Abstract Recommendation engines have become central to digital consumption, shaping what users see, choose, and ultimately become. This article examines how algorithmic systems influence and reconstruct consumer identity in platform-mediated environments. Drawing from consumer research, identity theory, and artificial intelligence studies, the paper argues that recommendation systems do not merely reflect preferences but actively participate […]