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How Kpler's global data predicted refinery earnings — weeks before companies reported them

Kpler's model called refinery margin direction correctly 7 of 8 times and beat guidance accuracy across six covered tickers in Q2 2026.

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October 9, 2026
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West African differentials drop with high freight, growing competition
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Chinese EV sales in Southeast Asia hit the brakes on gasoline demand growth, but not so fast
January 16, 2025
Market Insights
Chinese EV sales in Southeast Asia hit the brakes on gasoline demand growth, but not so fast
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Russian oil exports hit a two-year low as domestic runs and compliance with OPEC+ cuts increase
January 16, 2025
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Russian oil exports hit a two-year low as domestic runs and compliance with OPEC+ cuts increase
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Refined Products Weekly
January 8, 2025
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Refined Products Weekly
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Iranian oil floating storage hits 4-months high as US sanctions tighten
January 8, 2025
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Iranian oil floating storage hits 4-months high as US sanctions tighten
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Brazilian iron ore exports down; Indian copper concentrate imports to ramp up
December 19, 2024
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Brazilian iron ore exports down; Indian copper concentrate imports to ramp up
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What the Rosneft-Reliance giant supply deal means for oil markets
December 19, 2024
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What the Rosneft-Reliance giant supply deal means for oil markets
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US push to cripple Iranian oil flows begins to show some serious effects
December 19, 2024
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US push to cripple Iranian oil flows begins to show some serious effects
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Brazil looks to record soybean production, dry freight market weakness persists
December 11, 2024
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Brazil looks to record soybean production, dry freight market weakness persists
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Tariff or no tariff, more TMX crude will find its way to Asia
December 11, 2024
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Tariff or no tariff, more TMX crude will find its way to Asia
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A Persistent Surplus in H1-2025 Leaves OPEC+ No Room to Unwind Production Cuts
December 11, 2024
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A Persistent Surplus in H1-2025 Leaves OPEC+ No Room to Unwind Production Cuts
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Nigeria's Port Harcourt sells first LSSR cargo signaling operational start up
December 6, 2024
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Nigeria's Port Harcourt sells first LSSR cargo signaling operational start up
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Market eyes liquefaction plant disruptions in US and Australia
December 5, 2024
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Market eyes liquefaction plant disruptions in US and Australia
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Baghdad is the new Vienna: What to expect from the OPEC+ meeting
December 5, 2024
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Baghdad is the new Vienna: What to expect from the OPEC+ meeting
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Port Harcourt refinery in Nigeria starts operations
December 5, 2024
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Port Harcourt refinery in Nigeria starts operations
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China’s iron ore and coal imports hold firm while corn arrivals hit a 5-year low
November 28, 2024
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China’s iron ore and coal imports hold firm while corn arrivals hit a 5-year low
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