PONTIFICIAE ACADEMIAE SCIENTIARVM SCRIPTA VARIA - 28 More generally, considering mode! (1) and letting f= (+) denote the inverse function of (+), we have 50) E(x|y)=f-1(v) The inference (49) from d to p would hold good if the mo- del (46) were disturbance-free (v having probability one of being equal to zero), or if our model were not (46) but instead (51) {4 p=ced a + with 52) E[pldi=c « In such case the ratio 1/« would be an operationally meaning- ful quantity, namely, the price flexibility with respect to de- mand ('%). Again, of course, model, (51)-(52) does not allow the reverse inference (47)-(48). Coming finally to Fig. 5b, the measurements are here su- bject to observation error. Thus for fixed p, the dotted curve represents the distribution of d =d* +¢, where d* has the same distribution as in Fig. 4b, and e is an observation error with the same type of distribution as in Fig. 3a. 2.2. Operational aspects of deterministic and stochastic models. The simple illustrations in 2.1 have been selected with a view to elucidate three aspects of the transition from determi- nistic to stochastic approaches. (') See Ref. 26, which is a basic reference for deterministic approaches in econometrics. 2] Wold - pag. 26