LP, Raphaëlle and L. Gilles (2010) Why Do Older Consumers Buy Older Brands? The Role of Attachment and Declining Innovativeness. Journal of Marketing, Vol. 74, No. 5, pp. 104-121.
Among the demographic factors, prior experience with similar products tends to be a good predictor of future adoption. You can take a look at studies about lead users.