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What is most sensitive to outliers in statistics?

Anonymous

∙ 10y ago

Updated: 4/28/2022

Mean.

Wiki User

∙ 10y ago

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Q: What is most sensitive to outliers in statistics?

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Does outliers affects data?

No. Outliers are part of the data and do not affect them. They will, however, affect statistics based on the data and inferences based on the data.

Why is the interquartile range a more appropriate measure for spread than the range?

the interquartile range is not sensitive to outliers.

What is the primary disadvantage of using the range to compare the variability of data sets?

The range is very sensitive to outliers. Indeed if there are outliers then the range will be unrelated to any other elements of the sample.

What are the limits on outliers?

there are no limits to outliers there are no limits to outliers

Is range is not considered to be an index of despersion?

The sample range could be used as an index of dispersion. However, there are objections. One is that this statistic is obviously sensitive to outliers. Another is that for many population distributions there are measures with much better characteristics, even ignoring the problem of outliers.

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Related Questions

Is the median particularly sensitive to outliers in the data?

It is not.

Disadvantages of the mean in statistics?

the mean is affected by outliers

Can you safely remove outliers from scatter charts?

You can only do it if either the outliers are way out - so far that they must be odd, so far that there can be no argument, no need for statistics to prove them to be outliers, or you need to prove that they are outliers using statistics - something like Grubb's test. To do that, the simplest way is software.

Does outliers affects data?

No. Outliers are part of the data and do not affect them. They will, however, affect statistics based on the data and inferences based on the data.

What is the primary disadvantage of using the range to compare the variability of data sets?

The range is very sensitive to outliers. Indeed if there are outliers then the range will be unrelated to any other elements of the sample.

Why is the interquartile range a more appropriate measure for spread than the range?

the interquartile range is not sensitive to outliers.

Is the slope of the Least Squares Regression Line very sensitive to outliers in the x direction with large residuals?

Yes, it is.

What are the limits on outliers?

there are no limits to outliers there are no limits to outliers

What is the measurement of variability that is most distorted by the presence of outliers?

The range is most distorted.

Is range is not considered to be an index of despersion?

The sample range could be used as an index of dispersion. However, there are objections. One is that this statistic is obviously sensitive to outliers. Another is that for many population distributions there are measures with much better characteristics, even ignoring the problem of outliers.

What do outliers indicate?

In statistics, outliers are values outside the norm relative to the rest of collected data. Many times they can skew the results and distort the interpretation of data. They may or may not indicate anything significant; they might just be an anomalous data point that is not significant. It is difficult to tell.

What is the ISBN of Outliers book?

The ISBN of Outliers - book - is 9780316017923.

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