The Swiss great and wife Mirka had identical twins Myla Rose and Charlene Riva in 2009 and another set came along five years later, Leo and Lenny.
They are occasionally seen watching their dad ply his trade, but after years travelling the world on the tennis tour, the 36-year-old would prefer not to have to do it all over again.
"I mean, I hope they don't just because we don't need another 25 years on tour," he said at the Australian Open when asked if he would encourage them to be professional players.
"If there's going to be anything in sports or somewhere in finance or business, I have no idea where they're going to go. All I know is I'll be incredibly supportive of them."
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He did reveal they already play tennis, not because he has been encouraging them, but because their friends all do and he doesn't want them to feel left out.
"I'm happy they all do play tennis a little bit because basically literally all our friends who have kids as well, they all play tennis," he said.
"It's not because we want them to. It's because I think it would be a pity if they played no tennis at all."
Despite the reluctance for his children to follow in his footsteps, Federer, who is chasing a 20th Grand Slam in Melbourne, is a great believer in kids playing sport more generally, believing it can teach them a lot.
"Winning, losing, that comes a little bit later, but you learn a lot from that. I did anyway. I think also you make a lot of friends through sports.
"You get to know yourself a bit better. It's healthy. You move around. You go outside. I'm a big believer in these things.