Key result
Individual standard deviations generally have poor reliability compared to the intraindividual mean and are sensitive to insufficient measurement occasions and poor test reliability.
Individual standard deviations generally have poor reliability and require careful adherence to statistical assumptions to avoid marked reduction in statistical power.
Caution warranted for individual standard deviations in variability research; leaves open optimized protocols for aging studies.
Recent research has seen intraindividual variability become a useful technique to incorporate trial-to-trial variability into many types of psychological studies. Intraindividual variability, as measured by individual standard deviations (ISDs), has shown unique prediction to several types of positive and negative outcomes (Ram, Rabbit, Stollery, & Nesselroade, 2005). One unanswered question regarding measuring intraindividual variability is its reliability and the conditions under which optimal reliability is achieved. Monte Carlo simulation studies were conducted to determine the reliability of the ISD as compared with the intraindividual mean. The results indicate that ISDs generally have poor reliability and are sensitive to insufficient measurement occasions, poor test reliability, and unfavorable amounts and distributions of variability in the population. Secondary analysis of psychological data shows that use of individual standard deviations in unfavorable conditions leads to a marked reduction in statistical power, although careful adherence to underlying statistical assumptions allows their use as a basic research tool.
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Estabrook et al. (2012) studied this question. Individual standard deviations (ISDs) vs. Intraindividual mean was evaluated on Reliability. Individual standard deviations generally have poor reliability compared to the intraindividual mean and are sensitive to insufficient measurement occasions and poor test reliability.
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