FREE CAP Statistical Analysis & Modeling Questions and Answers

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Which statistical method is used to classify data into groups based on similarity?

Correct! Wrong!

Cluster analysis groups data points based on similarities, allowing for segmentation and pattern recognition.

Why is hypothesis testing important in statistical modeling?

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Hypothesis testing helps determine if observed results are statistically significant or due to random chance, ensuring data-driven conclusions.

Which statistical test is commonly used to determine if two sample means are significantly different?

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A t-test is used in hypothesis testing to determine if there is a significant difference between the means of two groups.

What is the primary purpose of statistical analysis in data science?

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Statistical analysis helps identify patterns, trends, and relationships in data to support decision-making and predictive modeling.

What is the primary purpose of regression analysis in modeling?

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Regression analysis is used to identify relationships between independent and dependent variables, helping with prediction and trend analysis.

Which statistical measure describes the central tendency of a dataset?

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The mean (average) is a common measure of central tendency that represents the typical value in a dataset.