Try walking outside on a midsummer day in New York City. You’re sweating buckets. You can smell garbage rotting by the side of the road. The sunlight and heat seem to reflect from the steaming pavement, which is so hot to the touch it burns your skin.

That’s an example of the urban heat island effect – a well-known phenomenon in which cityscapes, particularly those without much in the way of trees or shade, tend to amplify and reflect heat, turning temperatures up by a magnitude of 8 degrees or higher. It can cause public-health problems in any city, making people sick with deadly heat exhaustion and heatstroke.

A study out Wednesday from Climate Central, a nonprofit research organization, analyzed the urban heat island index of 18,945 census tracts in 44 major U.S. cities, home to nearly a quarter of the country’s population, breaking the data down by neighborhood to show “heat maps” of the cities involved. It’s not only a piece of research, but also potentially a tool cities could use to identify environmental inequities and target investment in order to solve them.

In particular, urban neighborhoods in large cities like New York, Chicago, San Francisco, and Miami were vulnerable to the worst of the urban heat island effect. Overall, nine cities have more than 1 million people at risk of having to endure an extra 8 degrees because of the heat island effect; across all 44 cities in the study, the tally is 41 million.

Peter Girard, the vice president of communications at Climate Central, says the “heat maps” should be used as a tool for solutions. There are simple fixes: more tree cover and vegetation, lighter paint on rooftops, rooftop gardens, and other measures can reduce the urban heat island effect and make cities both more bearable and more pedestrian friendly.

Read the full article about urban heat islands by Katie Myers at Grist.