https://dataunderstood.com/insights Founder-led thinking on data strategy, AI adoption, data culture and delivery, written for leaders in organisations across Scotland and the UK. en-gb https://dataunderstood.com/blog/who-do-you-trust-when-ai-is-talking-to-ai https://dataunderstood.com/blog/who-do-you-trust-when-ai-is-talking-to-ai Wed, 30 Sep 2026 00:00:00 GMT As AI agents consume, create and act on information, trust has to be designed in. What provenance, governance and critical thinking mean for AI adoption. info@dataunderstood.com (Inez Hogarth) https://dataunderstood.com/blog/the-missing-link-between-data-investment-and-better-decisions https://dataunderstood.com/blog/the-missing-link-between-data-investment-and-better-decisions Thu, 04 Jun 2026 00:00:00 GMT Why heavy investment in data, analytics and AI often fails to improve decision making, and the organisational factors that turn spend into value. info@dataunderstood.com (Inez Hogarth) https://dataunderstood.com/blog/scalable-data-pipelines https://dataunderstood.com/blog/scalable-data-pipelines Tue, 05 May 2026 00:00:00 GMT Learn how scalable data pipelines evolve in practice, where complexity emerges, and how to build reliable data engineering foundations for analytics and AI, ... info@dataunderstood.com (Inez Hogarth) https://dataunderstood.com/blog/why-data-culture-is-important https://dataunderstood.com/blog/why-data-culture-is-important Wed, 15 Apr 2026 00:00:00 GMT Most organisations invest heavily in data but still struggle to make better decisions. Discover why data culture is the missing piece and how to improve it, ... https://dataunderstood.com/blog/ai-reset-data-engineering-data-products https://dataunderstood.com/blog/ai-reset-data-engineering-data-products Thu, 09 Apr 2026 00:00:00 GMT AI is changing how data platforms and pipelines are engineered, and why stronger data engineering capability now matters for UK organisations. https://dataunderstood.com/blog/the-data-engineering-capability-every-enterprise-actually-needs https://dataunderstood.com/blog/the-data-engineering-capability-every-enterprise-actually-needs Fri, 20 Mar 2026 00:00:00 GMT UK enterprises invest heavily in platforms, analytics and AI yet returns stay unclear. The missing piece is genuine data engineering capability. https://dataunderstood.com/blog/data-annotation-projects-how-to-manage-them https://dataunderstood.com/blog/data-annotation-projects-how-to-manage-them Thu, 05 Feb 2026 00:00:00 GMT Data annotation is treated as a mechanical step before machine learning. In practice it is one of the most consequential phases of applied AI. https://dataunderstood.com/blog/from-data-engineering-to-mlops-enterprise-data-capability https://dataunderstood.com/blog/from-data-engineering-to-mlops-enterprise-data-capability Thu, 29 Jan 2026 00:00:00 GMT As machine learning moves into production, data engineering alone is no longer enough. How enterprise capability is shifting towards MLOps. https://dataunderstood.com/blog/building-confidence-in-your-data-foundations https://dataunderstood.com/blog/building-confidence-in-your-data-foundations Thu, 22 Jan 2026 00:00:00 GMT Data confidence rarely breaks in one moment. It erodes quietly over time. How to recognise the signs and rebuild trust in your data foundations. https://dataunderstood.com/blog/why-most-ai-strategies-stall-at-the-same-point https://dataunderstood.com/blog/why-most-ai-strategies-stall-at-the-same-point Wed, 14 Jan 2026 00:00:00 GMT AI adoption is widespread in UK enterprises yet many initiatives fail to scale. The real barrier is organisational alignment, not technology. https://dataunderstood.com/blog/evolving-enterprise-data-teams-for-2026 https://dataunderstood.com/blog/evolving-enterprise-data-teams-for-2026 Wed, 17 Dec 2025 00:00:00 GMT Enterprise data teams are shifting from reporting to production AI delivery. What high-performing teams do differently, and how to close the gap. https://dataunderstood.com/blog/from-hype-to-impact-getting-data-ready-for-2026 https://dataunderstood.com/blog/from-hype-to-impact-getting-data-ready-for-2026 Thu, 11 Dec 2025 00:00:00 GMT AI investment is accelerating but results are not. Why data readiness is the real bottleneck on the route from experimentation to production AI. https://dataunderstood.com/blog/ai-is-transient-data-is-the-constant https://dataunderstood.com/blog/ai-is-transient-data-is-the-constant Wed, 03 Dec 2025 00:00:00 GMT AI models evolve and tools disappear, but your data endures. Discover why data maturity still determines success far more than AI adoption. https://dataunderstood.com/blog/the-missing-link-in-data-transformation https://dataunderstood.com/blog/the-missing-link-in-data-transformation Wed, 12 Nov 2025 00:00:00 GMT Why Scotland's most forward-thinking organisations are turning data ambition into measurable impact by aligning people, data, and strategy. https://dataunderstood.com/blog/your-data-is-fine https://dataunderstood.com/blog/your-data-is-fine Wed, 24 Sep 2025 00:00:00 GMT Most businesses already have the data they need. The unlock is sharper questions that connect data to decisions. https://dataunderstood.com/blog/scotland-data-transformation-readiness https://dataunderstood.com/blog/scotland-data-transformation-readiness Fri, 05 Sep 2025 00:00:00 GMT Before AI or automation can deliver value, you need solid data foundations. At Data Understood, we help Scotland's enterprises and SMEs build those foundat, ... https://dataunderstood.com/blog/why-messy-data-is-costing-your-business https://dataunderstood.com/blog/why-messy-data-is-costing-your-business Wed, 27 Aug 2025 00:00:00 GMT Where messy data comes from, why one-off clean-ups keep failing, and how to build data quality capability that lasts beyond a single project. https://dataunderstood.com/blog/data-transformation-before-ai-adoption https://dataunderstood.com/blog/data-transformation-before-ai-adoption Mon, 14 Apr 2025 00:00:00 GMT AI is only as good as the data behind it. Before jumping into AI projects, make sure your data is clean, connected, and governed. Here's how. https://dataunderstood.com/blog/what-is-data https://dataunderstood.com/blog/what-is-data Wed, 02 Apr 2025 00:00:00 GMT Data is more than facts and figures. A practical definition for enterprise leaders covering how systems operate, decisions are made and AI works. https://dataunderstood.com/blog/how-to-gather-meaningful-data https://dataunderstood.com/blog/how-to-gather-meaningful-data Wed, 17 Nov 2021 00:00:00 GMT How to gather data that answers real questions, from framing the question to choosing sources and checking what the numbers can genuinely support. https://dataunderstood.com/blog/how-to-avoid-the-four-data-pitfalls https://dataunderstood.com/blog/how-to-avoid-the-four-data-pitfalls Wed, 11 Aug 2021 00:00:00 GMT Reporting without results, irrelevant dashboards, ignored insights. The four common data pitfalls in organisations and how to avoid each of them. https://dataunderstood.com/blog/how-to-build-an-experimental-mindset https://dataunderstood.com/blog/how-to-build-an-experimental-mindset Mon, 12 Jul 2021 00:00:00 GMT How an experimental mindset helps teams test ideas with data, learn quickly from what does not work, and make better decisions with less certainty.