Using Dollars as a Response Scale: Magnitude Estimation without a Standard Daniel Kahneman The same pattern of results has been observed in two seemingly different contexts: a large-scale experimental study of the psychology of punitive awards (Kahneman, Schkade and Sunstein, 1997) and a reanalysis of hypothetical willingness-to-pay data (Kahneman and Ritov, 1994). In both cases dollar responses are strongly correlated with other measures of attitudes, but much less reliable than alternative measures. The source of the unreliability is traced to the scaling factor that affects the translation from the underlying attitude to the dollar scale. The evidence suggests that dollar responses measure some attitudes on a ratio scale, but the scaling factor (modulus) adopted by different individuals may be quite arbitrary.