In Exercise find the required linear model as follows: If you do not have a graphing calculator or spreadsheet program, use the first and last data points to determine a line. If you do have a graphing calculator or spreadsheet program, find the least-squares regression line. (See Examples 1, 2, 4, and 6.)
Social Science The accompanying table shows how poverty-level income cutoffs (in dollars) for a family of four have changed over time (in large part because of inflation).†
Year | 1980 | 1985 | 1990 | 1995 | 2000 | 2005 |
Income | 8414 | 10,989 | 13,359 | 15,569 | 17,604 | 19,971 |
(a) Find a linear− model for the data, with x = 0 corresponding to 1980.
(b) Assuming the trend continues, what is the approximate poverty-level income cutoff in 2009? in 2011 ?
Example 6
Education Enrollment projections (in millions) for all U.S. colleges and universities in selected years are shown in the following table*:
Year | Enrollment | Year | Enrollment |
2000 | 15.313 | 2005 | 16.679 |
2001 | 15.928 | 2006 | 16.887 |
2002 | 16.103 | 2007 | 17.958 |
2003 | 16.360 | 2008 | 18.264 |
2004 | 16.468 |
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(a) Let x = 0 correspond to 2000. Use a graphing calculator or spreadsheet program to find a linear model for the data and determine how well il fits the data points.
Solution The least-squares regression line (with coefficients rounded) is
as shown in Figure 1. The correlation coefficient is r ≈ .96, which is very close to 1, so this line fits the data well.
(b) Assuming the trend continues, predict the enrollment in 2014.Solution Let x = 14 (corresponding to 2014) in the regression equation:
Therefore, the enrollment in 2014 will be approximately 19,959,300 students.
(c) According to this model, in what year will enrollment reach 21 million?Solution Let y = 21 and solve the regression equation for x:
Since these enrollment figures change once a year, use the nearest integer value for x, namely, 17. So enrollment will reach 21 million in 2017.
FIGURE 1
*As of fall of each year; Statistical Abstracts of the United States: 2008.
†U.S. Census Bureau, Current Population Reports.
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