PHILADELPHIA—Theresa Lounsbery sets out from her apartment in this city’s blue-collar Lower Northeast section each workday. Her neighborhood, Oxford Circle, a district of 2 square miles, has been hammered by manufacturing’s long slide. Median household income in her immediate area is down more than 30% since 2000 to roughly $37,000.

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