Skip to content
ML Academy

SQL, data modeling, data quality, EDA, visualization · insight-0071

Write chart titles that state the finding and its scope, not the variables plotted

Evidence type
practitioner heuristic
Difficulty
easy
Roles
Data analyst, Data scientist, ML engineer, Applied AI
Industries
cross-industry

Summary: situation, action, reason, boundary

  1. Situation

    A slide is titled "Bookings by month, 2023-2024" and the presenter explains the point verbally.

  2. Action

    Title with the claim the data support, including scope and size (hypothetical title: "Intl-short bookings grew 12% in 2024 while domestic stayed flat"), use the subtitle for the metric definition and period, and add one line on the main interpretation limit.

  3. Reason

    A finding-led title tells the reader what to look for, and the stated limit protects against over-reading.

  4. Boundary

    Executive decks, reports, dashboards with a narrative panel and written analyses.

Symptom or risk

Readers who skim or receive the deck later draw their own, often different, conclusion; the chart's purpose is lost.

Exceptions

Exploratory dashboards that serve many questions should use neutral descriptive titles.

Trade-offs

Assertive titles must be updated when the data change, or they become false.

Pitfalls

Writing a title the chart does not support, such as a causal claim from a correlation.

Example

Hypothetical limit line: "Bookings on capacity-constrained flights understate demand; true growth may be higher."

Lessons and concepts