Overall, respondents preferred free sites like Ok Cupid, Tinder and Grindr over paid sites like Match and e Harmony, in part because of the value.
The now infamous infidelity dating site Ashley Madison, which was one of the most expensive, was also the lowest-scoring online dating service, with a score of 37.
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(A score of 100 indicates respondents were completely satisfied; 80 was very satisfied and 60 was fairly well-satisfied.) Still, many users found the sites frustrating.
In fact, when compared to other consumer products, like cars, computers and credit cards, online dating services received the lowest satisfaction scores Consumer Reports had ever seen, Gilman said.
"Unlike shopping for a bank or a refrigerator, in the case of online dating, the refrigerator has to like you back," Gilman said.
"There is a different level of exposure to disappointment and that's captured in the poor overall scores." Once considered taboo, online dating is now a socially accepted and booming multibillion dollar business that continues to grow.
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More than half, or 53 percent, of single people have created a dating profile, according to Match's recent Singles in America study, which polled over 5,000 single men and women in December.
Today, 40 percent of singles have dated someone they met online, while only 25 percent met a first date through a friend.
Amy Giberson, now 34, was reluctant to try internet dating again but she decided to give it one more shot in 2014. There are a slew of sites and apps to help singles find love and, for the most part, they work, according to Consumer Reports.