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general cognitive ability and job knowledge                        33
                        of experience and ability on job performance. Results obtained provided support for the
                        validity of ability as a predictor of job knowledge, which in turn exerted a direct influence
                        on job performance.
                          A third stream of research derives from recent work by Ackerman and his colleagues
                        (Ackerman, 2000; Beier & Ackerman, 2001; Rolfhus & Ackerman, 1999). Ackerman
                        proposed a conceptualization of adult intelligence that appears to take account of the
                        distinctive influences of cognitive ability and knowledge on action. Ackerman’s PPIK
                        theory (see Ackerman, 1996, for a complete description) recasts adult intelligence as
                        an investment function of Process, Personality, and Interests, which lead to individual
                        differences in Knowledge. In contrast to research conceptualizing individual differences
                        in general intelligence as a unitary factor (Spearman’s g), Ackerman draws upon and
                        extends previous theory and research by Cattell and Horn (e.g., Cattell, 1963; Horn &
                        Cattell, 1966) that distinguishes between two dimensions; namely fluid (Gf) and crys-
                        tallized (Gc) intelligence. In the Cattell formulation, Gf is reflected in individual differ-
                        ences in intelligence-as-process, or general cognitive ability. In contrast, Gc is reflected
                        in individual differences in intelligence-as-knowledge, as acquired through experiential
                        and educational means. Although Ackerman’s theory is designed for broad applications
                        in educational and vocational contexts, the theory has implications for prediction of
                        job performance as well. Specifically, individual differences in intelligence-as-process
                        are proposed to exert a direct effect on performance (depending on the task) as well
                        as an indirect effect on performance through individual differences in the accumula-
                        tion of knowledge. Individual differences in intelligence-as-knowledge can be expected
                        to influence performance through the experiential and educational amassing of domain-
                        relevant knowledge (e.g., knowledge of computer technology should be a strong predictor
                        of performance for computer programmers and technicians). Consistent with Hunter’s
                        (1983) notion of an ability–knowledge–performance pathway, as well as empirical find-
                        ings obtained by Schmidt, Hunter and colleagues (Hunter, 1983; Schmidt et al., 1986;
                        Schmidt et al., 1988), Ackerman’s theory provides a broad theoretical foundation for
                        the observed findings, suggests that greater attention be paid to developing individual
                        difference measures of knowledge, and provides a potential integration of ability and
                        non-ability predictors of performance.
                          In summary, meta-analytic findings reported over the past two decades provide com-
                        pelling evidence for the predictive validity of general cognitive ability for job perfor-
                        mance, and the use of such measures in a wide range of selection contexts. Recent theory
                        and research has been directed toward understanding the sources of variability underly-
                        ing observed ability–performance relations. Consistent with findings by Ackerman and
                        others (e.g., Ackerman, 1988; Fleishman, 1972), the direct influence of general cognitive
                        ability on performance appears related to task demands. General ability–performance
                        relations tend to be highest in jobs and tasks that demand sustained attentional effort,
                        such as in skill acquisition or complex jobs such as air traffic control. In contrast, when
                        tasks can be highly proceduralized with practice, as is characteristic of less complex jobs
                        such as assembly work, general cognitive ability–performance proficiency relations may
                        be weaker, particularly among skilled employees.
                          In addition to direct influences of general cognitive ability on job performance, several
                        studies suggest that ability also influences job performance indirectly through its effects
                        on job knowledge, particularly in tasks that involve skilled performances. For example,
                        among assembly workers, individual differences in machine knowledge may exert a
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