"A lot of people share conservative principles but don't vote for Republican candidates because they have a certain idea of who those people are," Harold told CBSNews.com. "I'm African-American, I'm relatively young and I'm a woman. I'm the kind of person who can defy those stereotypes and share what our party is really about."
According to CBSNews.com, Harold was a 2004 convention delegate for former President George W. Bush and the youth director for Patrick O'Malley's Republican gubernatorial bid in 2002. She considered a run last year, but the state Republican Party decided to support Davis.
"I recognize that I face an uphill battle, but it's my faith that if you believe in something and work hard it can be accomplished," she told the network.
Another former Miss America, Kentucky Democrat Heather French Henry, also is reportedly considering running for Congress to unseat Senate Minority Leader Mitch McConnell.
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