What is data as an intangible asset and how do you value it?

Short Answer

Data is an intangible asset if it creates competitive advantage—e.g., training ML models, predicting customer behaviour. Value is measured by the profit advantage it enables.

Full Explanation

Raw data (customer names) has near-zero value. Data that trains a model to reduce churn by 10% has significant value. Valuation: estimate the profit impact of superior data insights (churn reduction × customer LTV), discount to present value. Example: a fintech company's proprietary credit scoring data allows 20% better approval decisions versus competitors, capturing an extra £5M in profitable customers annually. Discounted at 12% over 10 years, data asset is worth roughly £28M. Data quality matters: is it clean, complete, and current? Stale data is worthless. Data ownership matters: do you actually own the data legally (GDPR compliance)? If data is licensed or guest-dependent, value is contingent. Data moat strength: how long does your data advantage persist? If competitors can replicate data in 6 months, the asset depreciates quickly. If network effects mean your data improves faster than competitors (e.g., Uber's routing data), the asset is defensible long-term. Risks: privacy regulations, changing customer behaviour, data breaches. Opagio's framework helps companies articulate data advantage and quantify its contribution to competitive positioning.

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