After coaching in the Cubs' minor-league organization,[2] Evers became a manager in the San Francisco Giants and New York Yankees systems through 1995, then joined the fledgling Tampa Bay Devil Rays' organization in 1996, two seasons before the Rays' American League debut. He spent ten years managing in Tampa Bay's farm system, including eight seasons at the helm of the Durham Bulls, the club's Triple-A affiliate, where he managed Baldelli as a young player.[2] By the time he was named the MLB Rays' bench coach for 2006, Evers had spent 19 years as a minor-league pilot and compiled a 1,381–1,206 (.534) record, then the second-most wins among active minor-league managers. He won five minor league championships and managed three of the Rays' five minor league championship teams through 2005.[4]
In 2008, Evers was succeeded as bench coach by former Devil Ray player Dave Martinez. He then served Tampa Bay as a scout for two seasons, and spent nine years (2010–2018) as the field coordinator for the Rays' minor league organization. In all, he was a member of the Rays' system for 23 years before his appointment to Baldelli's staff. In September 2021, Evers announced his intention to retire at the end of the season,[5][6] and served as acting manager in Baldelli's place when Baldelli took paternity leave that same month.[7]