A Scatter Diagram Can Reveal an Association Without Proving a Cause — concept overview: Paired observations, Visible relationship, Further investigation.

A Scatter Diagram Can Reveal an Association Without Proving a Cause

Two production measurements can move together for reasons that are not captured in the chart. A visible relationship is a starting point for investigation.

ASQ describes scatter diagrams as tools for examining relationships between paired variables. ASQ — Scatter Diagram.

Preserve the pairing

For a process study, make sure each pair belongs to the same relevant observation and condition. Combining values from different items or periods can create a relationship that does not describe the intended process.

Topic map for A Scatter Diagram Can Reveal an Association Without Proving a Cause: Paired observations; Visible relationship; Further investigation.
Topic map: Paired observations → Visible relationship → Further investigation.

Investigate alternatives

Consider shared influences, measurement issues and changes in the process. Do not turn a fitted line into an automatic instruction to change a material or setting. The action needs evidence addressing the proposed causal explanation.

Review distinctions for A Scatter Diagram Can Reveal an Association Without Proving a Cause: Association; Other factors; Evidence.
Review distinctions: Association; Other factors; Evidence.

Source reviewed 25 October 2026. Interpretation and original diagrams: PLUSHIP / Qunhe. Examples are illustrative.

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