{"id":34587,"date":"2024-04-26T22:56:24","date_gmt":"2024-04-26T22:56:24","guid":{"rendered":"http:\/\/localhost\/branding\/linear-regression-analysis\/"},"modified":"2024-04-26T22:56:24","modified_gmt":"2024-04-26T22:56:24","slug":"linear-regression-analysis","status":"publish","type":"post","link":"https:\/\/sheilathewriter.com\/blog\/linear-regression-analysis\/","title":{"rendered":"Linear Regression Analysis"},"content":{"rendered":"<p>Linear Regression Analysis<\/p>\n<p>Student\u2019s Name<\/p>\n<p>Institution Affiliation<\/p>\n<p>Course Name and Code<\/p>\n<p>Professor\u2019s Name<\/p>\n<p>Date<\/p>\n<p>Linear Regression Analysis<\/p>\n<p>The type of relationship. <\/p>\n<p>Based on the scatter plot plotted, there exists a strong positive linear relationship between rate of service and worker hours. <\/p>\n<p>Develop a linear regression model to explain the variation in the service rating.<\/p>\n<p>The linear regression model is as follows:<\/p>\n<p> ????\u0302=66.7111+1.0617????<\/p>\n<p>The coefficient of determination (R\u00b2) =83.81%<\/p>\n<p>Therefore, 83.81% of the variation in the rate of service can be explained by the variation in the worker hours, while the other variation could be explained by other factors outside the model. <\/p>\n<p>Describe the model, showing the results of the pertinent hypothesis tests, using a significance level of 0.10.<\/p>\n<p>Hypothesis<\/p>\n<p>Here, we test whether there exists a significant relationship between rate of service and Worker hours. Thus, <\/p>\n<p>H0: \u03c1=0<\/p>\n<p>H1: \u03c1\u22600<\/p>\n<p>Test statistic<\/p>\n<p>From the regression output;<\/p>\n<p>The correlation coefficient (r)= 0.9155<\/p>\n<p>t=7.8828<\/p>\n<p>Degrees of freedom<\/p>\n<p>n-2=14-2=12.<\/p>\n<p>P_value<\/p>\n<p>Using the excel function, \u201c=2*(1-T.DIST(7.8828, 12, TRUE))\u201d<\/p>\n<p>P_value=4.37173E-06=0.0000<\/p>\n<p>\u03b1=0.10<\/p>\n<p>P_value (0.0000) &lt; \u03b1 (0.10)<\/p>\n<p>Therefore, since P_value &lt; \u03b1 we reject the null hypothesis and conclude that there is enough evidence to support that there is a significant relationship between the rate of service and worker hours at the significance level of 0.10. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Linear Regression Analysis Student\u2019s Name Institution Affiliation Course Name and Code Professor\u2019s Name Date Linear Regression Analysis The type of<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-34587","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - 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