V. Gurbaxani et H. Mendelson, MODELING VS FORECASTING - THE CASE OF INFORMATION-SYSTEMS SPENDING, Information systems research, 5(2), 1994, pp. 180-190
Collopy, Adya and Armstrong (1994) (CAA) advocate the use of atheoreti
cal ''black box'' extrapolation techniques to forecast information sys
tems spending. In this paper, we contrast this approach with the posit
ive modeling approach of Gurbaxani and Mendelson (1990), where the pri
mary focus is on explanation based on economics and innovation diffusi
on theory. We argue that the objectives and premises of extrapolation
techniques are so fundamentally different from those of positive model
ing that the evaluation of positive models using the criteria of ''bla
ck box'' forecasting approaches is inadequate. We further show that ev
en if one were to accept CAA's premises, their results are still infer
ior. Our results refute CAA's claim that linear trend extrapolations a
re appropriate for forecasting future IS spending and demonstrate the
risks of ignoring the guidance of theory.