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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?

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  • 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

  1. Nominal Data:

    • This type represents categories without a natural order (e.g., colors, gender).
  2. Ordinal Data:

    • This represents categories with a defined order but not equidistant (e.g., rankings).
  3. Interval Data:

    • This has ordered categories with meaningful distances between them but no true zero point (e.g., temperature in Celsius).
  4. 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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