In the present
report regression analysis of five variables are considered and these five
variables include Household income in 2014-2015, % single parent 2012-2016,
Population density in 2010, Income in 1990, Median rent 2012-2016, and Census
response rate in 2010. Below each variable is discussed with the predicted
household income under different parameters.
a.
In case of Median rent 2012-2016, significance
factor is
that is below than 0.005.
b.
The regression analysis of Household income in
2014-2015 show significance factor as
.
c.
When considering Population density in 2010, the
regression analysis calculated in analysis showed value of significance factor as
.
d.
The regression analysis of % single parent
2012-2016 show significance factor as zero.
e.
The regression analysis of Census response rate
in 2010 shows significance factor as below than 0.005 as
.
Consistency
Five parameters
including Household income in 2014-2015, % single parent 2012-2016, Population
density in 2010, Income in 1990, Median rent 2012-2016, and Census response
rate in 2010 were considered to predict the household income. The standard value
of significance factor in the regression analysis is 0.005. The value of
significance factor is below that standard value for each case. The results of
this report demonstrate consistency in the observation, and it remain
consistent with the outcomes of the regression analysis.
SUMMARY OUTPUT
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Regression Statistics
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Multiple R
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0.929526958
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R Square
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0.864020365
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Adjusted R Square
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0.863746764
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Standard Error
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3752.132789
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Observations
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499
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ANOVA
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df
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SS
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MS
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F
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Significance F
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Regression
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1
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44459328222
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44459328222
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3157.959
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1.7923E-217
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Residual
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497
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6997014733
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14078500.47
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Total
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498
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51456342955
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Coefficients
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Standard Error
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t Stat
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P-value
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Lower 95%
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Upper 95%
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Lower 95.0%
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Upper 95.0%
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Intercept
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-532519.5489
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10449.23478
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-50.96254034
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1.7E-199
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-553049.6685
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-511989.4294
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-553049.6685
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-511989.4294
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Census_Response_Rate_Social_Capital_Proxy
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6726.531097
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119.6982789
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56.19572108
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1.8E-217
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6491.35407
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6961.708125
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6491.35407
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6961.708125
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strength and weakness
Different
strength and weakness parameters are considered in the report. The results can
be used to overcome the issues of poverty and to reduce it by manifolds. The
indicators of success are low income household with children. Index of family
strength, economic problem-solving strategies, communication, social support,
and family cohesion.