According to Jim Season 8 Episode 11

Cheryl and her friends, eager to get an afternoon away from the kids, arrange a ”Daddy and Me” group for Jim and other dads with young kids at their home. Jim makes the best of a potentially boring situation by turning babysitting into a sporting event–staging baby races where the dads bet on their kids and drink beer.