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identify which type of non parametric method of estimation is best suited for this type of data that is PTS score

Question

Identify which type of non parametric method of estimation is best suited for this type of data that is PTS score

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Solution

To identify the best non-parametric method of estimation for PTS score data, we need to consider the nature of the data. Non-parametric methods are typically used when the data does not follow a known or normal distribution.

  1. Understand the Data: First, we need to understand the nature of the PTS score data. Is it ordinal, nominal, interval or ratio? Is it skewed? Are there outliers?

  2. Choose the Method: Once we understand the data, we can choose the appropriate non-parametric method.

    • If the data is ordinal or nominal, methods like Chi-square test, Fisher's exact test, or McNemar's test can be used.

    • If the data is interval or ratio, and we are comparing two or more groups, we can use methods like Mann-Whitney U test, Kruskal-Wallis test, or Friedman test.

    • If we are looking for correlation, Spearman's rank correlation or Kendall's tau can be used.

  3. Apply the Method: After choosing the method, apply it to the data to estimate the parameters.

  4. Interpret the Results: Finally, interpret the results based on the chosen method.

Remember, the choice of method depends on the nature of the data and the specific research question or hypothesis you are testing.

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