Our study made progress in making tailored instructions to meet individual needs.
Adaptive training led to larger gains in analogical reasoning than repeated practice.
Effects of verbal WM on training benefits my depend on cognitive load.
Multilevel analysis gave insight into inter- and intra-individual changes in reasoning.