Tasha King-Davis, environmental compliance and permits head at the Memphis, Tenn., division of public works, has become a believer—an evangelical even—in the power of data.

As the administrator of the nation’s 14th-largest industrial wastewater discharge monitoring system, she and her staff of 13 can only physically sample the discharges from each of Memphis’ 104 industrial sites about twice a year.