Commission for Case Manager Certification (CCMC) Practice Exam 2026 - Free Case Manager Certification Practice Questions and Study Guide

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What does a bell-shaped histogram typically illustrate?

A negative trend in data

A normal distribution of data

A bell-shaped histogram is a graphical representation of data that reveals a normal distribution, characterized by a specific symmetrical shape that resembles a bell. In a normal distribution, most of the data points cluster around the central peak (the mean), with probabilities tapering off equally in both directions as you move away from the center. This shape indicates that the majority of observations are located near the mean, with fewer observations occurring as you move towards the extremes, leading to the iconic bell curve.

In the context of data analysis, understanding that a dataset follows a normal distribution is crucial because it allows for the application of various statistical methods and assumptions that often rely on this property. For example, many statistical tests, such as t-tests and ANOVA, assume data normality to validate their results. Recognizing the bell-shaped histogram can also help identify the presence of skewness or outliers in the data, which might necessitate different analysis approaches.

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Random data distribution

An increase in data outliers

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