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AITE · Module 1.3
M1.3

AITE-VDT — AI Value & Analytics Expert

48 articles · Stages: Calibrate

Articles in this module

  1. 1
    The AI Value Chain
    ADV · M1.3-Art01
  2. 2
    Shipped Value vs Realized Value
    ADV · M1.3-Art02
  3. 3
    Counterfactual Thinking for AI
    ADV · M1.3-Art03
  4. 4
    The Measurement Plan Artifact
    ADV · M1.3-Art04
  5. 5
    Leading and Lagging Indicators
    ADV · M1.3-Art05
  6. 6
    Structuring the AI Business Case
    ADV · M1.3-Art06
  7. 7
    Risk-Adjusted NPV for AI Features
    ADV · M1.3-Art07
  8. 8
    Total Cost of Ownership for AI
    ADV · M1.3-Art08
  9. 9
    Unit Economics of an AI Feature
    ADV · M1.3-Art09
  10. 10
    Token Economics of Generative Systems
    ADV · M1.3-Art10
  11. 11
    Sensitivity Analysis and Scenario Planning
    ADV · M1.3-Art11
  12. 12
    Building a KPI Tree for an AI Program
    ADV · M1.3-Art12
  13. 13
    Applying the Balanced Scorecard to AI
    ADV · M1.3-Art13
  14. 14
    OKRs and AI Delivery Cadence
    ADV · M1.3-Art14
  15. 15
    Control Performance Reports for AI Programs
    ADV · M1.3-Art15
  16. 16
    The Value Realization Report
    ADV · M1.3-Art16
  17. 17
    Dashboard Design for AI Value
    ADV · M1.3-Art17
  18. 18
    Choosing Between Experimental and Observational Designs
    ADV · M1.3-Art18
  19. 19
    A/B Testing for AI Features
    ADV · M1.3-Art19
  20. 20
    Difference-in-Differences in AI Rollouts
    ADV · M1.3-Art20
  21. 21
    Regression Discontinuity for Threshold-Based AI Decisions
    ADV · M1.3-Art21
  22. 22
    Synthetic Control for Unique Deployments
    ADV · M1.3-Art22
  23. 23
    Propensity-Score Matching for Observational AI Studies
    ADV · M1.3-Art23
  24. 24
    Designing an Evaluation Harness for Value
    ADV · M1.3-Art24
  25. 25
    Drift Detection and Value Erosion
    ADV · M1.3-Art25
  26. 26
    Attribution Modeling for AI Outcomes
    ADV · M1.3-Art26
  27. 27
    FinOps for AI
    ADV · M1.3-Art27
  28. 28
    Observability Platform Selection for AI Value
    ADV · M1.3-Art28
  29. 29
    Compute Budgets and Token-Aware Governance
    ADV · M1.3-Art29
  30. 30
    Building a Portfolio Scorecard
    ADV · M1.3-Art30
  31. 31
    Stage-Gate Value Reviews in COMPEL
    ADV · M1.3-Art31
  32. 32
    The Sunset and Decommission Case
    ADV · M1.3-Art32
  33. 33
    Externality Accounting: Carbon, Water, and Social
    ADV · M1.3-Art33
  34. 34
    Sustainability-Adjusted Value
    ADV · M1.3-Art34
  35. 35
    Board-Grade AI Value Reporting
    ADV · M1.3-Art35
  36. 51
    Lab 1: Write a Measurement Plan for an AI Feature
    ADV · M1.3-Art51
  37. 52
    Lab 2: Build an rNPV Model with Monte Carlo Sensitivity
    ADV · M1.3-Art52
  38. 53
    Lab 3: Decompose Token Economics and Redesign for 40% Cost Reduction
    ADV · M1.3-Art53
  39. 54
    Lab 4: Design a Difference-in-Differences Rollout for an Enterprise Copilot
    ADV · M1.3-Art54
  40. 55
    Lab 5: Build a Portfolio Scorecard for a Ten-Feature Program
    ADV · M1.3-Art55
  41. 61
    Case Study 1: Zillow Offers — Shipped But Not Realized
    ADV · M1.3-Art61
  42. 62
    Case Study 2: Enterprise Copilot Rollout — A DiD Design in Practice
    ADV · M1.3-Art62
  43. 63
    Case Study 3: Dutch Toeslagenaffaire — Counterfactual Failure and Externality Accounting
    ADV · M1.3-Art63
  44. 71
    Template 1: Measurement Plan (11 Sections)
    ADV · M1.3-Art71
  45. 72
    Template 2: AI Business Case with Risk-Adjusted NPV
    ADV · M1.3-Art72
  46. 73
    Template 3: KPI Tree Builder
    ADV · M1.3-Art73
  47. 74
    Template 4: Value Realization Report (VRR)
    ADV · M1.3-Art74
  48. 75
    Template 5: Portfolio Scorecard
    ADV · M1.3-Art75