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Question: A teacher wishes to know whether there is any relationship between the hours of study and the test scores of the students. Ten students were selected randomly and were given a test. Test the hypothesis that there is a significant relationship between hours of study and test scores at α = 0.01 using the P-value method and determine the equation of the regression line and predict the value for y ′ when x = 16. Hours of study (x ) 6 11 8 11 12 14 15 7 12 6 Test scores (y ) 50 75 65 70 78 85 90 65 80 55
A ) yes, y ′ = 32.53 + 3.8x , 98.33 B ) no, y ′ = 32.53 + 3.8x , 98.33 C ) yes, y ′ = 32.53 + 3.8x , 93.33 D ) no, y ′ = 32.53 + 3.8x , 93.33 Steps to derive 1 Make a table with values for x , y , x 2 , y 2 , xy 2 r = n ( Σ x y ) - ( Σ x ) ( Σ y ) [ n ( Σ x 2 ) - ( Σ x ) 2 ] [ n ( Σ y 2 ) - ( Σ y ) 2 ] 3 r = + 0.969 [Substitute the values and simplify.]4 Therefore, r is significant and the regression line can be found for any predictions.5 State the hypothesis: H0 : ρ = 0 and H1 : ρ ≠ 06 Compute the test value, t = r n - 2 1 - r 2 = 11.09 [Substitute the values and simplify.]7 We can see that the t - value (11.09) obtained and with degrees of freedom = 8 lies beyond 3.3558 Hence, P - value falls beyond 0.01, i.e., P - value < 0.01, reject the null hypothesis, since P - value < 0.019 Therefore, there is a significant relationship between the hours of study and the test scores.10 Regression line equation is y ′ = a + bx a = ( Σ y ) ( Σ x 2 ) - ( Σ x ) ( Σ x y ) n ( Σ x 2 ) - ( Σ x ) 2 b = n ( Σ x y ) - ( Σ x ) ( Σ y ) n ( Σ x 2 ) - ( Σ x ) 2 11 a = 32.53, b = 3.8 [Substitute the values and simplify.]12 Therefore, the equation of the regression line y ′ = a + bx is y ′ = 32.53 + 3.8x 13 When x = 16, y ′ = 93.33Hence the right answer is Option C Click Here To Go Back Few Other Questions - In which year is the population of Mid west and North west the same?.. 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