The White House on Tuesday said it will halt a planned Obama-era rule that would have required businesses to begin collecting data about how much they pay workers of different genders, races and ethnic groups, saying it posed a burden to employers.

The data-collection requirement was proposed by the Obama administration in 2016 as part of its efforts to address pay disparities among workers of different groups.

The...