This paper reviews nine software packages with particular reference to thei
r GARCH model estimation accuracy when judged against a respected benchmark
. We consider the numerical consistency of GARCH and EGARCH estimation and
forecasting. Our results have a number of implications for published resear
ch and future software development. Finally, we argue that the establishmen
t of benchmarks for other standard non-linear models is long overdue. (C) 2
001 International Institute of Forecasters. Published by Elsevier Science B
N. All rights reserved.