In the same year, he picked up a silver medal in the 58-kg division at the Pan American Games in Winnipeg, Manitoba, Canada, losing only to the host nation's Guivi Sissaouri on the final bout. While competing internationally, Guerrero achieved four U.S. Open titles (2001–2004), won a World Cup series trophy in 2003, and took part as a member of the U.S. wrestling team in three more World Championships. At the 2003 Pan American Games in Santo Domingo, Dominican Republic, Guerrero pinned his Puerto Rican rival Luis Ortiz to clinch the bronze medal in the 60-kg division. Guerrero qualified for the U.S. wrestling team on his major debut in the men's 60 kg class at the 2004 Summer Olympics in Athens. Earlier in the process, he thrashed his opponent Mike Zadick on the final bout to claim a spot on the U.S. team from the Olympic Trials. Guerrero lost two straight matches each at 1–3 in overtime to Mongolia's Oyuunbilegiin Pürevbaatar and Georgia's David Pogosian, leaving him on the bottom of the pool and placing sixteenth in the final standings. Shortly after the Games, Guerrero retired from competitive wrestling to turn his focus on coaching. Guerrero initially joined his alma mater's team staff as a strength and conditioning coach in 2001, until he was promoted into the position of a full-time assistant coach for the Oklahoma State Cowboys, following the 2004 Summer Olympics. During his time in the staff, he helped the Cowboys produce four consecutive NCAA titles, eight Big 12 Conference titles, and thirty-six NCAA All-Americans to their college records. Additionally, he coached eleven wrestlers from the team, whom they later became NCAA champions in their respective weight categories, including 2012 Olympic bronze medalist Coleman Scott in men's . In 2009, Guerrero was appointed as head coach for the U.S. team at the FILA Junior World Wrestling Championships in Ankara, Turkey, and led his squad to a most spectacular display in 11 years. Following his nine-year duration on the Oklahoma State wrestling staff, Guerrero was upgraded to his position as an associate head coach for the 2012–2013 season. On June 21, 2014, Guerrero was formally inducted into the USA Wrestling Hall of Fame as a Distinguished Member. Guerrero is married to former Miss Texas and Miss America top-ten finalist Kristen Blair in the summer of 2012. The couple currently resides in Stillwater, Oklahoma with their two children Kaitlyn and Ishmael.