In his youth, Joseph had an interest in both football and taekwondo. He then switched to boxing after watching his older brother train. Although his parents were originally against the decision, he won a gold medal at the National Sports Festival in 2012. He also represented his country at the 2013 World Amateur Championships and the 2014 Commonwealth Games.