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Coursework on Description Statistics

2021-08-10
5 pages
1163 words
Categories: 
University/College: 
Carnegie Mellon University
Type of paper: 
Course work
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Descriptive statistics were performed to determine the frequency of group status, attachment, situational involvement, enduring involvement, identity resilience, satisfaction, attendance, and salaries of respondents. The analysis shows that all the respondents (100%, N=70) were parents. The majority of the respondents (17.1%, N=12) had a score of 25 on attachment. 11.4% had a score of 21 with a further 11.4% having a score of 39. The rest of the scores recorded less than 10% respondents each. On situational involvement, the majority (34.%, N=24) had a score of 48. Half of the respondents (50%, N=35) had an enduring involvement score of 27 while only 1.4% had a high score of 62. Most of the respondents (44.3%) who had identity resilience scored 10 and the highest score was attained by 1.4% of the participants. Regarding satisfaction, the overwhelming majority (54.3%) scored 12, 18.6% scored 11, and 18.6% had a score of 6. Only 1.4% attained a high score of 21. The highest attendance had a frequency of 1.4%; the majority, however, had a score of 22.9% (score of 12), 18.6% (score of 11), and 18.65% (score of 10). Moderate frequency (12.9%) of attendance was also noted for respondents who scored 5. Out of the 70 respondents, the overwhelming majority of participants elected not to discuss their salaries. Each of the remaining participants had a salary different from the rest of the respondents.

Appendix

FREQUENCIES VARIABLES=group attach sitinv endinv identsal satisf attend salary

/ORDER=ANALYSIS.

Frequencies

Statistics

Group status attachment situational involvement enduring involvement identity salience satisfaction attendance salary

N Valid 70 70 70 70 70 70 70 10

Missing 0 0 0 0 0 0 0 60

Frequency Table

Group status

Frequency Percent Valid Percent Cumulative Percent

Valid Parents 70 100.0 100.0 100.0

attachment

Frequency Percent Valid Percent Cumulative Percent

Valid 20 1 1.4 1.4 1.4

21 8 11.4 11.4 12.9

22 6 8.6 8.6 21.4

23 1 1.4 1.4 22.9

24 3 4.3 4.3 27.1

25 12 17.1 17.1 44.3

26 4 5.7 5.7 50.0

27 4 5.7 5.7 55.7

29 3 4.3 4.3 60.0

30 3 4.3 4.3 64.3

31 2 2.9 2.9 67.1

33 2 2.9 2.9 70.0

38 1 1.4 1.4 71.4

39 8 11.4 11.4 82.9

40 1 1.4 1.4 84.3

41 1 1.4 1.4 85.7

46 3 4.3 4.3 90.0

47 5 7.1 7.1 97.1

48 1 1.4 1.4 98.6

61 1 1.4 1.4 100.0

Total 70 100.0 100.0 situational involvement

Frequency Percent Valid Percent Cumulative Percent

Valid 48 24 34.3 34.3 34.3

49 5 7.1 7.1 41.4

50 6 8.6 8.6 50.0

51 1 1.4 1.4 51.4

55 5 7.1 7.1 58.6

57 1 1.4 1.4 60.0

58 1 1.4 1.4 61.4

59 9 12.9 12.9 74.3

60 4 5.7 5.7 80.0

62 1 1.4 1.4 81.4

65 10 14.3 14.3 95.7

66 2 2.9 2.9 98.6

67 1 1.4 1.4 100.0

Total 70 100.0 100.0 enduring involvement

Frequency Percent Valid Percent Cumulative Percent

Valid 27 35 50.0 50.0 50.0

30 1 1.4 1.4 51.4

34 12 17.1 17.1 68.6

35 2 2.9 2.9 71.4

42 10 14.3 14.3 85.7

43 3 4.3 4.3 90.0

45 6 8.6 8.6 98.6

62 1 1.4 1.4 100.0

Total 70 100.0 100.0 identity salience

Frequency Percent Valid Percent Cumulative Percent

Valid 7 12 17.1 17.1 17.1

8 1 1.4 1.4 18.6

9 8 11.4 11.4 30.0

10 31 44.3 44.3 74.3

11 4 5.7 5.7 80.0

12 2 2.9 2.9 82.9

13 1 1.4 1.4 84.3

14 2 2.9 2.9 87.1

18 1 1.4 1.4 88.6

19 2 2.9 2.9 91.4

20 5 7.1 7.1 98.6

22 1 1.4 1.4 100.0

Total 70 100.0 100.0 satisfaction

Frequency Percent Valid Percent Cumulative Percent

Valid 6 13 18.6 18.6 18.6

7 1 1.4 1.4 20.0

9 1 1.4 1.4 21.4

11 13 18.6 18.6 40.0

12 38 54.3 54.3 94.3

13 1 1.4 1.4 95.7

16 1 1.4 1.4 97.1

17 1 1.4 1.4 98.6

21 1 1.4 1.4 100.0

Total 70 100.0 100.0 attendance

Frequency Percent Valid Percent Cumulative Percent

Valid 5 9 12.9 12.9 12.9

6 3 4.3 4.3 17.1

7 1 1.4 1.4 18.6

8 2 2.9 2.9 21.4

9 6 8.6 8.6 30.0

10 13 18.6 18.6 48.6

11 13 18.6 18.6 67.1

12 16 22.9 22.9 90.0

14 1 1.4 1.4 91.4

15 2 2.9 2.9 94.3

16 2 2.9 2.9 97.1

17 1 1.4 1.4 98.6

21 1 1.4 1.4 100.0

Total 70 100.0 100.0 salary

Frequency Percent Valid Percent Cumulative Percent

Valid 10000 1 1.4 10.0 10.0

32000 1 1.4 10.0 20.0

35000 1 1.4 10.0 30.0

43678 1 1.4 10.0 40.0

54321 1 1.4 10.0 50.0

54999 1 1.4 10.0 60.0

78000 1 1.4 10.0 70.0

90000 1 1.4 10.0 80.0

90213 1 1.4 10.0 90.0

112345 1 1.4 10.0 100.0

Total 10 14.3 100.0 Missing System 60 85.7 Total 70 100.0

SPSS Computer Lab Assignment #2

Name

BUSA 2182, MWF 08:00a.m. - 08:50a.m.

 

Stem-and-Leaf Plots Distribution of Variables

The stem-and-leaf plots were produced to explore the scores of each of the respondents for all the variables. A stem and leaf display of the data is accompanied. The left portions of the figures contain the stems while the numbers to the right of the bar are leaves. For the group, all the respondents were parents. The stem-and-leaf plot does not follow a normal distribution. The stem-and-leaf plot of attachment scores does not show a normal distribution with the majority of the scores eschewed towards the lower scores. Figure 4 shows an abnormal distribution of situational scores with the majority being at the score of 59 and below. As far as enduring involvement is concerned, the scores are not normally distributed with most of the scores heavily skewed towards a score of 43 and below. The identity salience scores do not meet the criterion of a normal distribution because the distribution of the scores appears like a dome shape that is skewed toward the lower scores. The stem-and-leaf plot of satisfaction scores does not show a normal distribution with the majority of the scores skewed towards the lower scores 13 and below. The attendance scores do not meet the criterion of a normal distribution because the distribution of the scores appears like a dome shape that is skewed toward the higher scores, the lowest attendance score being 5 and the highest being 21. Finally, the stem-and-leaf plots the respondents' salaries show an abnormal distribution with the lowest earning 10,000 and the highest 110,000 (9). In a stem-and-leaf plot, data is said to be normally distributed if the data forms a perfect dome-shaped distribution around the middle.

 

Appendix

EXAMINE VARIABLES=group attach sitinv endinv identsal satisf attend salary

/PLOT BOXPLOT STEMLEAF

/COMPARE GROUP

/STATISTICS NONE

/CINTERVAL 95

/MISSING LISTWISE

/NOTOTAL.

Explore

Notes

Output Created 12-Nov-2017 18:10:49

Comments Input Data C:\Users\user\Desktop\RegressionDataSet.sav

Active Dataset DataSet1

Filter <none>

Weight <none>

Split File <none>

N of Rows in Working Data File 70

Missing Value Handling Definition of Missing User-defined missing values for dependent variables are treated as missing.

Cases Used Statistics are based on cases with no missing values for any dependent variable or factor used.

Syntax EXAMINE VARIABLES=group attach sitinv endinv identsal satisf attend salary

/PLOT BOXPLOT STEMLEAF

/COMPARE GROUP

/STATISTICS NONE

/CINTERVAL 95

/MISSING LISTWISE

/NOTOTAL.

Resources Processor Time 00:00:03.343

Elapsed Time 00:00:02.885

Case Processing Summary

Cases

Valid Missing Total

N Percent N Percent N Percent

Group status 10 14.3% 60 85.7% 70 100.0%

attachment 10 14.3% 60 85.7% 70 100.0%

situational involvement 10 14.3% 60 85.7% 70 100.0%

enduring involvement 10 14.3% 60 85.7% 70 100.0%

identity salience 10 14.3% 60 85.7% 70 100.0%

satisfaction 10 14.3% 60 85.7% 70 100.0%

attendance 10 14.3% 60 85.7% 70 100.0%

salary 10 14.3% 60 85.7% 70 100.0%

Group status

 

attachmentattachment Stem-and-Leaf Plot

Frequency Stem & Leaf 3.00 2 . 134

1.00 2 . 7

.00 3 . 2.00 3 . 99

.00 4 . 3.00 4 . 668

.00 5 . .00 5 . 1.00 6 . 1

Stem width: 10.00

Each leaf: 1 case(s)

 

situational involvement

situational involvement Stem-and-Leaf Plot

Frequency Stem & Leaf 2.00 4 . 88

1.00 5 . 1

3.00 5 . 899

2.00 6 . 02

2.00 6 . 56

Stem width: 10.00

Each leaf: 1 case(s)

 

enduring involvement

enduring involvement Stem-and-Leaf Plot

Frequency Stem & Leaf 3.00 2 . 777

1.00 3 . 4

1.00 3 . 5

4.00 4 . 2333

.00 4 . .00 5 . .00 5 . 1.00 6 . 2

Stem width: 10.00

Each leaf: 1 case(s)

 

identity salience

identity salience Stem-and-Leaf Plot

Frequency Stem & Leaf 2.00 0 . 79

5.00 1 . 00000

1.00 1 . 8

2.00 2 . 02

Stem width: 10.00

Each leaf: 1 case(s)

 

satisfactionsatisfaction Stem-and-Leaf Plot

Frequency Stem & Leaf 2.00 0 . 67

5.00 1 . 11223

2.00 1 . 67

1.00 2 . 1

Stem width: 10.00

Each leaf: 1 case(s)

 

attendanceattendance Stem-and-Leaf Plot

Frequency Stem & Leaf .00 0 . 3.00 0 . 599

4.00 1 . 0111

2.00 1 . 67

1.00 2 . 1

Stem width: 10.00

Each leaf: 1 case(s)

 

salarysalary Stem-and-Leaf Plot

Frequency Stem & Leaf 1.00 0 . 1

2.00 0 . 33

3.00 0 . 455

1.00 0 . 7

2.00 0 . 99

1.00 1 . 1

Stem width: 100000.0

Each leaf: 1 case(s)

 

 

SPSS Computer Lab Assignment #3

Name

BUSA 2182, MWF 08:00a.m. - 08:50a.m.

 

Regression Analysis

Prediction model: (Y = bo + b1X1 + b2X2 + b3X3 + b4X4). Where, Y = attendance, X1 = identity salience, X2 = attachment, X3 = enduring involvement, and X4 = situational involvement.

A regression analysis was conducted to predict attendance based on the respondents identity salience, attachment, enduring involvement, and situational involvement (independent variables). Overall, the regression model was statistically significant (F (4, 65) = 79.340, p= 0.000). Identity salience, attachment, and situational involvement were the statistically significant predictors of attendance. In addition, situational involvement was inversely related to the dependent variable, attendance. However, enduring involvement was not a statistically significant predictor of attendance. The coefficient of correlation (r) indicated a strong relationship between the independent variables and attendance (r = 0.911). A model fit index, the coefficient of determination (R2), was 0.83, indicating that 83 percent of the variation in attendance can be attributed to identity salience, attachment, and situational involvement. The adjusted R2, which considers the number of predictors and the sample size, was 0.820, which indicated no extraneous predictors were included in the model. Because the standard error of the estimate was 1.330, the prediction equation performed satisfactorily.

 

Appendix

REGRESSION

/MISSING LISTWISE

/STATISTICS COEFF OUTS R ANOVA

/CRITERIA=PIN(.05) POUT(.10)

/NOORIGIN

/DEPENDENT attend

/METHOD=ENTER identsal attach endinv sitinv.

Regression

Notes

Output Created 12-Nov-2017 18:16:28

Comments Input Data C:\Users\user\Desktop\RegressionDataSet.sav

Active Dataset DataSet1

Filter <none>

Weight <none>

Split File <none>

N of Rows in Working Data File 70

Missing Value Handling Definition of Missing User-defined missing values are treated as missing.

Cases Used Statistics are based on cases with no missing values for any variable used.

Syntax REGRESSION

/MISSING LISTWISE

/STATISTICS COEFF OUTS R ANOVA

/CRITERIA=PIN(.05) POUT(.10)

/NOORIGIN

/DEPENDENT attend

/METHOD=ENTER identsal attach endinv sitinv.

Resources Processor Time 00:00:00.078

Elapsed Time 00:00:00.138

Memory Required 2364 bytes

Additional Memory Required for Residual Plots 0 bytes

Variables Entered/Rem...

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