The agreement with prosecutors would require the Canadian singer to attend a 12-hour anger-management class, watch online videos about tragic drunken driving cases and donate $50,000 to charity, the newspaper said, citing anonymous sources.
Justin Bieber's representatives and Florida attorney would not confirm the plea deal to Reuters ahead of a scheduled court hearing in Miami on Wednesday afternoon but his attorney hinted a deal was in the works.
Justin Bieber, 20, who frequently makes headlines due to his party-intense lifestyle, initially was charged with driving under the influence, resisting arrest and using an expired license after police stopped and arrested him while he was driving a rented yellow Lamborghini the morning of Jan. 23.
As part of the deal, he would plead guilty to careless driving and resisting an officer without violence. In return, the state would drop the DUI charge, the Herald reported.
The singer, whose hit songs include "Boyfriend," was not expected to be in court.
Police said at the time of Bieber's arrest that two SUVs had blocked off the road so the singer could race a friend. Bieber cursed at police officers and later told them he had consumed alcohol, marijuana and prescription drugs, according to the arrest report.
A drug test found marijuana and prescription anti-anxiety medication in his system at the time of the arrest, according to a toxicology report.
Last month, Bieber pleaded no contest in a Los Angeles court to misdemeanor vandalism for pelting a neighbor's home with eggs and was sentenced to two years probation. His neighbors have complained about late-night noise coming from Justin Bieber's home.
In January he was charged in Toronto with assaulting a limo driver and in late July media reports said Justin Bieber had a run-in with actor Orlando Bloom in a Spanish nightclub over comments he made about Bloom's ex-wife, model Miranda Kerr.