Product

Using Kpler Refineries to predict earnings metrics

Kpler's daily refinery data tracking 900+ global refineries enables investors to predict earnings for major oil companies like Phillips 66 weeks before official reports, with machine learning models achieving 96.9% accuracy in forecasting quarterly refining revenue. This groundbreaking analysis demonstrates how real-time refinery production data, combined with ensemble modelling techniques, can forecast critical earnings metrics like refining throughput and revenue with remarkable precision, offering traders and analysts a significant information advantage in energy markets.

by
Charles Bozik
-
October 27, 2025
Russian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Producers cut prices to defend market share as fundamentals soften
December 10, 2025
Market Update
Producers cut prices to defend market share as fundamentals soften
The French power supply glut
December 8, 2025
Market Update
The French power supply glut
Dry Bulk Wrapped: Kpler 2025 forecast hits the mark across commodities
December 4, 2025
Market Update
Dry Bulk Wrapped: Kpler 2025 forecast hits the mark across commodities
Heading

Heading text here

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
clear
Categories
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Main Blog Sidebar Ad
See why the most successful traders and shipping experts use Kpler
Request a Demo
Despite the EV boom, insufficient ICE displacement in China keeps gasoline demand at plateau till early 2030s
October 30, 2024
Market Update
Despite the EV boom, insufficient ICE displacement in China keeps gasoline demand at plateau till early 2030s
read more
France’s record power exports still enable national gas plants to operate
October 23, 2024
Market Update
France’s record power exports still enable national gas plants to operate
read more
Refinery Margins Weekly
October 23, 2024
Market Update
Refinery Margins Weekly
read more
What impact could the Middle East crisis have on the natural gas market?
October 23, 2024
Market Update
What impact could the Middle East crisis have on the natural gas market?
read more
Refined Products Weekly
October 15, 2024
Market Update
Refined Products Weekly
read more
Chinese oil imports pick up in October, but problems remain
October 15, 2024
Market Update
Chinese oil imports pick up in October, but problems remain
read more
Geopolitical uncertainty and weak fundamentals to keep LNG and gas prices stable for the week
October 8, 2024
Market Update
Geopolitical uncertainty and weak fundamentals to keep LNG and gas prices stable for the week
read more
Israel is unlikely to hit Iranian oil export installations yet
October 8, 2024
Market Update
Israel is unlikely to hit Iranian oil export installations yet
read more
The areas under threat amid escalating Middle East tensions
October 8, 2024
Market Update
The areas under threat amid escalating Middle East tensions
read more
New Refineries Status
October 3, 2024
Market Update
New Refineries Status
read more
China’s stimulus' impact on iron ore, steel prices and other commodities
October 1, 2024
Market Update
China’s stimulus' impact on iron ore, steel prices and other commodities
read more
Update on Red Sea trade flow impacts
October 1, 2024
Market Update
Update on Red Sea trade flow impacts
read more
Kpler announces leadership evolution
September 30, 2024
Life at Kpler
Kpler announces leadership evolution
read more
Maritime Sanctions: Navigating the Complexities in 2024
September 19, 2024
Market Update
Maritime Sanctions: Navigating the Complexities in 2024
read more
Oil market sentiment weak across the board
September 17, 2024
Market Update
Oil market sentiment weak across the board
read more
Previous
load more
11 / 21
Kpler Red Icon

No results found.

Try using different search terms

Join our newsletter for updates!

Stay in the loop! Subscribe to our newsletter for the latest commodities research, market insights and more.

Subscribe to our newsletter for the latest in maritime intelligence, market trends, and expert analysis.

Kpler Logo Signet
Products
CommoditiesMaritime
Markets
Physical marketsFinancial marketsShipping & transportation
Audiences
Physical trader & analystFinancial trader & analystChartererVessel operators &
 fleet managersLogistics & supply chain 
managers
Resources
BlogWebinarsEventsDeveloper Portal
Company
About usOur teamPressCareersContact usCode of ConductMaster AgreementTerms of UseAnti-Bribery & Corruption PolicyWhistleblower PolicyModern Slavery Act StatementCompliance
Follow us
x
Linkedin
Youtube
WeChat
© 2025 Kpler. All rights reserved.
L'index Égalité femmes-hommes Kpler SASPrivacyCookies policyPublications disclaimer

Products

Commodities
Cargo
Inventories
Supply & Demand
Freight
Refineries
Insight
Risk & Compliance
Chartering
Power
Kpler AI
Maritime
Ship Tracking
Kpler AIS
Data Services
MarineTraffic Inbox
Container Tracking
East/West divergence to deepen into Q1East/West divergence to deepen into Q1
Market Update
East/West divergence to deepen into Q1
Read more

Solutions

Company

Life at Attentive
About

Learn how we're reimagining business-to-consumer relationships

Life at Attentive
Life at Attentive

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius.

Press Icon
Press

Catch up on company news

Careers Icon
Careers

Check out our open roles and company values

Markets

Physical Market
LNG
Dry Bulk
Metals & Mining
LPG
Crude Oil
Refined Product
Chemicals
Power Analytics
Financial Market
Shipping & Transportation
East/West divergence to deepen into Q1East/West divergence to deepen into Q1
Market Update
East/West divergence to deepen into Q1
Read more

Audiences

Physical trader & analyst
Financial trader & analyst
Charterer
Vessel operators & fleet managers
Logistics & supply chain managers
Want to know more?
Request demo

R&D

Research & Development
Publications
Projects
Partnerships
DEDS – Data Engineering for Data Science
Read more

Resources

Blog
Webinars
Events
Whitepapers
No items found.

Company

About us
Our team
Press
Careers
Contact us

Join us on our mission to enable people and businesses to make better decisions.

See open positions
Kpler LogoKpler Logo
Products
Commodities

Real-time, granular data and analytics for empowered commodity trading decision-making

Learn more
Cargo
Inventories
Supply & Demand
Risk & Compliance
Kpler AI
Freight
Refineries
Insight
Chartering
Power
Maritime

Navigate smarter with real-time ship tracking, predictive analytics, and comprehensive maritime data insights

Learn more
Ship Tracking
Kpler AIS
Data Services
Container Intelligence
MarineTraffic Inbox
Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Read more
Markets
Physical market


Unlock actionable insights in real-time with unrivalled data precision to support your physical trades

LNG
Dry Bulk
Metals & Mining
Power Analytics
LPG
Crude Oil
Refined Product
Chemicals
Financial market

Empower your financial market strategies, maximise your returns and evaluate your risks

Shipping & transportation

Navigate maritime markets with the standard in ship tracking and insightful freight data analytics

Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
read more
Audiences
Who we serve
Physical trader & analyst
Charterer
Financial trader & analyst
Vessel operators & fleet managers
Logistics & supply chain managers

Want to know more?

Request demo
Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Read more
R&D
Research & Development
Research & Development
Publications
Projects
Partnerships
DEDS – Data Engineering for Data Science
Read more
Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Read more
Resources
All you need to know
Blog
Webinars
Events
Developer Portal
Whitepapers
No items found.
Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Read more
Company
Who we are
About us
Press
Our Team
Contact us
Careers
Compliance

Join us on our mission to enable people and businesses to make better decisions.

See open positions
Russian oil flows under sanctions: an update two weeks onRussian oil flows under sanctions: an update two weeks on
December 10, 2025
Market Update
Russian oil flows under sanctions: an update two weeks on
Read more
Request demo
Log in
Commodity Terminal
European gas
MarineTraffic
MarineTraffic Inbox