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We all know what a positive – or negative – customer experience feels like: a rush of pleasure or teeth-grinding frustration. Firms are acutely aware of the importance of how we feel – and how that translates into long-term loyalty – but feelings are a difficult and complicated thing to measure at scale.

At the Cambridge Service Alliance's most recent Community of Interest, Dr Erika Pärn considered the development of digital twins in the construction sector: the challenges it faces and whether android operating systems could provide a useful roadmap for business model innovation.

Cambridge Service Alliance doctoral student, Tim Pearce, explains how his work is contributing to advances in neural networks and how they are starting to help organisations make better decisions.

Customer retention plays a critical role in a firm's long-term sustainability. Until recently, however, firms have tended to rely on one-dimensional survey techniques to measure their customers' loyalty. This white paper shows how machine learning can help overcome these limitations.