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
+19.4%

Performance as of Sep 8, 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 Sep 8, 2026.

Total Return

+19.4%

SPY +18.7%

Ann. Return

+19.7%

SPY +18.9%

Ann. Vol

18.9%

SPY 12.9%

Sharpe

1.04

SPY 1.47

Max Drawdown

-16.9%

SPY -9.1%

Alpha vs SPY

+22.4%

hit rate 49.8%

Performance as of Sep 8, 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 Sep 8, 2026.

DateModel basket wealth indexSPY
Sep 9, 20251.0000x1.0000x
Sep 10, 20251.0131x1.0029x
Sep 11, 20251.0137x1.0112x
Sep 12, 20251.0143x1.0109x
Sep 15, 20251.0037x1.0163x
Sep 16, 20251.0070x1.0149x
Sep 17, 20251.0095x1.0136x
Sep 18, 20251.0037x1.0183x
Sep 19, 20250.9951x1.0206x
Sep 22, 20250.9997x1.0254x
Sep 23, 20251.0196x1.0198x
Sep 24, 20251.0373x1.0166x
Sep 25, 20251.0445x1.0119x
Sep 26, 20251.0517x1.0177x
Sep 29, 20251.0521x1.0205x
Sep 30, 20251.0528x1.0244x
Oct 1, 20251.0642x1.0279x
Oct 2, 20251.0499x1.0290x
Oct 3, 20251.0526x1.0290x
Oct 6, 20251.0625x1.0327x
Oct 7, 20251.0694x1.0289x
Oct 8, 20251.0667x1.0350x
Oct 9, 20251.0464x1.0320x
Oct 10, 20251.0205x1.0041x
Oct 13, 20251.0281x1.0195x
Oct 14, 20251.0232x1.0183x
Oct 15, 20251.0380x1.0228x
Oct 16, 20251.0101x1.0159x
Oct 17, 20251.0180x1.0216x
Oct 20, 20251.0440x1.0322x
Oct 21, 20251.0400x1.0322x
Oct 22, 20251.0319x1.0269x
Oct 23, 20251.0327x1.0330x
Oct 24, 20251.0299x1.0414x
Oct 27, 20251.0337x1.0537x
Oct 28, 20251.0139x1.0565x
Oct 29, 20251.0005x1.0570x
Oct 30, 20251.0021x1.0454x
Oct 31, 20251.0129x1.0488x
Nov 3, 20251.0359x1.0508x
Nov 4, 20251.0387x1.0383x
Nov 5, 20251.0343x1.0419x
Nov 6, 20251.0410x1.0307x
Nov 7, 20251.0564x1.0317x
Nov 10, 20251.0673x1.0478x
Nov 11, 20251.0852x1.0502x
Nov 12, 20251.0839x1.0508x
Nov 13, 20251.0748x1.0334x
Nov 14, 20251.0784x1.0332x
Nov 17, 20251.0708x1.0236x
Nov 18, 20251.0701x1.0150x
Nov 19, 20251.0639x1.0189x
Nov 20, 20251.0448x1.0034x
Nov 21, 20251.0489x1.0134x
Nov 24, 20251.0558x1.0283x
Nov 25, 20251.0523x1.0380x
Nov 26, 20251.0721x1.0451x
Nov 28, 20251.0915x1.0508x
Dec 1, 20251.0843x1.0460x
Dec 2, 20251.0632x1.0480x
Dec 3, 20251.0869x1.0516x
Dec 4, 20251.0818x1.0524x
Dec 5, 20251.0805x1.0544x
Dec 8, 20251.0579x1.0512x
Dec 9, 20251.0535x1.0503x
Dec 10, 20251.0413x1.0573x
Dec 11, 20251.0269x1.0597x
Dec 12, 20251.0192x1.0483x
Dec 15, 20251.0160x1.0467x
Dec 16, 20250.9940x1.0439x
Dec 17, 20251.0091x1.0324x
Dec 18, 20251.0009x1.0402x
Dec 19, 20251.0021x1.0465x
Dec 22, 20251.0017x1.0530x
Dec 23, 20251.0171x1.0579x
Dec 24, 20251.0085x1.0616x
Dec 26, 20251.0077x1.0615x
Dec 29, 20251.0209x1.0577x
Dec 30, 20251.0262x1.0564x
Dec 31, 20251.0165x1.0486x
Jan 2, 20261.0225x1.0505x
Jan 5, 20261.0100x1.0575x
Jan 6, 20261.0007x1.0638x
Jan 7, 20261.0078x1.0604x
Jan 8, 20260.9983x1.0602x
Jan 9, 20260.9845x1.0673x
Jan 12, 20260.9907x1.0689x
Jan 13, 20260.9948x1.0668x
Jan 14, 20260.9960x1.0616x
Jan 15, 20260.9982x1.0644x
Jan 16, 20261.0086x1.0636x
Jan 20, 20261.0185x1.0419x
Jan 21, 20261.0505x1.0539x
Jan 22, 20261.0492x1.0594x
Jan 23, 20261.0517x1.0598x
Jan 26, 20261.0623x1.0652x
Jan 27, 20261.0502x1.0694x
Jan 28, 20261.0607x1.0693x
Jan 30, 20261.0841x1.0640x
Feb 2, 20261.0490x1.0693x
Feb 3, 20261.0667x1.0603x
Feb 4, 20261.0776x1.0551x
Feb 5, 20261.0754x1.0420x
Feb 6, 20261.0912x1.0620x
Feb 9, 20261.0808x1.0671x
Feb 10, 20261.0819x1.0643x
Feb 11, 20261.0989x1.0640x
Feb 12, 20261.0980x1.0476x
Feb 13, 20261.1170x1.0483x
Feb 17, 20261.1060x1.0500x
Feb 18, 20261.1084x1.0553x
Feb 19, 20261.1295x1.0525x
Feb 20, 20261.1404x1.0601x
Feb 23, 20261.1216x1.0493x
Feb 24, 20261.1170x1.0569x
Feb 25, 20261.1249x1.0658x
Feb 26, 20261.1412x1.0599x
Feb 27, 20261.1654x1.0548x
Mar 2, 20261.1875x1.0554x
Mar 3, 20261.1803x1.0461x
Mar 4, 20261.1814x1.0535x
Mar 5, 20261.1832x1.0476x
Mar 6, 20261.1888x1.0339x
Mar 9, 20261.1870x1.0430x
Mar 10, 20261.1678x1.0413x
Mar 11, 20261.1916x1.0400x
Mar 12, 20261.2012x1.0242x
Mar 13, 20261.2029x1.0184x
Mar 16, 20261.2076x1.0288x
Mar 17, 20261.2089x1.0315x
Mar 18, 20261.2185x1.0171x
Mar 19, 20261.2480x1.0146x
Mar 20, 20261.2365x0.9973x
Mar 23, 20261.2478x1.0078x
Mar 24, 20261.2686x1.0044x
Mar 25, 20261.2788x1.0100x
Mar 26, 20261.2801x0.9919x
Mar 27, 20261.2957x0.9750x
Mar 30, 20261.2743x0.9718x
Mar 31, 20261.2546x1.0000x
Apr 1, 20261.2245x1.0076x
Apr 2, 20261.2261x1.0085x
Apr 6, 20261.2313x1.0132x
Apr 7, 20261.2321x1.0137x
Apr 8, 20261.2152x1.0395x
Apr 9, 20261.2034x1.0455x
Apr 10, 20261.1965x1.0448x
Apr 13, 20261.1809x1.0550x
Apr 14, 20261.1643x1.0679x
Apr 15, 20261.1612x1.0763x
Apr 16, 20261.1823x1.0789x
Apr 17, 20261.1634x1.0920x
Apr 20, 20261.1562x1.0898x
Apr 21, 20261.1584x1.0827x
Apr 22, 20261.1757x1.0936x
Apr 23, 20261.1846x1.0894x
Apr 24, 20261.1822x1.0978x
Apr 27, 20261.1863x1.0997x
Apr 28, 20261.2014x1.0944x
Apr 29, 20261.2170x1.0942x
Apr 30, 20261.2341x1.1051x
May 1, 20261.2173x1.1081x
May 4, 20261.2234x1.1041x
May 5, 20261.2168x1.1129x
May 6, 20261.1775x1.1284x
May 7, 20261.1546x1.1249x
May 8, 20261.1426x1.1342x
May 11, 20261.1525x1.1368x
May 12, 20261.1525x1.1351x
May 13, 20261.1459x1.1414x
May 14, 20261.1546x1.1504x
May 15, 20261.1497x1.1366x
May 18, 20261.1693x1.1358x
May 19, 20261.1878x1.1282x
May 20, 20261.1674x1.1398x
May 21, 20261.1585x1.1421x
May 22, 20261.1635x1.1466x
May 26, 20261.1390x1.1542x
May 27, 20261.1225x1.1540x
May 28, 20261.1174x1.1603x
May 29, 20261.1051x1.1632x
Jun 1, 20261.1037x1.1664x
Jun 2, 20261.1147x1.1680x
Jun 3, 20261.1117x1.1598x
Jun 4, 20261.1298x1.1642x
Jun 5, 20261.1176x1.1341x
Jun 8, 20261.1049x1.1367x
Jun 9, 20261.1037x1.1333x
Jun 10, 20261.1105x1.1155x
Jun 11, 20261.0946x1.1344x
Jun 12, 20261.1078x1.1406x
Jun 15, 20261.0923x1.1607x
Jun 16, 20261.0911x1.1538x
Jun 17, 20261.0835x1.1394x
Jun 18, 20261.0761x1.1482x
Jun 22, 20261.0941x1.1446x
Jun 23, 20261.1042x1.1280x
Jun 24, 20261.1011x1.1275x
Jun 25, 20261.1110x1.1291x
Jun 26, 20261.1336x1.1210x
Jun 29, 20261.1197x1.1394x
Jun 30, 20261.1262x1.1483x
Jul 1, 20261.1205x1.1467x
Jul 2, 20261.1310x1.1452x
Jul 6, 20261.1164x1.1552x
Jul 7, 20261.1346x1.1497x
Jul 8, 20261.1363x1.1462x
Jul 9, 20261.1235x1.1559x
Jul 10, 20261.1105x1.1609x
Jul 13, 20261.1226x1.1520x
Jul 14, 20261.1273x1.1561x
Jul 15, 20261.1089x1.1607x
Jul 16, 20261.1157x1.1544x
Jul 17, 20261.1174x1.1429x
Jul 20, 20261.1116x1.1411x
Jul 21, 20261.1202x1.1506x
Jul 22, 20261.1620x1.1493x
Jul 23, 20261.1630x1.1351x
Jul 24, 20261.1562x1.1362x
Jul 27, 20261.1274x1.1365x
Jul 28, 20261.1192x1.1392x
Jul 29, 20261.1343x1.1217x
Jul 30, 20261.1330x1.1405x
Jul 31, 20261.1490x1.1487x
Aug 3, 20261.1459x1.1651x
Aug 4, 20261.1375x1.1861x
Aug 5, 20261.1160x1.1837x
Aug 6, 20261.1303x1.1818x
Aug 7, 20261.1245x1.1890x
Aug 10, 20261.1568x1.1887x
Aug 11, 20261.1621x1.1849x
Aug 12, 20261.1621x1.1878x
Aug 13, 20261.1574x1.1961x
Aug 14, 20261.1707x1.1938x
Aug 17, 20261.1551x1.1881x
Aug 18, 20261.1648x1.1801x
Aug 19, 20261.1663x1.1826x
Aug 20, 20261.1725x1.1726x
Aug 21, 20261.1645x1.1774x
Aug 24, 20261.1687x1.1740x
Aug 25, 20261.1641x1.1777x
Aug 26, 20261.1812x1.1780x
Aug 27, 20261.1789x1.1857x
Aug 28, 20261.1753x1.1830x
Aug 31, 20261.1831x1.1795x
Sep 1, 20261.2005x1.1714x
Sep 2, 20261.2036x1.1766x
Sep 3, 20261.1991x1.1889x
Sep 4, 20261.1959x1.1843x

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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