A dashboard full of green numbers and a product that's quietly losing users can exist at the same time — and often do, because raw data and genuine insight are not the same thing. Many product managers already have more data than they know what to do with: real-time KPIs, analytics platforms tracking every click, yet decisions still made mostly on instinct. The Beyond the Dashboard Training Course, delivered by Arab British Fellowship Training Academy, is built for product professionals who want their roadmap grounded in evidence rather than the most persuasive voice in the room.

This course treats data as a decision-making tool, not a reporting obligation. Participants build dashboards and choose KPIs and product metrics that genuinely reflect business and customer health instead of vanity numbers, and run A/B testing that produces clean, trustworthy results. Retention gets particular attention as one of the most honest signals a product has, read alongside acquisition and engagement data for the full picture. The course also covers telling correlation apart from causation, defending data-backed decisions under stakeholder pressure, and keeping the whole analytics practice relevant as the product evolves rather than letting it fade after the first few dashboards are built. Participants leave with a practical, hands-on approach to using analytics throughout the product lifecycle.

By the end of this course, participants will be able to:

• Apply Data-Driven Product Management principles to guide roadmap and prioritisation decisions
• Build dashboards and select KPIs and product metrics that highlight meaningful signals instead of vanity numbers
• Design and interpret A/B tests that produce reliable, actionable results
• Analyse retention data to understand genuine long-term product performance
• Distinguish correlation from causation and recognise when data is misleading rather than simply incomplete
• Translate data and customer insights into confident, defensible product decisions
• Present analytics and defend data-backed trade-offs clearly to leadership
• Build a sustainable analytics practice that informs decisions continuously, not occasionally

Target Group

• Product managers and product owners seeking to strengthen data-driven decision-making
• Data analysts and business intelligence professionals working closely with product teams
• Growth and marketing professionals relying on product metrics and retention data
• Heads of product embedding analytics into product strategy and prioritisation
• UX researchers and customer insight professionals working alongside product data
• Professionals transitioning from intuition-led to evidence-led product management

Module 1: When the Dashboard Is Green and the Product Is Struggling Anyway

• The difference between having data and genuinely using it to decide
• Common traps: vanity metrics, dashboard overload, and analysis paralysis

Module 2: Dashboards and Metrics Actually Worth Looking At

• Structuring dashboards around decisions, not just available data
• Selecting KPIs and product metrics that reflect genuine business and customer health
• Aligning product metrics with strategic goals rather than convenient numbers

Module 3: A/B Testing You Can Actually Trust

• Designing tests with clear hypotheses and statistically sound structure
• Avoiding common A/B testing mistakes that produce misleading results

Module 4: Retention — The Metric That Doesn't Lie

• Reading retention data as one of the most honest signals of product health
• Identifying where and why customers disengage over time

Module 5: Reading the Data Right — Correlation, Causation and Other Traps

• Translating dashboard insight into prioritised, defensible roadmap decisions
• Balancing quantitative data with qualitative customer insight
• Distinguishing correlation from causation and recognising when data is misleading rather than simply incomplete

Module 6: Defending Data-Backed Decisions to Stakeholders

• Presenting analytics and KPI-based decisions clearly to leadership
• Defending data-backed trade-offs under stakeholder pressure

Module 7: Keeping the Practice Alive After the Novelty Wears Off

• Embedding regular data review into everyday product routines
• Keeping dashboards, KPIs, and testing practices relevant as the product evolves