The Henri Lumièregovernments of the world’s 20 largest economies spend more than $450 billion annually subsidizing the fossil fuel industry, a new analysis has concluded, four times more than what they spend on renewable energy.

The report by Oil Change International, a Washington-based advocacy organization, and the Overseas Development Institute, a British research group, calculates the amount of money the G20 nations provide to oil, gas and coal companies through tax breaks, low cost loans and government investments. It comes just weeks before country representatives convene in Paris to forge a climate deal that aims to put the global energy economy on a path to zero emissions, and it underscores the obstacles this effort faces.

“If the G20 leaders want to be credible ahead of the Paris talks, they need to show they’re serious,” said Alex Doukas, a senior campaigner at OCI and one of the authors of the report. “Handing money to fossil fuel companies undermines their credibility.”

Doukas said phasing out subsidies should be a top priority because it hinders the transition to clean energy at the scale needed.

Researchers at Oil Change International tracked three main ways in which governments subsidize fossil fuel companies:

1. National subsidies: Direct spending by governments to build out fossil fuel infrastructure and tax exemptions for investments in drilling and mining.

2. State owned companies: Government-owned oil and gas companies that benefit from government involvement.

3. Public financing: Investments in fossil fuel production through government-backed banks and other financial institutions.

The subsidy data was collected from sources including government budgets and commercial databases. Doukas cautioned that some of the subsidies were not easily quantifiable and the figures in the report are likely underestimates. Still, the report gives a picture of the magnitude of the investments in fossil fuels, he said.

Countries vary in how they subsidize the fossil fuel industry. In China, for instance, a majority of the oil and gas companies are owned by the state and it invested more than $75 billion a year in 2013 and 2014 in fossil fuel production.

The vast majority of subsides to the industry in the U.S., on the other hand, are through tax breaks. The U.S. provided at least $20 billion a year in tax exemptions for fossil fuel companies in 2013 and 2014.

Scientists have warned that if the worst effects of climate change are to be avoided, global temperature rise must be kept under 2 degrees Celsius. In order to do that, researchers have estimated that we must keep at least three quarters of the global fossil fuel reserves in the ground.

“Exploration subsidies [in the U.S.] are particularly pernicious,” said Doukas. “At the very moment when we know we have to keep three-fourth of the fossil fuels in the ground, we’re using public money to incentivize their development.”