https://proanalytiqs.com/insights/ Business intelligence, data modelling, and the AI that stands on them. en-GB https://proanalytiqs.com/insights/kpi-first-payment-default/ https://proanalytiqs.com/insights/kpi-first-payment-default/ Fri, 28 Aug 2026 09:00:00 GMT FPD is the earliest honest signal that underwriting or acquisition changed. What it means commercially, how to define it, and what an agent does with it. KPI seriesRisk https://proanalytiqs.com/insights/kpi-recovery-funnel/ https://proanalytiqs.com/insights/kpi-recovery-funnel/ Thu, 27 Aug 2026 09:00:00 GMT Delinquent, right party contact, promise to pay, promise kept. What each stage is worth, and why self-cure decides your collections budget. KPI seriesCollections https://proanalytiqs.com/insights/how-analytics-roles-changed/ https://proanalytiqs.com/insights/how-analytics-roles-changed/ Wed, 26 Aug 2026 09:00:00 GMT Not replaced — rewritten. What the analytics engineer, BI developer, analyst, data engineer and data scientist actually do now, and the three roles that did not exist before. TeamsAI https://proanalytiqs.com/insights/kpi-sales-pacing/ https://proanalytiqs.com/insights/kpi-sales-pacing/ Tue, 25 Aug 2026 09:00:00 GMT Issued against a pro-rata forecast is the fastest honest read on whether the commercial plan is real. How to build it so it does not lie in week one. KPI seriesSales https://proanalytiqs.com/insights/kpi-acquisition-source-quality/ https://proanalytiqs.com/insights/kpi-acquisition-source-quality/ Fri, 21 Aug 2026 09:00:00 GMT Cost per funded loan ranks channels one way. Contribution per cohort ranks them another. The gap is the largest unclaimed margin in the business. KPI seriesMarketing https://proanalytiqs.com/insights/semantic-layer-is-your-context-layer/ https://proanalytiqs.com/insights/semantic-layer-is-your-context-layer/ Wed, 19 Aug 2026 09:00:00 GMT What stands between a useful AI assistant and a confident liar is not the model. It is whether your metrics are defined once, tested and described. Contextdbt https://proanalytiqs.com/insights/kpi-onboarding-dropoff/ https://proanalytiqs.com/insights/kpi-onboarding-dropoff/ Tue, 18 Aug 2026 09:00:00 GMT A verification step that starts timing out costs more in a week than most pricing decisions save in a quarter. How to find out the same morning. KPI seriesProduct https://proanalytiqs.com/insights/kpi-cash-and-yield/ https://proanalytiqs.com/insights/kpi-cash-and-yield/ Fri, 14 Aug 2026 09:00:00 GMT The gap between your risk reporting and the general ledger is always there. Reported monthly by component it is a control. Discovered by a funder it is a finding. KPI seriesFinance https://proanalytiqs.com/insights/kpi-framework-for-a-consumer-lender/ https://proanalytiqs.com/insights/kpi-framework-for-a-consumer-lender/ Wed, 12 Aug 2026 09:00:00 GMT The metric set we put in first for a consumer lender, in the order we build it — and the four definitions that cause the most arguments. LendingBusiness intelligence https://proanalytiqs.com/insights/text-to-sql-fails-on-your-warehouse/ https://proanalytiqs.com/insights/text-to-sql-fails-on-your-warehouse/ Wed, 05 Aug 2026 09:00:00 GMT Benchmarks are run on tidy schemas with clean names. Your warehouse has thirteen years of history in it. Here is where the accuracy actually goes, and what to do instead. ContextAI https://proanalytiqs.com/insights/ai-in-a-credit-decision/ https://proanalytiqs.com/insights/ai-in-a-credit-decision/ Sat, 01 Aug 2026 09:00:00 GMT Creditworthiness scoring is an Annex III high-risk use under the EU AI Act. What that means in engineering terms, not legal ones. GuardrailsLending https://proanalytiqs.com/insights/why-nobody-opens-your-power-bi-reports/ https://proanalytiqs.com/insights/why-nobody-opens-your-power-bi-reports/ Wed, 29 Jul 2026 09:00:00 GMT Low dashboard adoption is almost never a training problem. It is usually one of five specific failures in the model underneath — and four of them are fixable in a fortnight. Business intelligencePower BI https://proanalytiqs.com/insights/power-bi-copilot-readiness/ https://proanalytiqs.com/insights/power-bi-copilot-readiness/ Wed, 22 Jul 2026 09:00:00 GMT Most Copilot disappointment is a model preparation problem wearing a Copilot costume. The checklist we work through before switching it on for a business. Power BIContext https://proanalytiqs.com/insights/evals-are-the-new-unit-tests/ https://proanalytiqs.com/insights/evals-are-the-new-unit-tests/ Wed, 15 Jul 2026 09:00:00 GMT If you cannot say whether last week's prompt change made the system better or worse, you are not engineering. The smallest eval suite worth having. GuardrailsAI https://proanalytiqs.com/insights/credit-risk-reporting-that-survives-scrutiny/ https://proanalytiqs.com/insights/credit-risk-reporting-that-survives-scrutiny/ Wed, 08 Jul 2026 09:00:00 GMT A regulator, a funder and an auditor each ask a different question about the same number. What it takes to answer all three without a spreadsheet in the middle. RiskLending https://proanalytiqs.com/insights/databricks-or-snowflake-for-a-lender/ https://proanalytiqs.com/insights/databricks-or-snowflake-for-a-lender/ Wed, 24 Jun 2026 09:00:00 GMT Both will work. The choice usually comes down to four things that have nothing to do with the feature comparison tables, and one of them is who you can hire in your city. Data engineeringPlatform https://proanalytiqs.com/insights/analytics-pods-versus-staff-augmentation/ https://proanalytiqs.com/insights/analytics-pods-versus-staff-augmentation/ Wed, 03 Jun 2026 09:00:00 GMT Three contractors and a three-person pod cost about the same and produce different outcomes. The variable is where the integration work happens. DeliveryTeams https://proanalytiqs.com/insights/event-taxonomy-conversation-nobody-wants/ https://proanalytiqs.com/insights/event-taxonomy-conversation-nobody-wants/ Fri, 15 May 2026 09:00:00 GMT Product analytics fails at the naming stage, months before anyone looks at a funnel. The two-hour conversation that prevents it, and the rules that last. Product analyticsData engineering