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Overall MCQs for Reference
- 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 - 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 - Which variable represents the cause in an experiment?
a. Dependent
b. Control
c. Independent
d. Confounded
Answer: c. Independenttestbook - 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 - A variable with only two possible categories is known as:
a. Continuous
b. Dichotomous
c. Interval
d. Ordinal
Answer: b. Dichotomoustestbook - 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 - Which variable is held constant to examine the relationship between other variables?
a. Dependent
b. Control
c. Independent
d. Continuous
Answer: b. Controltestbook+1 - 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 - Height, weight, and temperature are examples of:
a. Categorical variables
b. Continuous variables
c. Ordinal variables
d. Dichotomous variables
Answer: b. Continuous variablesitfeature+2 - Gender, nationality, and religion are examples of:
a. Quantitative variables
b. Qualitative variables
c. Continuous variables
d. Interval variables
Answer: b. Qualitative variablesitfeature+1 - 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 - 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 - 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 - A variable with a finite number of possible values is called:
a. Discrete
b. Continuous
c. Ratio
d. Interval
Answer: a. Discreteitfeature+1 - Which variable divides subjects into specific categories?
a. Control
b. Independent
c. Dependent
d. Categorical
Answer: d. Categoricalitfeature+1 - IQ (intelligence quotient) is an example of which type of variable?
a. Interval
b. Ratio
c. Ordinal
d. Nominal
Answer: a. Intervaltestbook - Which type of variable has a true zero point?
a. Ratio
b. Interval
c. Ordinal
d. Nominal
Answer: a. Ratiotestbook - 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 - 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 - Which variable’s categories can be ranked?
a. Nominal
b. Ordinal
c. Ratio
d. Interval
Answer: b. Ordinalitfeature+1 - The set of all possible data values for a variable is called:
a. Scale
b. Range
c. Domain
d. Population
Answer: c. Domaintestbook - What kind of variable measures the difference between categories with equal spacing?
a. Nominal
b. Ordinal
c. Interval
d. Dichotomous
Answer: c. Intervaltestbook - Variables that differ in kind, not in amount, are:
a. Quantitative
b. Categorical
c. Continuous
d. Ratio
Answer: b. Categoricaltestbook - 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 - Which variable classifies data but does not imply order or magnitude?
a. Nominal
b. Ordinal
c. Ratio
d. Interval
Answer: a. Nominalitfeature+1 - 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 - 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 - 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 - 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 - A variable measured at regular, consistent intervals but not true zero is:
a. Ordinal
b. Ratio
c. Interval
d. Nominal
Answer: c. Intervaltestbook - 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 - What variable changes as a result of another variable’s manipulation?
a. Confounding
b. Dependent
c. Independent
d. Nominal
Answer: b. Dependentgeeksforgeeks+1 - In regression analysis, the variable predicted from others is:
a. Explanatory
b. Response
c. Independent
d. Nominal
Answer: b. Responsegeeksforgeeks+1 - Qualitative data is often represented using:
a. Pie charts
b. Histograms
c. Scatterplots
d. Time series plots
Answer: a. Pie chartsitfeature+1 - A variable measured by counting objects or events is usually:
a. Discrete
b. Continuous
c. Interval
d. Ordinal
Answer: a. Discretetestbook+1 - 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 - 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 - Which variable is manipulated in an experimental study?
a. Dependent
b. Control
c. Independent
d. Outcome
Answer: c. Independenttestbook+1 - 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 - 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 - 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 - In statistics, which type of variable is not measured, but assigned?
a. Categorical
b. Numeric
c. Continuous
d. Ratio
Answer: a. Categoricaltestbook - Which represents a variable with both ordered values and a meaningful zero?
a. Interval
b. Ratio
c. Ordinal
d. Nominal
Answer: b. Ratiotestbook - A dataset recording weights of people utilizes which variable type?
a. Discrete
b. Nominal
c. Continuous
d. Ordinal
Answer: c. Continuousitfeature+1 - Which variable can be broken down into infinite subdivisions?
a. Discrete
b. Continuous
c. Nominal
d. Dichotomous
Answer: b. Continuoustestbook - The variable indicating output in a machine learning model is:
a. Control
b. Feature
c. Target
d. Attribute
Answer: c. Targetinterviewbit+1 - Which type of variable always has numeric meaning?
a. Ordinal
b. Nominal
c. Ratio
d. Categorical
Answer: c. Ratioitfeature+1 - Gender is an example of which variable type?
a. Continuous
b. Dichotomous
c. Interval
d. Ratio
Answer: b. Dichotomoustestbook - 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 - 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
- https://testbook.com/objective-questions/mcq-on-variables–5eea6a0d39140f30f369e1b5
- https://testbook.com/objective-questions/mcq-on-types-of-variables–5eea6a0d39140f30f369e1b7
- https://itfeature.com/statistics/mcqs-data-and-variable-14/
- https://www.placementpreparation.io/mcq/data-science/
- https://saidatascience.com/data-handling-and-preprocessing/
- https://www.geeksforgeeks.org/quizzes/data-science-quiz/
- https://www.interviewbit.com/data-science-mcq/
- https://www.sanfoundry.com/1000-data-science-questions-answers/
- https://www.scribd.com/document/705848941/Data-Science-MCQ-Questions-and-Answer-PDF
- https://interviewkickstart.com/blogs/articles/data-science-mcq-answers
- https://www.geeksforgeeks.org/quizzes/variables-and-data-types-1/
- https://www.gyansetu.in/blog/data-science-objective-type-mcq-quiz-interview-preparation/
- https://www.youtube.com/watch?v=RX0PJ6uivNI
- https://www.placementpreparation.io/mcq/data-science/page/2/
- https://www.scribd.com/document/856379688/Data-Science-100-MCQs
- https://www.sanfoundry.com/data-science-questions-answers-basics/
- https://www.gyansetu.in/blog/data-analytics-mcq-quiz-interview-preparation/
- https://testbook.com/objective-questions/mcq-on-data-analysis–5eea6a0d39140f30f369e1bb
- https://www.gdcndk.edu.in/userfiles/PYTHON(1).pdf