There are four key types of experimental studies used to gain evidence to support claims about cosmetic products: in vivo studies test products on volunteers to collect data on effectiveness; in vitro tests use artificial cell lines and models; ex vivo tests use harvested tissue; and in silico tests rely on computer simulations to predict effects without physical samples. Pragna Chakravarti has expertise in conducting clinical test reviews and claims substantiation to assist cosmetic companies.