RECONCILING RECALLED DATES OF DEVELOPMENTAL MILESTONES, EVENTS AND TRANSITIONS - A MIXED GENERALIZED LINEAR-MODEL WITH RANDOM MEAN AND VARIANCE FUNCTIONS
A. Pickles et al., RECONCILING RECALLED DATES OF DEVELOPMENTAL MILESTONES, EVENTS AND TRANSITIONS - A MIXED GENERALIZED LINEAR-MODEL WITH RANDOM MEAN AND VARIANCE FUNCTIONS, Journal of the Royal Statistical Society. Series A. Statistics in society, 159, 1996, pp. 225-234
Reconciliation of conflicting reports on the dating of events has typi
cally been approached as 'data cleaning'. We present an alternative ap
proach of modelling discrepancies by a statistical measurement model.
The model combines two explanations of 'telescoping', systematic compr
ession of the timescale and heteroscedastic random measurement error.
The model can be viewed as a mixed generalized linear model with rando
m effects within both mean and variance functions, or alternatively as
involving multiplicative random effects. We illustrate the model in t
he context of multiple mothers' reports of the onset of puberty in the
ir daughters. Estimated by penalized or predictive quasi-likelihood, t
he model correctly distinguished the different mechanisms for telescop
ing and provided much improved estimates of the true age-of-onset dist
ribution.