We develop a model of firm learning in volatile markets with noisy signals and test its predictions using historical German data. Firms' forecasts improve with age. We exploit German Reunification as a natural experiment where firms in the East are treated with ignorance about the distribution...

We show that too much meritocracy, modeled as accuracy of performance ranking in contests, can be a bad thing: in contests with homogeneous agents, it reduces output and is Pareto inefficient. In contests with sufficiently heterogeneous agents, discouragement and complacency effects further...

Communism in East Germany sought to dampen the effect of market forces on firm productivity for nearly 40 years. How did East German firms respond to the free market after being thrust into it in 1990? We use a formal learning model and German business survey data to analyze the lasting impact...

Communism in East Germany sought to dampen the effect of market forces on firm productivity for nearly 40 years. How did East German firms respond to the free market after being thrust into it in 1990? We use a formal learning model and German business survey data to analyze the lasting impact...