A Miami woman who exhausted her unemployment aid needs to pay bills. A Phoenix job-seeker wants a greater sense of purpose. A Boston woman has heard that hiring is picking up.

The economy absorbed a flood of 805,000 new job-seekers last month – the sharpest monthly influx in seven years. They were driven by economic need, renewed optimism and evidence that more employers are hiring.