x1.1978x
Jul 10, 20261.0397x1.2030x
Jul 13, 20261.0510x1.1937x
Jul 14, 20261.0554x1.1980x
Jul 15, 20261.0381x1.2027x
Jul 16, 20261.0446x1.1962x

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.

Frequently asked questions

Research the stocks behind this idea

Use QuantLink's screener and company pages to inspect fundamentals, valuation, and market data after reviewing the public thesis.

Related links

QuantLink is a research tool, not investment advice. This page shows a curated model basket and backtested performance, not a filed portfolio, fund return, or recommendation to buy or sell securities.