An online shopping website collected data regarding its operations and obtained the following linear regression model for the estimated revenue in millions, the hat notation Y , based on the click-through rate in thousands, x. What is the best interpretation of the value of the estimated slope of 0.2? Select one. When there are no clicks on the website, the estimated revenue is $0.2 million. The estimated change in revenue for each additional thousand clicks is $0.2 million. Every click on the website causes $0.2 million more revenue. The estimated change in the click-through rate is 0.2 thousand for each for each one million in revenue.
Correlation
Correlation defines a relationship between two independent variables. It tells the degree to which variables move in relation to each other. When two sets of data are related to each other, there is a correlation between them.
Linear Correlation
A correlation is used to determine the relationships between numerical and categorical variables. In other words, it is an indicator of how things are connected to one another. The correlation analysis is the study of how variables are related.
Regression Analysis
Regression analysis is a statistical method in which it estimates the relationship between a dependent variable and one or more independent variable. In simple terms dependent variable is called as outcome variable and independent variable is called as predictors. Regression analysis is one of the methods to find the trends in data. The independent variable used in Regression analysis is named Predictor variable. It offers data of an associated dependent variable regarding a particular outcome.
An online shopping website collected data regarding its operations and obtained the following linear regression model for the estimated revenue in millions, the hat notation Y , based on the click-through rate in thousands, x.
What is the best interpretation of the value of the estimated slope of 0.2? Select one.
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When there are no clicks on the website, the estimated revenue is $0.2 million. |
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The estimated change in revenue for each additional thousand clicks is $0.2 |
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Every click on the website causes $0.2 million more revenue. |
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The estimated change in the click-through rate is 0.2 thousand for each for each one |
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