Master Data Management (MDM)

A decentralised data architecture paradigm that treats data as a product owned by domain-specific teams rather than centralising all data management in a single platform team. Data mesh is built on four principles: domain ownership, data as a product, self-serve data infrastructure, and federated computational governance.

A quantitative measure of data fitness for its intended use, typically assessed across dimensions including accuracy, completeness, consistency, timeliness, uniqueness, and validity. Data quality scores enable organisations to monitor and improve the reliability of their data assets, prioritise remediation efforts, and establish trust in analytical outputs.

The process of generating measurable economic value from data assets, either directly through licensing and sale or indirectly by using data to improve products, optimise operations, and inform strategic decisions. Data monetisation strategies are central to unlocking the full enterprise value of a company's information assets.

A secure online repository used in M&A transactions, capital raises, and other due diligence processes to store and share confidential documents with authorised parties. Virtual data rooms provide granular access controls, activity tracking, watermarking, and Q&A workflows.

A centralised repository of structured, processed data optimised for analytical querying and business intelligence reporting. Data warehouses use a schema-on-write approach, meaning data is cleaned, transformed, and organised into predefined structures before loading.

A distributed computing paradigm that processes data near the source of generation rather than in a centralised data centre, reducing latency, bandwidth costs, and data privacy risks. Edge computing is essential for real-time AI applications such as autonomous vehicles, industrial IoT, and point-of-sale analytics.

A controlled regulatory environment established by a financial regulator that allows fintech companies to test innovative products, services, or business models with real customers under relaxed regulatory requirements and close supervisory oversight. The UK Financial Conduct Authority pioneered the concept in 2016, and sandbox programmes now operate in over 50 jurisdictions worldwide.

The policies, procedures, and controls organisations implement to ensure they do not engage in prohibited transactions with sanctioned countries, entities, or individuals. Sanctions regimes are administered by bodies including OFAC (US), OFSI (UK), and the EU Council, and violations can result in severe criminal penalties, asset freezes, and reputational damage.

Data as a Balance Sheet Asset: Valuation Methods for the AI Era

Data is now formally recognised as productive capital by the System of National Accounts. But how do you value it on a balance sheet? Tony Hillier draws on 30 years of structured finance experience to map three valuation approaches — and where data assets fit into modern capital structures.

How do you create and manage a portfolio of companies in Opagio?

Opagio's portfolio feature lets investors and fund managers add multiple companies, track their intangible asset values over time, compare benchmarks, and generate consolidated portfolio-level reports.