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In a survey of employees, most of the male candidates have not filled the data related to depression status but almost all the females comfortably filled the data related to their state of depression. What kind of missing data is present in this survey?

Question

In a survey of employees, most of the male candidates have not filled the data related to depression status but almost all the females comfortably filled the data related to their state of depression. What kind of missing data is present in this survey?

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Solution

The type of missing data present in this survey is called "Missing Not at Random" (MNAR). This is because the missingness of the data (depression status of male employees) is related to the unobserved data itself. In other words, the fact that the data is missing is related to the underlying value of the data point. This is often the most difficult type of missing data to handle, as it can introduce significant bias into the analysis.

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Similar Questions

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What kind of health information is not collected in the National Health Survey?

A Canadian study measuring depression level in teens (as reported in the Journal of Adolescence, vol. 25, 2002) randomly sampled 112 male teens and 101 female teens, and scored them on a common depression scale (higher score representing more depression). The researchers suspected that the mean depression score for male teens is higher than for female teens, and wanted to check whether data would support this hypothesis.The following hypotheses were tested:H0: μ1 = μ2Ha: μ1 > μ2The following is the (edited) output for the test:Which of the following is an appropriate conclusion based on the output? The data do not provide sufficient evidence to conclude that the mean depression score of male teens is larger than that of female teens. The data provide sufficient evidence to conclude that male and female teens do not differ in mean depression score. The data do not provide sufficient evidence to reject H0, so we accept it, and conclude that male and female teens do not differ in mean depression score. The data provide sufficient evidence to reject H0 and to conclude that the mean depression score for male teens is larger than that of female teens.

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