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Overall MCQs for Reference

  1. Which type of variable is capable of taking any value within a range?
    a. Discrete
    b. Categorical
    c. Continuous
    d. Ordinal
    Answer: c. Continuoustestbook+2​
  2. Variables that cannot be broken into subparts and contain a gap between values are:
    a. Continuous
    b. Ordinal
    c. Discrete
    d. Interval
    Answer: c. Discretetestbook+1​
  3. Which variable represents the cause in an experiment?
    a. Dependent
    b. Control
    c. Independent
    d. Confounded
    Answer: c. Independenttestbook​
  4. What kind of variable is manipulated to see its effect on another variable?
    a. Dependent
    b. Independent
    c. Control
    d. Extraneous
    Answer: b. Independenttestbook+1​
  5. A variable with only two possible categories is known as:
    a. Continuous
    b. Dichotomous
    c. Interval
    d. Ordinal
    Answer: b. Dichotomoustestbook​
  6. If a variable is affected by other variables in the study, it is called:
    a. Dependent
    b. Control
    c. Independent
    d. Active
    Answer: a. Dependenttestbook​
  7. Which variable is held constant to examine the relationship between other variables?
    a. Dependent
    b. Control
    c. Independent
    d. Continuous
    Answer: b. Controltestbook+1​
  8. Which of the following variables is represented by categories with no inherent order?
    a. Ordinal
    b. Nominal
    c. Interval
    d. Ratio
    Answer: b. Nominalitfeature+1​
  9. Height, weight, and temperature are examples of:
    a. Categorical variables
    b. Continuous variables
    c. Ordinal variables
    d. Dichotomous variables
    Answer: b. Continuous variablesitfeature+2​
  10. Gender, nationality, and religion are examples of:
    a. Quantitative variables
    b. Qualitative variables
    c. Continuous variables
    d. Interval variables
    Answer: b. Qualitative variablesitfeature+1​
  11. An ordinal variable:
    a. Has only two categories
    b. Has ordered categories
    c. Takes any value
    d. Measures distance
    Answer: b. Has ordered categoriestestbook+1​
  12. In research, which is a variable that could affect results but is not the variable of interest?
    a. Dependent variable
    b. Confounding variable
    c. Ratio variable
    d. Categorical variable
    Answer: b. Confounding variabletestbook​
  13. The value that can be measured, not counted, is a property of:
    a. Discrete variable
    b. Continuous variable
    c. Nominal variable
    d. Ordinal variable
    Answer: b. Continuous variabletestbook+1​
  14. A variable with a finite number of possible values is called:
    a. Discrete
    b. Continuous
    c. Ratio
    d. Interval
    Answer: a. Discreteitfeature+1​
  15. Which variable divides subjects into specific categories?
    a. Control
    b. Independent
    c. Dependent
    d. Categorical
    Answer: d. Categoricalitfeature+1​
  16. IQ (intelligence quotient) is an example of which type of variable?
    a. Interval
    b. Ratio
    c. Ordinal
    d. Nominal
    Answer: a. Intervaltestbook​
  17. Which type of variable has a true zero point?
    a. Ratio
    b. Interval
    c. Ordinal
    d. Nominal
    Answer: a. Ratiotestbook​
  18. The number of books in a library best fits under:
    a. Continuous variable
    b. Discrete variable
    c. Ordinal variable
    d. Nominal variable
    Answer: b. Discrete variableitfeature+1​
  19. What is a variable in data science?
    a. Fixed value
    b. Place holder for values
    c. Only categorical
    d. Unchangeable
    Answer: b. Place holder for valuestestbook+1​
  20. Which variable’s categories can be ranked?
    a. Nominal
    b. Ordinal
    c. Ratio
    d. Interval
    Answer: b. Ordinalitfeature+1​
  21. The set of all possible data values for a variable is called:
    a. Scale
    b. Range
    c. Domain
    d. Population
    Answer: c. Domaintestbook​
  22. What kind of variable measures the difference between categories with equal spacing?
    a. Nominal
    b. Ordinal
    c. Interval
    d. Dichotomous
    Answer: c. Intervaltestbook​
  23. Variables that differ in kind, not in amount, are:
    a. Quantitative
    b. Categorical
    c. Continuous
    d. Ratio
    Answer: b. Categoricaltestbook​
  24. When a variable’s value only increases or decreases by set jumps, it is:
    a. Ratio
    b. Interval
    c. Discrete
    d. Continuous
    Answer: c. Discreteitfeature+1​
  25. Which variable classifies data but does not imply order or magnitude?
    a. Nominal
    b. Ordinal
    c. Ratio
    d. Interval
    Answer: a. Nominalitfeature+1​
  26. Which of the following is a continuous variable?
    a. Number of apples in a basket
    b. Temperature in Celsius
    c. Name of a person
    d. Type of fruit
    Answer: b. Temperature in Celsiustestbook+1​
  27. What approach is used to convert categorical variables for use in models?
    a. Regression
    b. One-hot encoding
    c. Scaling
    d. Binning
    Answer: b. One-hot encodingplacementpreparation+1​
  28. In a dataset, the dependent variable is also known as:
    a. Response variable
    b. Predictor variable
    c. Control variable
    d. Confounding variable
    Answer: a. Response variablegeeksforgeeks+1​
  29. The label assigned to the variable being changed or controlled in an experiment is:
    a. Dependent
    b. Independent
    c. Confounding
    d. Ordinal
    Answer: b. Independenttestbook+1​
  30. A variable measured at regular, consistent intervals but not true zero is:
    a. Ordinal
    b. Ratio
    c. Interval
    d. Nominal
    Answer: c. Intervaltestbook​
  31. Which variable may contain numerical values but cannot be meaningfully added or subtracted?
    a. Ratio
    b. Ordinal
    c. Interval
    d. Nominal
    Answer: b. Ordinalitfeature+1​
  32. What variable changes as a result of another variable’s manipulation?
    a. Confounding
    b. Dependent
    c. Independent
    d. Nominal
    Answer: b. Dependentgeeksforgeeks+1​
  33. In regression analysis, the variable predicted from others is:
    a. Explanatory
    b. Response
    c. Independent
    d. Nominal
    Answer: b. Responsegeeksforgeeks+1​
  34. Qualitative data is often represented using:
    a. Pie charts
    b. Histograms
    c. Scatterplots
    d. Time series plots
    Answer: a. Pie chartsitfeature+1​
  35. A variable measured by counting objects or events is usually:
    a. Discrete
    b. Continuous
    c. Interval
    d. Ordinal
    Answer: a. Discretetestbook+1​
  36. A variable with two or more categories, with no ordering among categories, is:
    a. Nominal
    b. Interval
    c. Ordinal
    d. Ratio
    Answer: a. Nominalitfeature+1​
  37. Place in a race (1st, 2nd, 3rd, etc.) is an example of:
    a. Ratio variable
    b. Nominal variable
    c. Ordinal variable
    d. Interval variable
    Answer: c. Ordinal variabletestbook+1​
  38. Which variable is manipulated in an experimental study?
    a. Dependent
    b. Control
    c. Independent
    d. Outcome
    Answer: c. Independenttestbook+1​
  39. Which is true for a ratio variable?
    a. Has an arbitrary zero
    b. No equal intervals
    c. True zero point
    d. Non-numeric
    Answer: c. True zero pointtestbook​
  40. When values between measurements are meaningful and equidistant, but no absolute zero, the variable type is:
    a. Nominal
    b. Ordinal
    c. Ratio
    d. Interval
    Answer: d. Intervaltestbook​
  41. Which statement about variables in data science is correct?
    a. Variables always store categorical data
    b. Variables store values that can change
    c. Variables are always numeric
    d. Variables are fixed throughout program execution
    Answer: b. Variables store values that can changetestbook+1​
  42. In statistics, which type of variable is not measured, but assigned?
    a. Categorical
    b. Numeric
    c. Continuous
    d. Ratio
    Answer: a. Categoricaltestbook​
  43. Which represents a variable with both ordered values and a meaningful zero?
    a. Interval
    b. Ratio
    c. Ordinal
    d. Nominal
    Answer: b. Ratiotestbook​
  44. A dataset recording weights of people utilizes which variable type?
    a. Discrete
    b. Nominal
    c. Continuous
    d. Ordinal
    Answer: c. Continuousitfeature+1​
  45. Which variable can be broken down into infinite subdivisions?
    a. Discrete
    b. Continuous
    c. Nominal
    d. Dichotomous
    Answer: b. Continuoustestbook​
  46. The variable indicating output in a machine learning model is:
    a. Control
    b. Feature
    c. Target
    d. Attribute
    Answer: c. Targetinterviewbit+1​
  47. Which type of variable always has numeric meaning?
    a. Ordinal
    b. Nominal
    c. Ratio
    d. Categorical
    Answer: c. Ratioitfeature+1​
  48. Gender is an example of which variable type?
    a. Continuous
    b. Dichotomous
    c. Interval
    d. Ratio
    Answer: b. Dichotomoustestbook​
  49. A variable that is used to ensure the relationship is not caused by a third factor is:
    a. Control variable
    b. Dependent variable
    c. Nominal variable
    d. Ratio variable
    Answer: a. Control variabletestbook​
  50. Which set consists only of quantitative variables?
    a. Eye color, gender
    b. Weight, height
    c. Religion, language
    d. Blood group, nationality
    Answer: b. Weight, heightitfeature+1​
  1. https://testbook.com/objective-questions/mcq-on-variables–5eea6a0d39140f30f369e1b5
  2. https://testbook.com/objective-questions/mcq-on-types-of-variables–5eea6a0d39140f30f369e1b7
  3. https://itfeature.com/statistics/mcqs-data-and-variable-14/
  4. https://www.placementpreparation.io/mcq/data-science/
  5. https://saidatascience.com/data-handling-and-preprocessing/
  6. https://www.geeksforgeeks.org/quizzes/data-science-quiz/
  7. https://www.interviewbit.com/data-science-mcq/
  8. https://www.sanfoundry.com/1000-data-science-questions-answers/
  9. https://www.scribd.com/document/705848941/Data-Science-MCQ-Questions-and-Answer-PDF
  10. https://interviewkickstart.com/blogs/articles/data-science-mcq-answers
  11. https://www.geeksforgeeks.org/quizzes/variables-and-data-types-1/
  12. https://www.gyansetu.in/blog/data-science-objective-type-mcq-quiz-interview-preparation/
  13. https://www.youtube.com/watch?v=RX0PJ6uivNI
  14. https://www.placementpreparation.io/mcq/data-science/page/2/
  15. https://www.scribd.com/document/856379688/Data-Science-100-MCQs
  16. https://www.sanfoundry.com/data-science-questions-answers-basics/
  17. https://www.gyansetu.in/blog/data-analytics-mcq-quiz-interview-preparation/
  18. https://testbook.com/objective-questions/mcq-on-data-analysis–5eea6a0d39140f30f369e1bb
  19. https://www.gdcndk.edu.in/userfiles/PYTHON(1).pdf

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