We will discuss a general semi-parametric estimation strategy for analyses of longitudinal binary response data ascertained from outcome dependent sampling designs.The Sequential Offsetted Logistic Regressions (SOLR) strategy permits time-varying and time-invariant estimation targets.It can be used for prospective or retrospective designs where sampling is based on an auxiliary variable that is related but not equal to the response vector.