In: Statistics and Probability
Find the regression equation, letting the first variable be the predictor (x) variable. Find the best predicted Nobel Laureate rate for a country that has 78.2 Internet users per 100 people. How does it compare to the country's actual Nobel Laureate rate of 1 per 10 million people?
Internet Users Per 100 Nobel Laureates
79.5 5.5
80.6 24.2
77.8 8.7
45 0.1
82.7 6.1
37.9 0.1
89.2 25.3
88.9 7.6
79.8 9
83.6 12.8
52.8 1.9
77.3 12.7
56.5 3.3
78.4 1.5
92.1 11.5
93.9 25.3
64.6 3.1
57.5 1.9
67.8 1.7
93.4 32.1
84.5 31.6
86.8 18.9
77.6 10.9
using excel>data >data analysis>Regression
we have
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.701503 | |||||
R Square | 0.492106 | |||||
Adjusted R Square | 0.467921 | |||||
Standard Error | 7.455134 | |||||
Observations | 23 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 1130.88 | 1130.88 | 20.34724 | 0.000192 | |
Residual | 21 | 1167.16 | 55.57903 | |||
Total | 22 | 2298.039 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | -23.1714 | 7.75977 | -2.9861 | 0.007042 | -39.3087 | -7.03409 |
Internet Users Per 100 | 0.456395 | 0.101179 | 4.510791 | 0.000192 | 0.245983 | 0.666808 |
the regression equation is
Nobel Laureate rate = -23.1714 + 0.456395 * Internet users per 100
the best predicted Nobel Laureate rate for a country that has 78.2 Internet users per 100 people is = -23.1714 + 0.456395 * 78.2
= 12.52