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Seven ways to improve statistical power in your experiment without increasing n

The number of experimental units n is often limited due to budget constraints, to capacity constraints of the implementing organization, or naturally limited by the number of villages eligible for a program or number of people or firms that apply. Here are some of my main thoughts/tips on approaches to try in order to improve statistical power. ....

Leonardo Iacovone , Thomas Barrios , Miriam Bruhn , Yuehao Bai , Rachael Meager ,

Six Questions about doing Power Calculations

Answers to some specific questions I received recently about doing power calculations in practice, such as how to account for stratification, what to do for non-RCTs, when to use formula vs simulations, and more. ....

Miriam Bruhn , Development Economics Network Berlin ,

Why I am now more cautious about using or recommending matched pair randomization and like matched quadruplets instead

Matched pair randomizations can help in increasing balance in experiments with small samples. But several reasons suggest the need for caution, and that matched quadruplets may be preferable in some cases. ....

Miriam Bruhn , Yuehao Bai , Thomas Barrios , Jaime Ramirez Cuellar , Guido Imbens ,