Education · Sep 29, 2026 · 6 min read
Where education data pays back
Enrolment, assessment and student success: three places where boards, colleges and universities see returns first.
Insights
Practical lessons from building data, analytics and AI platforms for global brands and healthcare organizations—written for the leaders and teams who have to make them work.
Resource hubTopic
Education · Sep 29, 2026 · 6 min read
Enrolment, assessment and student success: three places where boards, colleges and universities see returns first.
AI & BI · Jun 25, 2026 · 5 min read
A Monday briefing drafted by AI from certified numbers works when rules choose the exceptions, a person reviews every draft and trust is earned first.
Microsoft Fabric · Mar 18, 2026 · 4 min read
Real-time data and AI turn weekly reviews into continuous management, but only some decisions benefit, and alerts must stay worth reading.
AI & agents · Feb 12, 2026 · 4 min read
AI agents now act, so leaders must decide which actions they take alone, how a person approves the rest and how autonomy is earned.
Generative AI · Jan 21, 2026 · 4 min read
Pilots stall on ownership, evaluation, cost, support and change, not on the model; closing those gaps turns one use case into a portfolio.
Public sector · Nov 26, 2025 · 5 min read
Government reporting programs rarely fail on charts. They fail on requirements discovered late. Five to settle first.
Sales & marketing · Oct 7, 2025 · 5 min read
Sellers follow recommendations that come with a reason; explainable models show the signals, learn from field feedback and prove uplift against a control group.
AI & agents · Aug 14, 2025 · 4 min read
Alerts that only notify get ignored; agents that gather the evidence, propose the next step and open the task close the loop.
AI & agents · Jun 18, 2025 · 6 min read
Agents are only as good as the semantic layer they read. A practical readiness checklist.
Report design · Jun 3, 2025 · 5 min read
Executives and AI assistants now read the same reports, and the design rules that help one reader help the other.
Data quality · May 22, 2025 · 4 min read
Completeness, freshness, reconciliation, duplicates and orphans, and definition drift: the five checks to run before an AI assistant reads the data.
Data & AI strategy · Apr 9, 2025 · 4 min read
Five measures, each with a baseline taken before launch, show whether AI in analytics is paying back.
Finance · Mar 20, 2025 · 5 min read
A shared library of tested prompts, each with its data, format and owner, gives finance the same answer to the same question.
Governance · Feb 18, 2025 · 4 min read
Before an AI assistant answers leaders, prove its answers match the certified figures with a test set of real questions run on every change.
Machine learning · Jan 9, 2025 · 4 min read
Driver bridges, anomaly scores and a language model that cites its drivers give leaders the why at the same moment as the what.
Information security · Jan 7, 2025 · 5 min read
As analytics and AI reach more people, information security becomes a leadership decision.
AI & BI · Dec 19, 2024 · 5 min read
As AI drafts charts, queries and commentary, analysts move from building reports to curating definitions, testing answers and framing decisions.
AI & BI · Nov 5, 2024 · 5 min read
Report packs take days to build and minutes to read; one living page that updates itself and explains what moved serves leaders better.
Microsoft Fabric · Oct 17, 2024 · 6 min read
Move in thin slices, put everything in Git and verify with data—not with a green checkmark.
Finance · Sep 5, 2024 · 5 min read
AI can draft much of the variance commentary from the bridge, but judgment, one-off items and the outlook still need the controller.
Microsoft Fabric · Jul 18, 2024 · 4 min read
Five properties make a Fabric platform safe for AI to read, and only some of them need to be built first.
Power BI · May 23, 2024 · 5 min read
A practical preparation list: clear names, hidden technical fields, synonyms, certified measures, tested questions and a rollout that starts with one team.
Supply chain · Apr 25, 2024 · 6 min read
Most control towers are a wall of dashboards. The useful ones measure seven processes and route every exception to a person.
Governance · Mar 13, 2024 · 4 min read
A short policy people can follow: approved tools, which data may go where, review before release, logging and a quick way to ask.
Generative AI · Feb 21, 2024 · 5 min read
Generative AI turns the monthly business review into a short narrative drafted from governed numbers, while judgment and decisions stay human.
AI & BI · Jan 25, 2024 · 5 min read
When AI answers business questions, it reads the semantic model rather than the report, so names, descriptions and certified measures become the interface.
Generative AI · Nov 22, 2023 · 5 min read
Generative AI can answer staff questions from your own policies and cite its sources, if the documents, access rules and testing come first.
Automation · Oct 26, 2023 · 5 min read
Document intelligence pays back when business rules check every field and an exception queue handles the doubtful cases; touchless processing is the measure.
Machine learning · Sep 13, 2023 · 5 min read
A risk score is only the start. The programs that work design the follow-up and the measurement before the model.
AI & BI · Aug 15, 2023 · 5 min read
With executives asking their data questions in plain language, BI teams must anticipate questions, define every term once and show where each answer comes from.
Machine learning · Jun 13, 2023 · 5 min read
A machine learning forecast wins on long history and stable drivers, a planner on launches and one-off events; a fair back-test shows where each belongs.
Finance · Nov 7, 2022 · 5 min read
The annual budget is out of date before it is approved. A rolling forecast fixes that, if finance changes what it does each month.
Start a conversation
Tell us where you are today and what you need to decide next. A senior consultant will respond within one business day.
Contact us