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The Al-Omar oil field in Rmeilan, in northeast Syria, was captured from ISIS control by the Kurdish-led Syrian Democratic Forces on October 22, 2017. Photo: Hussein Malla / AP

Oil has been a key revenue source for ISIS, yet new data shows that production has steadily declined in areas under the group's control.

Historically, it has been difficult to get an accurate measure of ISIS's oil production. Past estimates extrapolated from chance observations at a small number of production sites — typically wherever journalists have had a source or intelligence documents have been seized. But that is like counting employees at a few McDonalds locations to draw conclusions about the number of workers across the fast food industry.

To arrive at a more precise figure, my colleagues and I developed a tool, as reported in a recent paper, that uses satellite imagery to evaluate in real time all 42 of the oil production sites once controlled by ISIS. The results show that production levels were approximately 56,000 barrels per day from July to December 2014. Production dropped to an average of 35,000 barrels per day throughout 2015, before declining further to approximately 16,000 barrels per day in 2016.

Why it matters: Our study shows that ISIS has been highly ineffective in managing its oil fields, limiting its revenue from these valuable assets and forcing it to fall back on taxation and extortion for funding. This data can also help to shape plans for rebuilding areas liberated from ISIS control by setting priorities for needed repairs and providing revenue projections for local economies.

Go deeper

1 hour ago - Health

Florida records most new daily COVID cases in state since pandemic began

Nurses bring a portable x-ray machine to a treatment tent outside the emergency department at Holmes Regional Medical Center in Melbourne, Florida, set up to serve as an overflow area as the number of COVID-19 infections surges throughout Brevard County. Photo: Paul Hennessy/SOPA Images/LightRocket via Getty Images

Florida reported 21,683 new COVID-19 cases — the most in the state in a single day since the pandemic began, per data released by the Centers for Disease Control and Prevention on Saturday.

The big picture: Florida is now the U.S. coronavirus epicenter, with the Delta variant driving a surge, Axios Tampa Bay's Ben Montgomery notes.

Updated 4 hours ago - Health

Chart: Less than 0.1% of vaccinated Americans tested positive for COVID-19

Expand chart
Data: CDC and state Covid dashboards. Dani Alberti/Axios

Of the 164 million vaccinated Americans, around 125,000 people have tested positive for breakthrough infections and 0.001% have died, according to state data compiled from state dashboards by NBC and data from the Centers for Disease Control and Prevention.

Why it matters: While "breakthrough cases" have been getting media attention, the low numbers show that the pandemic is mostly a threat for the unvaccinated population.

Biden officials celebrate infrastructure deal in fuel-cell big rig

White House national climate adviser Gina McCarthy and Energy Secretary Jennifer Granholm celebrated progress on President Biden's infrastructure package by taking a spin in a Kenworth fuel-cell, zero-emissions Class A truck.

What they're saying: "We have a deal, a Bipartisan Infrastructure Framework deal," Granholm said. McCarthy responded: "it's big and it's beautiful."