Cohort Program

AI Analytics for Everyone (1 Session Per Week)

Ask Better Questions, Make Faster Decisions - with AI as Your Analyst

Categories: AI Analytics

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Cena JohnAI Product Leader·Experience inGoogleMetaAnthropicStripe

Limited-time: use code ANALYCENA for 10% off · ends 01 Sept 2026

Description

As AI reduces the value of deep domain silos, the people who thrive will be the ones who can work across disciplines and ship. Analytical independence - the ability to validate your own ideas and make data-informed decisions - remains the missing skill in most builders' toolkits. AI can conduct the analysis, but it can't tell you what to ask or whether the answer makes sense. That requires analytical judgment. This course teaches you to think like a senior Product Data Scientist. You'll learn the frameworks used at FAANG companies to frame problems, choose the right metrics, diagnose root causes, execute the analysis, and turn insights into decisions. -> Join AI Builders Slack Community!! <- What makes this different: No SQL. No stats lectures. Five weeks of hands-on real scenarios. You'll build end-to-end, metric specs, deep dives, experiment plans, stakeholder readouts. The result: You become analytically self-sufficient. The last dependency removed from your toolkit. Make data-informed decisions in hours, not weeks.

Learning outcomes

  • Frame Problems Like a Senior Data Scientist Transform vague ideas into decision-forcing questions. Distinguish good analytical questions from time-wasting ones using a 3-part framework. Build a ranked list of analytical questions by expected impact - so you always know what to analyze first.
  • Design Metrics That Actually Drive Decisions Define numerators, denominators, time windows, and edge cases so your team never debates "what this number really means" again. Build metric trees that decompose north star metrics into actionable drivers - separating guardrails from success metrics. Use AI to draft comprehensive metric specs, generate segment cuts, and run QA checks that catch ambiguity before it breaks trust.
  • Design Experiments That Ship Write testable hypotheses with clear success criteria and decision rules. Leave with an Experiment Brief ready for your product development team.
  • Turn Analysis Into Action With AI as Your Copilot Use AI to accelerate analysis while validating every output. Leave with a complete capstone: problem brief to stakeholder readout.

What's included

  • 5 live sessions

    Learn directly from Cena in real time, not from a recording.

  • Recording access

    Rewatch for 30 days after each session is delivered.

  • 1-on-1 feedback

    30 - 45 minutes 1:1 for a reviewed work

  • Maram Guarantee

    Your purchase is backed by the Maram Guarantee.

Your AI Practitioner

Cena John

AI Product Leader

Cena has spent a decade building and shipping AI products at Google, Meta, Anthropic, and Stripe - from large-scale ranking systems to production agentic workflows deployed across AWS, Azure and GCP. He holds several patents and has taught thousands of practitioners how to design, build, and ship agentic AI with a problem-first approach.

Experience in
GoogleMetaAnthropicStripe

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