A data strategy is a comprehensive blueprint that outlines how an organisation will harness data to drive business objectives and deliver customer value. It is a strategic imperative that aligns with the organisation’s vision, mission, and values, while also adhering to industry regulations and ethical standards. The strategy takes into account the expectations of customers, partners, and stakeholders, ensuring that data management is not only effective but also a catalyst fo

Every business wants to leverage big data and artificial intelligence (AI) initiatives. Lately, many businesses have tried to dive into big data and AI, but only a few have truly reaped its benefits. Though they had the right intentions, the failure occurred far too often. Here, we categorise common failures and provide guidelines for solving or avoiding them. For context, we present each failure type as a scenario and place these scenarios under three themes: Organisational

We’ve all heard the phrase “data is the new oil”, and companies are capturing immense amounts of it. Despite this, a surprising number still struggle to realise its full potential, not because they lack data, but because they fail to move up the data value chain strategically. This journey from raw information to tangible business value is not a single leap, but a progressive and methodical ascent. It can be conceptualised as a climb up a value chain, with each step offering