Risk–Value Integration era
In the Risk–Value Integration era (2012–2024), consumer uncertainty in digital marketplaces is understood as the outcome of integrated risk–value trade-offs. Foundationally, Kahneman and Tversky’s prospect theory informs how risk framing and loss aversion shape online choices, while Spence’s signaling theory explains how eco-labels and other signals reduce information asymmetry. Technology-adoption perspectives from Venkatesh, Morris, Davis, and Davis (TAM/UTAUT lineage) illuminate how perceived usefulness, ease of use, trust, and social influence drive adoption and loyalty amid risk. Jagdish N. Sheth’s value-centric buyer-behavior framework helps articulate how perceived value and risk trade-offs shape loyalty, while cross-theory modeling and platform data tests anchor design principles to align perceived value with reduced uncertainty.