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Statistical Analysis of Rent Paid by U.S.
Households
Group Mentor :
Prof. Manish Thakkar
Group Members:
Riddhima Kartik (20151037)
Rishabh Surana (20151038)
Objective :
To find the extent of relation/dependency of
variables(dependent and independent) by using
various statistical tools like Correlation, Regression
and Independence test using SPSS.
Variables Involved
Dependent Variables :
 Rent
Independent Variables :
 Household Income
 Electricity Cost
 Gas Cost
 Rooms Per House
 Vehicle Per Household
Software Used :
SPSS (Statistical Package for the Social Sciences)
Statistical Methods Used :
 Normality Test
 Correlation with Scatter plot.
 Multiple Regression Analysis
Condition to Apply Parametric Statistical
Methods-
 Parametric statistical methods(ANOVA and Linear Regression etc.) requires that
dependent must be normally distributed.
 To check Normality by SPSS:
Steps Involved : Analysis->Descriptive->Explore->Plot->Normality plot-> ok
Operations Involved
Test of Normality
Considering:
1. No. of Person
2. No. of Vehicles
3. No. of Rooms
Normality Test w.r.t. No. of Persons
Normality Test w.r.t. No. of Rooms
Normality Test w.r.t. No. of Vehicles
Correlation Test :
Hypothesis considered:
 Hypothesis 1
 H0 : There is no significant correlation between Rent and Household Income.
 Ha : There is significant correlation between Rent and Household Income.
 Hypothesis 2
 H0 : There is no significant correlation between Rent and Electricity Cost.
 Ha : There is significant correlation between Rent and Electricity Cost.
 Hypothesis 3
 H0 : There is no significant correlation between Rent and Gas Cost.
 Ha : There is significant correlation between Rent and Gas Cost.
Correlation between:
 Rent and Household Income = .000
Rent and Electricity Cost = .009
 Rent and Gas Cost = .013
Therefore, we reject all three null
Hypothesis and can say that these
factors have significant impact
over rent
Confidence Level taken is 95%
To check Strength of Correlation we can see Scatter plot ->
Graphical analysis : Scatter Plot (Household Income)
Graphical analysis : Scatter Plot (Electricity Cost)
Graphical analysis : Scatter Plot (Gas Cost)
Strength with Household Income: Moderate, not very strong.
Strength with Electricity Cost: Weak
Strength with Gas Cost: Weak
Steps Involved :-(Graph->chart-builder->drag the simple scatter graph):- If all
the scatter points are in same straight line then we have strong relationship
between them.
Multiple Regression :
Ho : Variation in Y(Dependent variable(Rent)) is unrelated to variation in
X(Independent variable(Household Income, Electricity Cost, Gas Cost)).
Or
Ho: Correlation between X(Household Income, Electricity Cost, Gas Cost) and
Y(Rent) is 0.
Ha: Correlation between X(Household Income, Electricity Cost, Gas Cost) and
Y(Rent) is not 0.
Regression Summary
Summary Results
Result
R^2 value is 28.6, which means that 28.6% variation in Rent is due to
Household Income, Electricity Cost, Gas Cost and rest because of other
factors.
Constant = 1168.89 -> This much will be the basic Rent that households have
to pay irrespective of other factors.
p-value for all the variables are quite lower than our significance level that is
0.05. So, Null hypothesis is rejected and we can conclude that :
Conclusion : Correlation between X(Household Income, Electricity Cost, Gas
Cost) and Y(Rent) is not 0.
Y = 1168.89 + .003A + 2.415B + 4.481C
THANK YOU

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Statistical Analysis of Rent Paid by U.S. Households

  • 1. Statistical Analysis of Rent Paid by U.S. Households Group Mentor : Prof. Manish Thakkar Group Members: Riddhima Kartik (20151037) Rishabh Surana (20151038)
  • 2. Objective : To find the extent of relation/dependency of variables(dependent and independent) by using various statistical tools like Correlation, Regression and Independence test using SPSS.
  • 3. Variables Involved Dependent Variables :  Rent Independent Variables :  Household Income  Electricity Cost  Gas Cost  Rooms Per House  Vehicle Per Household
  • 4. Software Used : SPSS (Statistical Package for the Social Sciences) Statistical Methods Used :  Normality Test  Correlation with Scatter plot.  Multiple Regression Analysis
  • 5. Condition to Apply Parametric Statistical Methods-  Parametric statistical methods(ANOVA and Linear Regression etc.) requires that dependent must be normally distributed.  To check Normality by SPSS: Steps Involved : Analysis->Descriptive->Explore->Plot->Normality plot-> ok
  • 6. Operations Involved Test of Normality Considering: 1. No. of Person 2. No. of Vehicles 3. No. of Rooms
  • 7. Normality Test w.r.t. No. of Persons
  • 8. Normality Test w.r.t. No. of Rooms
  • 9. Normality Test w.r.t. No. of Vehicles
  • 10. Correlation Test : Hypothesis considered:  Hypothesis 1  H0 : There is no significant correlation between Rent and Household Income.  Ha : There is significant correlation between Rent and Household Income.  Hypothesis 2  H0 : There is no significant correlation between Rent and Electricity Cost.  Ha : There is significant correlation between Rent and Electricity Cost.  Hypothesis 3  H0 : There is no significant correlation between Rent and Gas Cost.  Ha : There is significant correlation between Rent and Gas Cost.
  • 11. Correlation between:  Rent and Household Income = .000 Rent and Electricity Cost = .009  Rent and Gas Cost = .013 Therefore, we reject all three null Hypothesis and can say that these factors have significant impact over rent Confidence Level taken is 95% To check Strength of Correlation we can see Scatter plot ->
  • 12. Graphical analysis : Scatter Plot (Household Income)
  • 13. Graphical analysis : Scatter Plot (Electricity Cost)
  • 14. Graphical analysis : Scatter Plot (Gas Cost)
  • 15. Strength with Household Income: Moderate, not very strong. Strength with Electricity Cost: Weak Strength with Gas Cost: Weak Steps Involved :-(Graph->chart-builder->drag the simple scatter graph):- If all the scatter points are in same straight line then we have strong relationship between them.
  • 16. Multiple Regression : Ho : Variation in Y(Dependent variable(Rent)) is unrelated to variation in X(Independent variable(Household Income, Electricity Cost, Gas Cost)). Or Ho: Correlation between X(Household Income, Electricity Cost, Gas Cost) and Y(Rent) is 0. Ha: Correlation between X(Household Income, Electricity Cost, Gas Cost) and Y(Rent) is not 0.
  • 19. Result R^2 value is 28.6, which means that 28.6% variation in Rent is due to Household Income, Electricity Cost, Gas Cost and rest because of other factors. Constant = 1168.89 -> This much will be the basic Rent that households have to pay irrespective of other factors. p-value for all the variables are quite lower than our significance level that is 0.05. So, Null hypothesis is rejected and we can conclude that : Conclusion : Correlation between X(Household Income, Electricity Cost, Gas Cost) and Y(Rent) is not 0. Y = 1168.89 + .003A + 2.415B + 4.481C