The 15-month-old is believed to have swayed more towards the performing arts, in contrast to her father and three brothers' passion for football.
"Victoria and David have got all their children into hobbies at a very young age," The Sun quotes a source as saying.
"The boys have been kicking footballs about since they could walk so it made sense to get Harper into dancing. Plus, Victoria thinks she'll look cute in dance outfits in the school's end-of-term shows."
Victoria studied at the Laine Theatre Arts musical school before joining former British pop band the Spice Girls.