Traditional approaches, including the Spearman-Brown Prophecy Formula and g
eneralizability theory, are unlikely to predict accurately the impact of te
st length on the internal consistency of a cognitively complex assessment b
ecause cognitively complex tasks are unlikely to be parallel or homogeneous
. In addition, traditional approaches are limited to predicting impact of t
est length on the internal consistency of an assessment. At times, a test s
pecialist may wish to predict the impact of changes in the characteristics
of the test takers on the internal consistency of an assessment. In this ar
ticle, we present an approach that can be used to predict internal consiste
ncy for cognitively complex assessments along 2 dimensions. First, we prese
nt an approach to predict the internal consistency of a measurement procedu
re after adding tasks that require the same test takers to use similar or d
ifferent solution strategies than the original tasks. Second, we present an
approach to predict the internal consistency of a measurement procedure af
ter adding test takers who use different solution strategies to solve the s
ame tasks than the original test takers. Finally, we use data from the 1992
National Assessment of Educational Progress mathematics assessment to illu
strate estimating internal consistency after adding tasks or test takers.