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Procedure & Objective
 Collected 30 samples [marks of statistics bridge course
and midterm exam], 10 samples each from PGDM A,
B, and C classes.
 Converted the marks to their percentages.
 Calculated the measures of Central Tendency and
measures of Dispersion.
 Analyse the relation between Bridge course marks and
midterm marks by using scatter diagram and Karl
Pearson’s Correlation coefficient.
 Hypothesis Testing on the midterm marks.
Data
Sl. No Bridge Midterm
1 70 28
2 50 17
3 40 20
4 43 37
5 77 73
6 57 67
7 83 33
8 80 70
9 73 40
10 60 50
11 60 80
12 83 90
13 47 73
14 70 55
15 63 88
Sl. No Bridge Midterm
16 67 23
17 37 53
18 70 58
19 50 73
20 37 48
21 80 27
22 63 20
23 80 27
24 83 43
25 80 47
26 47 47
27 80 73
28 90 93
29 73 80
30 70 53
Measures of Central Tendency
 Mean
The mean is the same of what is generally referred to as the
‘average’, and it is calculated in the following manner:
 Median
The median is the point corresponding to the score that lies in the
middle of the distribution (i.e., there are as many data points above
the median as there are below the median).
 Mode
The value that is repeated most often in the data set
Measures of Central Tendency
of Mid Term & Bridge Course
Marks
MEAN MEDIAN MODE
MID TERM 52.866% 51.5% 73%
BRIDGE 65. 433% 65% 80%
Measures of Dispersion
 Standard Deviation
The standard deviation measures the amount of variation or
dispersion from the average. It is represented by the Greek letter
sigma, σ.
 Variance
Variance measures how far a set of numbers is spread out. It is
denoted by for population and s2 for sample.
Measures of Dispersion of
Midterm & Bridge Course
Standard Deviation Variance
Midterm Exam 22.854 522.326
Bridge Course 15.525 250.27
SPSS Output
Correlation
 Scatter Diagram
A scatter diagram is a graph that shows the relationship between two
quantitative variables measured on the same individual. Each individual in
the data set is represented by a point in the scatter diagram.
 Karl Pearson's Correlation Coefficient
It summarizes the strength of linear relationship between two metric
variables i.e. ratio or interval variables.
 It ranges from +1 to -1.
 Correlation of +1: there is perfect positive relation between
variables.
 Correlation of -1 : there is perfect negative relation between
variables.
 Correlation is 0 : there is no relationship between variables.
Scatter Diagram
Regression and Co-relation
Coefficient
Interpretation
 From the scatter diagram it is clear that the
relation is positive and it is not a strong
relation.
 From the SPSS output it is clear that
correlation coefficient; r = 0.203, which implies
that the relation between Bridge marks and
midterm marks are weak & positive.
 The value of Coefficient of determination;
r² = .0412 means that only 4.12% of the total
variation of the midterm marks can be
explained by linear relationship between
bridge marks.
Hypothesis Testing – ‘T test’
 Why T test?
1. Population standard deviation of the
data is not known.
2. Sample size is 30.
T test for Midterm
 H˳ ≥ 40
H1 < 40
 One tailed test
Left tailed test
 Assume level of significance, α = 5%
 From SPSS; Zcal = 3.084
 From T table; Zcr = 1.699
 From SPSS; P value = 0.004
0.5 0.5
0.05
SPSS Output
T test for Bridge Course
 H˳ ≥ 40
H1 < 40
 One tailed test
Left tailed test
 Assume level of significance, α = 5%
 From SPSS; Zcal = 8.802
 From T table; Zcr = 1.699
Rejection Rules
 Rejection rule using p-value:
Reject H0 if p-value ≤ α
 Rejection rule using critical value:
Reject H0 if |TSCAL| > |TSCR|
Test Result
Result for Mid Term Exam
 Critical value approach:
|Zcal| > |Zcr| (3.084>1.699)
Hence the Null Hypothesis H˳ is
rejected.
Result for Bridge Course
 Critical value approach: 8.802 >1.699
Hence the Null Hypothesis H˳ is rejected.
Test Result
 P value approach:
P value < α (.004 < .05)
Hence the Null Hypothesis H˳ is rejected.
Conclusion
 Using SPSS data was analysed and we
calculated
1. Measures of central tendency and
measures of dispersion.
2. By studying co-relation we found that the
relation between bridge course marks and
midterm marks are weak and positive.
3. Hypothesis testing is done using P value
approach and critical value
approach and found out that null
hypothesis is rejected.
4. Hence it is clear that the percentage marks
of most of the students lies below 40%.
Statistical Analysis of the "Statistics Marks" of PGDM Students

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Statistical Analysis of the "Statistics Marks" of PGDM Students

  • 1.
  • 2. Procedure & Objective  Collected 30 samples [marks of statistics bridge course and midterm exam], 10 samples each from PGDM A, B, and C classes.  Converted the marks to their percentages.  Calculated the measures of Central Tendency and measures of Dispersion.  Analyse the relation between Bridge course marks and midterm marks by using scatter diagram and Karl Pearson’s Correlation coefficient.  Hypothesis Testing on the midterm marks.
  • 3. Data Sl. No Bridge Midterm 1 70 28 2 50 17 3 40 20 4 43 37 5 77 73 6 57 67 7 83 33 8 80 70 9 73 40 10 60 50 11 60 80 12 83 90 13 47 73 14 70 55 15 63 88 Sl. No Bridge Midterm 16 67 23 17 37 53 18 70 58 19 50 73 20 37 48 21 80 27 22 63 20 23 80 27 24 83 43 25 80 47 26 47 47 27 80 73 28 90 93 29 73 80 30 70 53
  • 4. Measures of Central Tendency  Mean The mean is the same of what is generally referred to as the ‘average’, and it is calculated in the following manner:  Median The median is the point corresponding to the score that lies in the middle of the distribution (i.e., there are as many data points above the median as there are below the median).  Mode The value that is repeated most often in the data set
  • 5. Measures of Central Tendency of Mid Term & Bridge Course Marks MEAN MEDIAN MODE MID TERM 52.866% 51.5% 73% BRIDGE 65. 433% 65% 80%
  • 6. Measures of Dispersion  Standard Deviation The standard deviation measures the amount of variation or dispersion from the average. It is represented by the Greek letter sigma, σ.  Variance Variance measures how far a set of numbers is spread out. It is denoted by for population and s2 for sample.
  • 7. Measures of Dispersion of Midterm & Bridge Course Standard Deviation Variance Midterm Exam 22.854 522.326 Bridge Course 15.525 250.27
  • 9. Correlation  Scatter Diagram A scatter diagram is a graph that shows the relationship between two quantitative variables measured on the same individual. Each individual in the data set is represented by a point in the scatter diagram.  Karl Pearson's Correlation Coefficient It summarizes the strength of linear relationship between two metric variables i.e. ratio or interval variables.  It ranges from +1 to -1.  Correlation of +1: there is perfect positive relation between variables.  Correlation of -1 : there is perfect negative relation between variables.  Correlation is 0 : there is no relationship between variables.
  • 12. Interpretation  From the scatter diagram it is clear that the relation is positive and it is not a strong relation.  From the SPSS output it is clear that correlation coefficient; r = 0.203, which implies that the relation between Bridge marks and midterm marks are weak & positive.  The value of Coefficient of determination; r² = .0412 means that only 4.12% of the total variation of the midterm marks can be explained by linear relationship between bridge marks.
  • 13. Hypothesis Testing – ‘T test’  Why T test? 1. Population standard deviation of the data is not known. 2. Sample size is 30.
  • 14. T test for Midterm  H˳ ≥ 40 H1 < 40  One tailed test Left tailed test  Assume level of significance, α = 5%  From SPSS; Zcal = 3.084  From T table; Zcr = 1.699  From SPSS; P value = 0.004 0.5 0.5 0.05
  • 16. T test for Bridge Course  H˳ ≥ 40 H1 < 40  One tailed test Left tailed test  Assume level of significance, α = 5%  From SPSS; Zcal = 8.802  From T table; Zcr = 1.699
  • 17.
  • 18. Rejection Rules  Rejection rule using p-value: Reject H0 if p-value ≤ α  Rejection rule using critical value: Reject H0 if |TSCAL| > |TSCR|
  • 19. Test Result Result for Mid Term Exam  Critical value approach: |Zcal| > |Zcr| (3.084>1.699) Hence the Null Hypothesis H˳ is rejected. Result for Bridge Course  Critical value approach: 8.802 >1.699 Hence the Null Hypothesis H˳ is rejected.
  • 20. Test Result  P value approach: P value < α (.004 < .05) Hence the Null Hypothesis H˳ is rejected.
  • 21. Conclusion  Using SPSS data was analysed and we calculated 1. Measures of central tendency and measures of dispersion. 2. By studying co-relation we found that the relation between bridge course marks and midterm marks are weak and positive. 3. Hypothesis testing is done using P value approach and critical value approach and found out that null hypothesis is rejected. 4. Hence it is clear that the percentage marks of most of the students lies below 40%.