he sales of a company (in million dollars) for each year are shown in the table ...
Jul 4, 2024
he sales of a company (in million dollars) for each year are shown in the table below.
x (year) 2005 2006 2007 2008 2009
y (sales) 12 19 29 37 45
Find the least square regression line y = a + bx
b) Use the least squares regression line as a model to estimate the sales of the company in 2010.
Generated Graph
Solution by Steps
step 1
To find the least squares regression line, we first need to fit a linear model to the given data points: \{(2005, 12), (2006, 19), (2007, 29), (2008, 37), (2009, 45)\}
step 2
Using the Asksia-LL calculator, the linear fit model is determined to be y=8.4x−16830.4
step 3
To estimate the sales of the company in 2010 using the least squares regression line, we substitute x=2010 into the equation y=8.4x−16830.4
step 4
Calculating the value: y=8.4×2010−16830.4=16884−16830.4=53.6
Answer
The estimated sales of the company in 2010 is 53.6 million dollars.
Key Concept
Least Squares Regression Line
Explanation
The least squares regression line is a method to find the best-fitting line through a set of points by minimizing the sum of the squares of the vertical distances of the points from the line.