“…Extensive studies have used various combinations of DOI and TAM theoretical frameworks by including (1) individual consumer variables (demographics, familiarity, previous experiences, culture, self-efficacy, innovativeness, behavioral control, consumer readiness and motivation), (2) situational variables (access to services such as the Internet, voluntary/nonvoluntary nature of adoptions, collective/individual adoptions, social influence, imitation behaviors, role clarity, subjective norms, facilitating conditions and information quality), (3) affective response variables (trust or distrust in the service provider or on various channels, risks, credibility, security and hedonic motivation, such as enjoyment) and (4) The innovation (image, social variables, effort expectancy, interface quality, ease of use, relative advantage, compatibility, complexity, trialability, observability and website design) (e.g. Gounaris and Koritos, 2012; Lee et al. , 2007; Mcneish, 2015; Tam and Oliveira, 2017; Waite and Harrison, 2015; Yousafzai, 2012).…”