WASHINGTON—President Barack Obama has chosen a former assistant U.S. attorney and Justice Department inspector general to lead an overhaul of the regulation of offshore oil drilling, the White House said Tuesday.

Michael R. Bromwich will oversee the reorganization of the Minerals Management Service, the federal agency charged with regulating the industry, the White House said in a statement.

The...