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EMPLOYMENT TRENDS AND
ANALYSIS
Hello !
Unemployment Employment
TRENDSEconomies and societies become more
interdependent, the need to enhance our
understanding of the world of work becomes
increasingly important.
Timely and focused information on the world's
labour markets is essential
US BUREAU OF LABOUR STATISTICS
BLS the U.S. Department of Labor is the principal federal agency responsible
for measuring labor market activity, working conditions, and price changes
in the economy
International Labour Organization
ILO Contribute to set labour standards, develop policies and devise
programmes promoting decent work for all women and men.
DATA
SOURCE
SAMPLE DATA SOURCES
QUESTION 1
Does having a higher degree really matters in
employment?
◉ One-way ANOVA considering all the occupation levels within the state.
◉ Even a person with high degree were not paid more because of the industry and the
occupation level he/she is working.
Does Degree plays a role in determining the median
wages
Does Degree plays a role in determining the median wages
Performing Multiple Linear Regression
QUESTION 2
Which group of people is getting terminated?
Performed Binary Logistics Regression on attrition
variable
We got a survey data of around 1500 people working in different roles with different
experiences.
Dependent variable is attrition, as it is a binary categorical variable.
Attrition <- Number of companies worked, Years since last promoted,
Nooftimestrainingattended, Hourly rate, Total Working years, Maritial status,
Department and gender.
Performed Binary Logistics Regression on attrition
variable
QUESTION 3
Who is hit hard in unemployment, either men or
women?
Here male and female are the two groups,
H0: Mean (Male Unmployment rate) < Mean (Female unemployment rate)
H1: Mean (Male Unmployment rate) >=Mean (Female unemployment rate)
T-Test on two independent Samples
T-Test on two independent Samples
P Value is greater than the critical value.
We failed to reject the null, So we conclude that the Men is having the highest
unemployment rate.
QUESTION 4Does department on what a person works play a
interaction effect on number of years worked
and attrition rate
Moderation analysis
Dependent Variable is a Binary Categorical variable, whether he is
terminated or not and the independent variable is Total number of
years worked, with the interaction effect of the department with
which he is working.
Attrition Rate  Total Number of years worked.
Department
Moderation analysis
Moderation analysis
QUESTION 5
What are all the Factors on which unemployment
depends on?
Process
first second last
Building a model
Building a model
U. Rate = f (age)
Building a model
Now, let us add one more variable to the regression model, and see
show the Adjusted R square value changes.
U. Rate = f (Age , Sex)
Building a model
Building a model
U. Rate = f (age, sex, economic class)
Building a model
U. Rate = f (age, sex, economic class)
“Being unemployed is the t-test to be
performed on who you really are.
THANKS!
Any questions?

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Employment trends sas project