This assignment delves into the critical aspect of customer satisfaction and loyalty in marketing. It requires a comprehensive analysis of customer loyalty using data mining techniques, drawing insights from studies like 'The effects of relationship quality and switching barriers on customer loyalty' by Liu et al., and 'Relationship marketing and customer loyalty: Evidence from the Ghanaian luxury hotel industry' by Narteh et al. The assignment should also consider social effects on customer retention, as discussed in 'Social effects on customer retention' by Nitzan and Libai.