TY - JOUR
T1 - An integrated perspective on the relation between response speed and intelligence
AU - van Ravenzwaaij, Don
AU - Brown, Scott
AU - Wagenmakers, Eric-Jan
PY - 2011/6
Y1 - 2011/6
N2 - Research in the field of mental chronometry and individual differences has revealed several robust regularities (Jensen, 2006). These include right-skewed response time (RT) distributions, the worst performance rule, correlations with general intelligence (g) that are more pronounced for RT standard deviations (RTSD) than they are for RT means (RTm), an almost perfect linear relation between individual differences in RTSD and RTm, linear Brinley plots, and stronger correlations between g and inspection time (IT) than between g and RTm. Here we show how all these regularities are manifestations of a single underlying relationship, when viewed through the lens of Ratcliff’s diffusion model (Ratcliff, 1978, Ratcliff et al., 2008). The single underlying relationship is between individual differences in general intelligence and individual differences in “drift rate”, which is just the speed of information processing in Ratcliff’s model. We also test and confirm a strong prediction of the diffusion model, namely that the worst performance rule generalizes to phenomena outside of the field of intelligence. Our approach provides an integrative perspective on intelligence findings.
AB - Research in the field of mental chronometry and individual differences has revealed several robust regularities (Jensen, 2006). These include right-skewed response time (RT) distributions, the worst performance rule, correlations with general intelligence (g) that are more pronounced for RT standard deviations (RTSD) than they are for RT means (RTm), an almost perfect linear relation between individual differences in RTSD and RTm, linear Brinley plots, and stronger correlations between g and inspection time (IT) than between g and RTm. Here we show how all these regularities are manifestations of a single underlying relationship, when viewed through the lens of Ratcliff’s diffusion model (Ratcliff, 1978, Ratcliff et al., 2008). The single underlying relationship is between individual differences in general intelligence and individual differences in “drift rate”, which is just the speed of information processing in Ratcliff’s model. We also test and confirm a strong prediction of the diffusion model, namely that the worst performance rule generalizes to phenomena outside of the field of intelligence. Our approach provides an integrative perspective on intelligence findings.
KW - DIFFUSION-MODEL ANALYSIS
KW - PERCEPTUAL DECISION-MAKING
KW - REACTION-TIME VARIABILITY
KW - WORST PERFORMANCE RULE
KW - INDIVIDUAL-DIFFERENCES
KW - PROCESSING-SPEED
KW - BRIGHTNESS-DISCRIMINATION
KW - 2-CHOICE DECISIONS
KW - INSPECTION TIME
KW - BASAL GANGLIA
U2 - 10.1016/j.cognition.2011.02.002
DO - 10.1016/j.cognition.2011.02.002
M3 - Article
C2 - 21420077
SN - 0010-0277
VL - 119
SP - 381
EP - 393
JO - Cognition
JF - Cognition
IS - 3
ER -