In 1988, the World Bank estimated that 1–2% of the global population subsists by waste picking.[8] A 2010 study estimates that there are 1.5 million waste pickers in India alone.[9] Brazil, the country that collects the most robust official statistics on waste pickers, estimates that nearly a quarter million of its citizens engage in waste picking.