In preparation for this unit’s statistical analysis practice and the unit assignment, you will have an opportunity to explore some basic statistical concepts that involve the sample. The Emotional...

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In preparation for this unit’s statistical analysis practice and the unit assignment, you will have an opportunity to explore some basic statistical concepts that involve the sample.


The Emotional Well-Being data set is based on a fictional study in which a researcher was interested in determining if a vegetarian diet was a beneficial to the well-being of people living in Alaska, as was found in other research locations where sun exposure was greater.


Based on previous publications, the researcher selected the Short Form Health Survey (SF-36) as the instrument for measuring the efficacy of the different dietary treatments. The current data set recruited a fairly large number of participants (n=72) to answer this question.


Instructions


For this post, refer to the guidelines in the FEM and use the provided data set linked in Resources to complete the following:



  1. Create two smaller samples (n=10 and n=5) from the original Emotional Well-Being population data setusing SPSS's Stratified Random Sampling tool.

  2. Performadescriptiveanalysisofthekey variables in each of these new data sets(variables:BaselineSF-36Well-BeingScore, Post-Tx Well-Being Score,BMI, Age)and compare your resultsto the original,larger data set's descriptive analysis results.Report your findings.

  3. Use this unit’s resources to help youexplain your results in terms of differences in sampling error, sample representativeness, descriptive statistical estimates with related confidence interval, and power.

  4. Speculate as to what would have happened were the sample size smaller.

  5. Describe one or two of the challenges you found while performing these exercises and how you resolved the issues. Where appropriate, provide the address of any website that helped you.

Answered Same DayAug 10, 2021

Answer To: In preparation for this unit’s statistical analysis practice and the unit assignment, you will have...

Gajula Nagasai answered on Aug 10 2021
153 Votes
1) Stratified random Sampling: In general Stratified Random sampling means divide the whole Population into equal Strata ( sub groups) and select the samples from each group randomly
The following table is Samples (n-10) taken by using Stratified random Sampling.
    Patient No
    Age (yrs)
    Gender (0=M, 1=F)
    Race (1=AA, 2=C, 3=H)
    BMI
    Dietary treatment (1=Std, 2=veg)
    Baseline SF-36 Well-Being Score
    Post-TX Well-Being
    1
    45
    Male
    1
    27
    Standard
    65
    66
    39
    77
    Male
    1
    42
    Standard
    43
    43
    62
    52
    Male
    2
    34
    Standard
    78
    93
    6
    27
    Male
    3
    24
    Vegetarian
    58
    100
    68
    39
    Male
    3
    22
    Vegetarian
    22
    99
    14
    59
    Female
    3
    29
    Vegetarian
    79
    42
    51
    73
    Female
    1
    37
    Vegetarian
    48
    78
    10
    75
    Female
    1
    32
    Standard
    56
    56
    36
    26
    Female
    2
    41
    Standard
    64
    60
    64
    52
    Female
    1
    25
    Standard
    46
    95
The following table is Samples (n-5) taken by using Stratified random Sampling.
    Patient No
    Age (yrs)
    Gender (0=M, 1=F)
    Race (1=AA, 2=C, 3=H)
    BMI
    Dietary treatment (1=Std, 2=veg)
    Baseline SF-36 Well-Being Score
    Post-TX...
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