Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning
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This article from Murphy Oil outlines a modernization effort that resulted in increased scenario simulation capacity by five to 10 times.
Directly affected
- MUR Murphy Oil-4.1% 30d
Named in this report.
Indirectly affected
- USO United States Oil Fund-1.1% 30d
United States Oil Fund: its price follows crude oil. Linked by “oil” (oil) in this story.
- XLE Energy Select Sector SPDR+7.5% 30d
Energy Select Sector SPDR: its price follows crude oil. Linked by “oil” (oil) in this story.
- UNG United States Natural Gas Fund-13.5% 30d
United States Natural Gas Fund: it follows natural-gas prices. Linked by “gas” (natural gas) in this story.
- XOM ExxonMobil Holdings-2.7% 17d
ExxonMobil Holdings (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story.
- CVX Chevron+2.9% 30d
Chevron (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story.
- COP ConocoPhillips+6.5% 30d
ConocoPhillips (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story.
- SHEL Shell+0.8% 7d
Shell (crude petroleum and natural gas): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story.
- EQT Eqt+0.4% 30d
Eqt (crude petroleum and natural gas): gas producers and exporters earn more when gas prices rise. Linked by “gas” (natural gas) in this story.
Price reaction, T-5 to T+3
| Ticker | T-5 | T-3 | T-1 | T0 | T+1 | T+2 | T+3 |
|---|---|---|---|---|---|---|---|
| MURNo price data for this ticker | — | — | — | — | — | — | — |
| USO | +1.59% | -3.20% | base | after close | after close | after close | after close |
| XLE | -4.15% | -3.23% | base | after close | after close | after close | after close |
| UNG | -10.79% | -0.62% | base | after close | after close | after close | after close |
| XOM | -2.28% | -3.14% | base | after close | after close | after close | after close |
| CVX | -1.78% | -2.44% | base | after close | after close | after close | after close |
| COP | -2.69% | -3.19% | base | after close | after close | after close | after close |
| SHELNo price data for this ticker | — | — | — | — | — | — | — |
| EQT | -5.70% | -0.70% | base | after close | after close | after close | after close |
Closing-price change versus T-1, the last close before the story. T0 to T+3 fill in after each market close. Prices: Alpaca IEX.
Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning JPT Homepage
Source: JPT Homepage
The price since 13 Nov 2026: United States Oil Fund (USO) versus the S&P 500
| Company | When | Move | Status |
|---|---|---|---|
| Conocophillips (COP) | three days earlier | -3.19% | final price |
| Conocophillips (COP) | five days earlier | -2.69% | final price |
| Chevron (CVX) | three days earlier | -2.44% | final price |
| Chevron (CVX) | five days earlier | -1.78% | final price |
| Eqt (EQT) | three days earlier | -0.70% | final price |
| Eqt (EQT) | five days earlier | -5.70% | final price |
| United States Natural Gas Fund (UNG) | three days earlier | -0.62% | final price |
| United States Natural Gas Fund (UNG) | five days earlier | -10.79% | final price |
| United States Oil Fund (USO) | three days earlier | -3.20% | final price |
| United States Oil Fund (USO) | five days earlier | +1.59% | final price |
| Select Sector Spdr Tr (XLE) | three days earlier | -3.23% | final price |
| Select Sector Spdr Tr (XLE) | five days earlier | -4.15% | final price |
| ExxonMobil Holdings (XOM) | three days earlier | -3.14% | final price |
| ExxonMobil Holdings (XOM) | five days earlier | -2.28% | final price |
Trades by members of Congress and officials in the stocks in this story
- Rep. Pete Sessions sold ExxonMobil Holdings (XOM), worth $1,001 - $15,000 on 14 Oct 2026. That is 30 days before publication. Filed 27 Oct 2026. View the filing.
- Rep. Kevin Hern sold ExxonMobil Holdings (XOM) (jointly held), worth $100,001 - $250,000 on 31 Aug 2026. That is 74 days before publication. Filed 25 Sep 2026. View the filing.
- Rep. Pete Sessions sold Chevron (CVX), worth $15,001 - $50,000 on 14 Oct 2026. That is 30 days before publication. Filed 27 Oct 2026. View the filing.
- Rep. Kevin Hern sold Chevron (CVX) (jointly held), worth $15,001 - $50,000 on 23 Sep 2026. That is 51 days before publication. Filed 13 Oct 2026. View the filing.
- Rep. Maria Elvira Salazar bought Chevron (CVX), worth $1,001 - $15,000 on 2 Sep 2026. That is 72 days before publication. Filed 7 Oct 2026. View the filing.
- Rep. Michael T. McCaul sold Conocophillips (COP) (held by a spouse), worth $1,001 - $15,000 on 26 Aug 2026. That is 79 days before publication. Filed 14 Oct 2026. View the filing.
- Rep. Michael T. McCaul sold Conocophillips (COP) (held by a spouse), worth $1,001 - $15,000 on 24 Aug 2026. That is 81 days before publication. Filed 14 Oct 2026. View the filing.
- Donald J Trump, an executive branch official, bought Conocophillips (COP), worth $1,000,001 - $5,000,000 on 21 Aug 2026. That is 84 days before publication. Filed 8 Oct 2026. View the filing.
- Rep. Michael T. McCaul sold Eqt (EQT) (held by a spouse), worth $1,001 - $15,000 on 27 Aug 2026. That is 78 days before publication. Filed 14 Oct 2026. View the filing.
- Donald J Trump, an executive branch official, bought Eqt (EQT), worth $1,001 - $15,000 on 17 Aug 2026. That is 88 days before publication. Filed 8 Oct 2026. View the filing.
Public disclosure filings, not a recommendation. The filing link is the source document. News use of these reports still sits under 5 U.S.C. § 13107(c).
Who gains and who loses around United States Oil Fund (USO)
Companies mentioned with this story
- USO United States Oil Fund
For “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” United States Oil Fund (USO) is linked, with no stored direction, medium confidence. Reason on file: United States Oil Fund: its price follows crude oil. Linked by “oil” (oil) in this story
- XLE Select Sector Spdr Tr
In “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” Select Sector Spdr Tr (XLE) is linked, with no stored direction, medium confidence. Reason on file: Energy Select Sector SPDR: its price follows crude oil. Linked by “oil” (oil) in this story
- UNG United States Natural Gas Fund
In “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” United States Natural Gas Fund (UNG) is linked, with no stored direction, medium confidence. Reason on file: United States Natural Gas Fund: it follows natural-gas prices. Linked by “gas” (natural gas) in this story
- XOM ExxonMobil Holdings
ExxonMobil Holdings (XOM) is linked, with no stored direction, medium confidence in the 13 Nov 2026 story “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning.” Reason on file: ExxonMobil Holdings (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story
- CVX Chevron
Chevron (CVX) is linked, with no stored direction, medium confidence in the 13 Nov 2026 story “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning.” Reason on file: Chevron (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story
- EQT Eqt
For “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” Eqt (EQT) is linked, with no stored direction, medium confidence. Reason on file: Eqt (crude petroleum and natural gas): gas producers and exporters earn more when gas prices rise. Linked by “gas” (natural gas) in this story
- LNG Cheniere Energy
For “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” Cheniere Energy (LNG) is linked, with no stored direction, medium confidence. Reason on file: Cheniere Energy (natural gas distribution): gas producers and exporters earn more when gas prices rise. Linked by “gas” (natural gas) in this story
- COP Conocophillips
For “Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning,” Conocophillips (COP) is linked, with no stored direction, medium confidence. Reason on file: ConocoPhillips (petroleum refining): oil producers' profits rise and fall with crude prices. Linked by “oil” (oil) in this story
United States Oil Fund (USO) and the energy link
“Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning” (13 Nov 2026) reaches United States Oil Fund (USO) through Energy.
United States Oil Fund (USO) is on the page because United States Oil Fund: its price follows crude oil. Linked by “oil” (oil) in this story
A second company, Select Sector Spdr Tr (XLE), is listed for a different reason: Energy Select Sector SPDR: its price follows crude oil. Linked by “oil” (oil) in this story
What this energy story puts on the calendar
UNG traded between 8.95 and 11.43 across 20 sessions. The latest close on file is 9.34. USO traded between 143.02 and 171.80 across 20 sessions. The latest close on file is 148.41. XLE traded between 63.05 and 70.15 across 20 sessions. The latest close on file is 66.70.
A simple score for United States Oil Fund (USO)
46 out of 100
“Modernizing Enterprise Decision Intelligence in Oil and Gas: A Data-Driven Framework for Scalable Scenario Planning” scores 46 out of 100. The score uses 1 sources, and 8 linked companies.