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    Regression analysis

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    Regression analysis

    Published by Brilliant Ravens

    Leisure Publishers Ltd. recently published 20 romantic novels by 20 different authors.
    Sales ranged from just over 5,000 copies for one novel to about 24,000 copies for
    another novel. Before publishing, each novel had been assessed by a reader who had
    given it a rating between 1 and 10. The managing director suspects that the main
    influence on sales is the cover of the book. The illustrations on the front covers were
    drawn either by artist A or artist B. The short description on the back cover of the
    novel was written by either editor C or editor D.
    A multiple regression analysis was done using the following variables:
    Y sales (millions of shillings).
    X1
    1 if front cover is by artist A.
    2 if front cover is by artist B.
    X2
    readers’ rating
    X1
    1 if the short description of the novel is by editor C.
    2 if the short description of the novel is by editor D.
    The computer analysis produced the following results:
    Correlation coefficient r = 0.921265
    Standard error of estimate = 2.04485
    Analysis of variance

    Degrees of
    freedom
    Sum of
    squares
    Mean
    square
    F ratio
    Regression 3 375.37 125.12 29.923
    Residue 16 66.903 1.1814
    Individual analysis of variables:
    Variable Coefficient Standard error F Value
    Constant 15.7588 2.54389 38.375
    1 -6.25485 0.961897 42.284
    2 0.0851136 0.298272 0.081428
    3 5.86599 0.922233 40.457741
    Correlation Coefficients
    1 – 0.307729 0 – 0.674104
    1 0.123094 0.310838
    1 0.627329
    1
    Required:
    (a) The regression equation. (3 marks)
    (b) Does the regression analysis provide useful information? Explain. (3
    marks)
    (c) Explain whether the covers were more important for sales than known quality
    of the novels. (4
    marks)
    (d) State with 95% confidence the difference in sales of a novel if its cover
    illustrations were done by artist B instead of artist A.
    (5 marks)
    (e) State with 95% confidence the difference in sales of a novel if its short
    description was by editor D and not editor C.
    (5 marks)

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