"How much do different monetary and non-monetary motivators induce costly
effort? Does the effectiveness line up with the expectations of
researchers? We present the results of a large-scale real-effort
experiment with 18 treatment arms. We compare the effect of three
motivators: (i) standard incentives; (ii) behavioral factors like
present-bias, reference dependence, and social preferences; and (iii)
non-monetary inducements from psychology. In addition, we elicit
forecasts by behavioral experts regarding the effectiveness of the
treatments, allowing us to compare results to expectations. We find that
(i) monetary incentives work largely as expected, including a very low
piece rate treatment which does not crowd out incentives; (ii) the
evidence is partly consistent with standard behavioral models, including
warm glow, though we do not find evidence of probability weighting;
(iii) the psychological motivators are effective, but less so than
incentives. We then compare the results to forecasts by 208 experts. On
average, the experts anticipate several key features, like the
effectiveness of psychological motivators. A sizeable share of experts,
however, expects crowd-out, probability weighting, and pure altruism,
counterfactually. This heterogeneity does not reflect field of training,
as behavioral economists, standard economists, and psychologists make
similar forecasts. Using a simple model, we back out key parameters for
social preferences, time preferences, and reference dependence,
comparing expert beliefs and experimental results."
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