 Gropper was born to Harry and Jenny Gropper in New York City, the eldest of six children.His parents were Jewish immigrants from Romania and Ukraine, who were both employed in the city's garment industry, living in poverty on New York's Lower East Side.His mother worked hard sewing piecework at home.