Live Event: Understanding Data Reliability & Confidence Intervals

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Format: Application.

Level: Any—Suitable for all levels. 

Topic: Interpreting survey results requires a clear understanding of data reliability, confidence intervals, and variability. This session will explain what confidence intervals represent, why they are often misunderstood, and how variability affects the stability and precision of survey estimates. Attendees will gain practical guidance for interpreting small versus large confidence intervals when evaluating differences, trends, and business implications.

Learning Objective: Upon completion, attendees will be able to confidently analyze confidence intervals and variability in survey data to assess reliability and avoid over-interpreting unstable results.

Instructor: Julie Worwa