Chapter 10 — Practice-on-your-own hints

AI Visuals: Key Influencers, Anomaly, Decomposition Tree, Smart Narrative • Companion page • Last updated 2026-07-18

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Short diagnostic hints for the two Practice on your own problems in this chapter. Attempt each problem before opening the hint. Complete answers appear in Appendix G of The Defensible Decision: Practice Workbook.

Problem 1 — the confidently-wrong Smart Narrative

Restated: A Smart Narrative paragraph on a Q3 sales page reads «Overall performance was strong, with growth across all regions and consistent improvement in customer satisfaction.» The underlying charts show that EMEA missed plan by 12% and satisfaction dropped 3 points in APAC. Name why this failure mode is the highest-risk of the four AI visuals and the specific edit or removal you would make.

Show a diagnostic hint

Diagnostic cue. Treat a fluent narrative as a claim to verify against the BRD and source, not as an explanation to accept.

Complete answers appear in Appendix G of The Defensible Decision: Practice Workbook.

Problem 2 — the Decomposition Tree that no one else can reproduce

Restated: A colleague quotes to leadership: «The Decomposition Tree shows plant 0477’s advanced-surgical line is the highest backorder driver.» When leadership tries the same report on Monday, the tree picks EMEA region and plant 0631. Name why the two people saw different paths, and the one-sentence verification move that would have caught the filter dependence before the Friday quote.

Show a diagnostic hint

Diagnostic cue. Check whether another analyst can reproduce the visual's path, filters, and interpretation.

Complete answers appear in Appendix G of The Defensible Decision: Practice Workbook.

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About the three-tier Practice format

Each chapter of the book closes with a three-tier Practice block adapted from Cole Nussbaumer Knaflic's course-adoption pattern in Storytelling with Data: Let's Practice!: Practice with us (one worked problem with full solution in the book), Practice on your own (open problems with complete answers in Appendix G of the Practice Workbook; this page offers short diagnostic hints), and Practice at work (an open-ended prompt to apply the chapter's move to a live artifact). This page hosts the middle tier.