If there is, then it's obviously "he won it without manipulation". You could have found that with any Google search, which would just describe a normal election (Republicans won 6 out of the 9 Ohio Senator elections before Vance, and 4 of the 6 presidential elections - the Democratic successes were Sherrod Brown and Barack Obama).
Ohio had trended Republican in recent years, voting for Donald Trump by eight points in both the 2016 and 2020 presidential elections. As such, most analysts expected that this seat would easily remain in Republican hands. However, aggregate polling on the run-up to the election indicated a competitive race, and most outlets considered it to be "lean Republican". In the end, JD Vance held the open seat for the Republicans.
The funding in the race was described as "lopsided" in favor of J.D. Vance who struggled to raise money on his own but was massively helped by national groups who poured in more than $30 million worth of advertising. Tim Ryan, the Democratic nominee, was the more prolific fundraiser but national Democratic groups provided comparatively little help on the airwaves and advertisements to keep up with the Republican campaign. Ryan called it "David against Goliath."[184]
https://en.wikipedia.org/wiki/2022_United_States_Senate_election_in_Ohio#General_election
Vance got a lot of support from Peter Thiel.
Thiel later became a pretty good mentor to Vance, according to The Washington Post, with Vance making the switch to venture capital and joining the Thiel-co-founded Mithril Capital in 2015 as a partner, according to Politico.
...
Following the meeting, Vance became more sympathetic to Trump and his policies, downplaying the Jan. 6 Capitol attack and securing an endorsement from the former president in his 2022 Senate run just weeks before Election Day.
Vance garnered more support from Thiel during his successful Senate run in 2022, receiving record-breaking donations of about $15 million from Thiel, which marked the largest amount of money donated to a single Senate candidate ever.
Most of Vances campaign advertising was outsourced to the Protect Ohio Values super PAC that Thiel donated to, Politico reported, noting Thiel helped recruit about 10 major donors for Vance including venture capitalist David Sacks, who donated $1 million.
https://www.forbes.com/sites/antoniopequenoiv/2024/07/16/jd-vance-and-peter-thiel-what-to-know-about-the-relationship-between-trumps-vp-pick-and-the-billionaire/