Statistical Analysis (Unit II)
No. 150384
Statistical Analysis (Unit II)
The data indicates the number of employees in different departments and whether they are female or male, according to the data there are 120 males and 168 female workers, in all there are 288 workers in total. There are three departments indicated by the numbers 1, 2 and 3, and that each department has two positions indicated by the numbers 1 and 2.
(a) What is the gender distribution (% females and % males)?
male
120
female
168
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male percentage
41.66666667
female percentage
58.33333333
The percentage of males is 41.66667 and the female percentage is 58.33333 which adds up to 100%
(b) What is the “tenure with company” distribution by gender?
The numbers 1, 2 and 3 indicate tenure with company, for both genders the distribution is as follows
Male
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1.79
2. 26
3. 15
male
1
79
2
26
3
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15
total
120
Female
1. 91
2. 42
3. 35
female
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1
91
2
42
3
35
total
168
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(c) What % of the survey participants are in each department?
Departments are indicated by the numbers 1, 2 and 3, in department one there are 11 participants, in department two there are 100 participants and finally in department three there are 177 participants.
Departments
1. 11
2. 100
3. 177
Total 288
department
1
11
2
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100
3
177
total
288
(d) What is the mean overall satisfaction by gender?
total
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633.8
male
mean satisfaction
5.28166667
total
850.9
female
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mean satisfaction
5.06488095
The mean satisfaction for males is 5.281667 while the mean satisfaction by females is 5.06488095 and the overall satisfaction mean by both genders is 5.155208.
If we choose a person at random from this database:
(e) What is the probability that this person will be between 22 and 49 years old?
The age 22 to 49 years is indicated by the number 2 in the data, to get the probability of the
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outcome that the person will be between the age of 22 and 49 years then we have to know the number of people who are between the ages. The age of participants is shown below:
Age
1. 48
2. 194
3. 46
Age
1
48
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2
194
3
46
total
288
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probability
0.673611111
Therefore the probability that a person will be between the age of 22 and 49 is given by (194/288). Which in when calculated gives us the probability as 0.673611
(f) What is the probability that their overall job satisfaction is 4.7 or lower?
overall satisfaction
4.7 or below
174
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probability
0.60416667
The number of participants who have an overall job satisfaction of 4.7 or lower are 174, therefore the possibility of this outcome will be given by (174/288) which will give us a probability of 0.60416667.
(g) What is the probability that this person will be a male in the information technology department?
1
human resource
11
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2
information technology
100
3
administration
177
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possibility of IT
0.34722222
The number of participants in the information technology department is 100; therefore the probability of this outcome is given by (100/288) which gives you 0.34722222
(h) What is the probability that this person will be an hourly employee whose intrinsic satisfaction is 6 or more?
the number of employees
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hourly
163
salaried
125
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intrinsic satisfaction
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6 and above
75
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the probability that the participant is an hourly employee
0.565972222
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probability that intrinsic satisfaction is 6 or above
0.260416667
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Probability that this person will be an hourly employee whose intrinsic satisfaction is 6 or more?
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probability
0.1473886
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The numbers of participants who are hourly employees are 163; therefore the probability of choosing a participant who is an hourly employee is given by (163/288) which gives us
0.565972222, the number of employees who have an intrinsic satisfaction of 6 or above are 75, therefore the possibility or probability of picking one who has an intrinsic satisfaction of 6 or above is given by (75/288) which gives us 0.260416667.
Therefore the probability of choosing an hourly participant whose intrinsic satisfaction is 6 or above is given by multiplying the two probabilities which gives us 0.1473886
(i) Calculate the correlation between age and tenure with the company. Explain your results.
correlation
0.00131854
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The correlation between the age and tenure is equal to 0.00131854, high correlation indicates that the variables are highly correlated and the relationship between the two variables is strong, on the other hand low correlation shows that two variables do not have a strong relationship.
According to our outcome of 0.00131854, it shows that there exist no strong relationship between the age and tenure with the company.
References:
Business Source Elite Database Library (2006)
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Statistical Analysis (Unit II)
Michael H. and Ray R. (2001) Mathematics for Economics MIT Press, USA
Sergio J. (1956) Advances in Spatial Econometrics: methodology, tools and applications, Springer publishers, USA
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