Pw. Schultz et De. Berger, EFFECTS OF COMPUTER INTERFACES ON COMPUTER-BASED STATISTICAL-ANALYSIS, Behavior research methods, instruments, & computers, 30(2), 1998, pp. 354-359
Thirty-one first-year psychology graduate students in a computer appli
cations course completed a set of structured problems, unstructured pr
oblems, and data-screening problems in each of two statistical computi
ng environments: a menu-based interface (SPSS for Windows) and a tradi
tional command-based interface (SPSSx). Performance on the menu-based
interface was generally superior to performance on the command-based i
nterface. More of the structured problems were completed successfully
within the menu-based interface. The menu-based interface also facilit
ated error identification, was rated as easier to use, and was preferr
ed nearly 4 to 1 over the command-based interface. For the unstructure
d problems, students identified more relationships in the data set and
issued more statistical commands when working with the menu-based int
erface. These findings are consistent with the interpretation that bec
ause the menu-based interface requires fewer mental resources to be de
dicated to the mechanics of analysis, more resources are available to
devote to higher level problem solving.