Data Analysis MCQs with answers Page - 7

Here, you will find a collection of MCQ questions on Data Analysis. Go through these questions to enhance your preparation for upcoming examinations and interviews.

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Q. Which tool is used in Excel to find relationships between variables?

  • (A) Filter
  • (B) Pivot table
  • (C) Data Analysis Toolpak
  • (D) Conditional Formatting

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Q. Which data type is most suitable for bar charts?

  • (A) Continuous
  • (B) Categorical
  • (C) Binary
  • (D) Ordinal

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Q. Which method is best for handling missing numerical data?

  • (A) Remove rows
  • (B) Replace with zero
  • (C) Mean imputation
  • (D) Label encoding

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Q. What does the term 'data wrangling' refer to?

  • (A) Cleaning and transforming data
  • (B) Drawing graphs
  • (C) Analyzing big data
  • (D) Compressing data

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Q. Which Python library is widely used for creating visualizations?

  • (A) Pandas
  • (B) NumPy
  • (C) Matplotlib
  • (D) Scikit-learn

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Q. Which measure indicates how spread out the numbers are in a dataset?

  • (A) Mean
  • (B) Median
  • (C) Mode
  • (D) Standard Deviation

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Q. Which visualization best shows correlation between two numeric variables?

  • (A) Pie chart
  • (B) Histogram
  • (C) Scatter plot
  • (D) Box plot

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Q. Which method is used to reduce overfitting in data models?

  • (A) Under-sampling
  • (B) Over-sampling
  • (C) Regularization
  • (D) Feature encoding

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Q. Which chart is best for showing a distribution with quartiles and outliers?

  • (A) Line chart
  • (B) Box plot
  • (C) Bar chart
  • (D) Pie chart

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Q. What is multicollinearity in regression analysis?

  • (A) Independent variables are highly correlated
  • (B) Data points are missing
  • (C) The dependent variable is categorical
  • (D) The model has more than one target variable

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