The bowl has tie-ins with the Atlantic Coast Conference (ACC) and the Pac-12 Conference, who supplied Pittsburgh and UCLA, respectively, for the game. This will be the 15th meeting between the programs; the Bruins lead the all-time series, 9–5.[7]
Pittsburgh played to a 8–4 regular-season record, 5–3 in conference play. They were ranked as high as No. 17. in September, but fell out of the rankings after losing two of their first five games. The Panthers finished their regular season with four consecutive wins. They faced three ranked FBS teams during the season, defeating Syracuse while losing to Tennessee and North Carolina.
Several days before the game, three Pittsburgh players had their flight from Dallas to El Paso canceled on Christmas Day, but were able to make the 600-mile (970 km) trip via a carpool with Joe Golding, head basketball coach of the UTEP Miners men's basketball team, who was making the same Dallas-to-El Paso journey with his family.[8]
UCLA compiled a 9–3 regular-season record, 6–3 in conference play. They opened the season with six consecutive wins, but then lost three of their next five games. They faced four ranked opponents during the season, defeating Washington and Utah while losing to Oregon and USC. Ranked as high as No. 9 during the season, the Bruins enter the bowl ranked No. 18 in major polls. Appearing in their fifth Sun Bowl, UCLA is 3–1 in prior editions of the bowl.