Danny Sullivan dreams of gardening and spending time with his grandchildren, but that's just a fantasy. Retirement is out of his reach, at least for the foreseeable future.

The 62-year-old founder of a small catering company spends his days helping stock bars with beer and ice, wooing potential new clients and juggling the 20 to 30 different events his firm handles daily.

"I am so tired," he says. "I don't know that I'll ever be able to retire."

The weak economy has been tough for small-business owners across the board, with their total revenue inching up by just 3% since 2007 and declining in fields such as construction (-12%), real-estate services (-3%) and retailing (-2%), according to financial-software maker Intuit Inc. But for entrepreneurs in their 60s and 70s, the consequences have been particularly vexing.

Danny Sullivan has struggled to sell Arguello Catering. (Jason Henry for WSJ)Many of them are stuck in "business purgatory," unable to retire and forced to hang on for a recovery that economists say could still be a long way off.

Mr. Sullivan has struggled to sell Arguello Catering Inc., the Redwood City, Calif., business he started 21 years ago, at a price anywhere near the $850,000 or so he figures he needs to stop working. He reckons that about 70% of his nest egg is tied up in the 25-employee company.

Its annual revenue has fallen to roughly $2 million from $3 million before the recession, Mr. Sullivan says. He has tried, without success, to boost the business's value by branching into new markets, expanding hours of operation and adding healthier menu options. He says he got three offers for Arguello this year, but they were far too low.

Nearly half of the 799 small-business owners surveyed in August by The Wall Street Journal and Vistage International, an executive-mentoring organization, expect to retire after age 65, with 38% saying that their planned retirement date is later than they had predicted five years ago. In addition, 56% said most of their retirement nest egg is tied to their business.

Baby boomers, in many cases, were blindsided by the recession and its effect on their retirement plans, says George Vozikis, director of the Institute for Family Business at California State University in Fresno.

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'The Economy Stole My Retirement'