Many statisticians have contributed to studies of the HIV epidemic and prog
ression to AIDS. They have developed new statistical methodology, where nee
ded, to address HIV-related issues. The transfer of methods from one area t
o another often involves a substantial delay. This paper points to methods
that were developed in the HIV context and have either already found applic
ations in other areas of medical research or have the potential for such ap
plications, with the hope that this will promote a speedier Transfer of the
research methods. Among the new tools that HIV studies have placed firmly
into the pool of statistical methods for medical research are the methods o
f back-calculation, methods for the analysis of retrospective ascertainment
data and methods of analysis for the combined data from clinical trials an
d associated longitudinal studies. Notions that have been stimulated substa
ntially are use of surrogate endpoints in clinical trials and screening blo
od products by the use of pooled serum samples. Research activity in many o
ther areas has been boosted substantially through contributions motivated b
y HIV/AIDS studies. Noteworthy examples are analyses for doubly-censored li
fetime data and methods for assessing vaccines for transmissible diseases.