Economists Dean Karlan and John A. List recently made a deal with an unnamed national nonprofit: They would lend the organization their expertise in study design and data analysis if the nonprofit would let them turn its upcoming direct mail fundraising campaign into a big field experiment. Using the campaign as a laboratory, the economists explored whether, why, how, and for whom matching grants work.

Their results were as subtle as their methods: Matching grants do increase donations for...

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