What type of data is best represented by a continuous variable?Answer areaNominal dataOrdinal dataInterval dataRatio dataReset AnswerPreviousNext
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What type of data is best represented by a continuous variable?
Answer area
- Nominal data
- Ordinal data
- Interval data
- Ratio data
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Solution
Understanding Continuous Variables
Continuous variables are measurements that can take an infinite number of values within a given range. They can be fractional or decimal, making them suitable for representing data that can vary continuously.
Types of Data
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Nominal Data:
- This type represents categories without a natural order (e.g., colors, gender).
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Ordinal Data:
- This represents categories with a defined order but not equidistant (e.g., rankings).
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Interval Data:
- This has ordered categories with meaningful distances between them but no true zero point (e.g., temperature in Celsius).
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Ratio Data:
- This has all the properties of interval data, but also includes a true zero point, allowing for the comparison of absolute magnitudes (e.g., height, weight, and temperature in Kelvin).
Conclusion
The type of data best represented by a continuous variable is Ratio Data. Ratio data can include measurements that have meaningful zero points and can take any value within a range, making it ideal for continuous variables.
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