Topic module

Chart Selection and Dashboard Design

Visualization questions test choosing charts for comparisons, trends, distributions, composition, relationships, geography, dashboards, filters, and visual hierarchy.

Long-form learning
Concept to Risk to Memory to Check-up

How to study for CompTIA Data+

Treat each Data+ item as an analytics decision: identify the source, quality issue, transformation, statistic, visual, audience, and control.

Core concepts

Concept 1

Chart selection should match the analytical question and data type.

Exam cue: Match chart to trend, comparison, distribution, relationship, or composition.

Concept 2

Dashboards should prioritize decisions, audience, KPIs, filters, context, and scanability.

Exam cue: Design dashboard layout around audience decisions.

Concept 3

Visual encoding choices can clarify or distort patterns.

Exam cue: Avoid misleading scales, clutter, and decorative effects.

Risk pitfalls and guardrails

Using a pie chart for many categories or precise comparisons.

Guardrail: Avoid answers that skip profiling, overclaim causation, hide limitations, choose misleading visuals, or expose sensitive data.

Starting a bar axis away from zero when comparing magnitude.

Guardrail: Avoid answers that skip profiling, overclaim causation, hide limitations, choose misleading visuals, or expose sensitive data.

Putting every metric on a dashboard without prioritization.

Guardrail: Avoid answers that skip profiling, overclaim causation, hide limitations, choose misleading visuals, or expose sensitive data.

Memory anchors

Bar Chart

A bar chart compares quantities across categories clearly.

Line Chart

A line chart shows trends over ordered time or sequence.

Scatter Plot

A scatter plot shows relationships between two numerical variables.

Histogram

A histogram shows distribution of a numerical variable across bins.

Box Plot

A box plot summarizes distribution, spread, median, and potential outliers.

Heat Map

A heat map uses color intensity to show patterns across two dimensions.

Dashboard

A dashboard combines key visuals and indicators for monitoring or decisions.

Filter

A filter lets users focus a view on selected values or periods.

Visual Hierarchy

Visual hierarchy guides attention to the most important information first.

Misleading Scale

A misleading scale distorts interpretation by exaggerating or hiding differences.

Checkpoint rule

Do the check-up only after you can summarize each concept in one sentence and identify one dangerous pitfall from memory.

Knowledge Check (after reading)

Short check-up to confirm understanding of this module.

Check-up Questions

1-2 question checkpoint

A report compares revenue across eight product categories for one quarter. Which action best addresses the requirement? Use only the facts stated.

A dashboard shows weekly subscriptions over two years. How should the analyst proceed? Use only the facts stated.

Answer all questions to submit.

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