https://www.bbc.co.uk/news/articles/c7890k1re2po
In 1948, the vicar of Olney, the Reverend Canon Ronald Collins, decided to revive the tradition after he found old photographs of women running with frying pans, while clearing out a cupboard.
He called for volunteers to take part and 13 showed up on the day.
Keeping the tradition alive, while the country was in the midst of the Covid-19 lockdown in 2021, a solitary pan-bearer took part so the consecutive annual run would not be broken.
Ruth Martin, one of the current organisers, says there are not many details of why the race started or the history behind it.
"I kind of love the [story of the] housewife running down the street. It's my favourite one and it sums up what we are doing... the madness of all these women running down the main road," she said.
"It's got to link back to something quite quirky."