Develop an estimated multiple linear regression model that could be used to predict the alumni giving rate using the graduation, % of Classes Under 20, and Student/Faculty Ratio as independent variables. Discuss your findings.
Develop an estimated multiple linear regression model that could be used to predict the alumni giving rate using the graduation, % of Classes Under 20, and Student/Faculty Ratio as independent variables. Discuss your findings.
Functions and Change: A Modeling Approach to College Algebra (MindTap Course List)
6th Edition
ISBN:9781337111348
Author:Bruce Crauder, Benny Evans, Alan Noell
Publisher:Bruce Crauder, Benny Evans, Alan Noell
Chapter3: Straight Lines And Linear Functions
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- Develop an estimated multiple linear regression model that could be used to predict the alumni giving rate using the graduation, % of Classes Under 20, and Student/Faculty Ratio as independent variables. Discuss your findings.
| School | SFR | LT20 | GT50 | GRAD | FRR | GIVE |
| Arizona State | 24 | 42% | 16% | 59% | 81% | 8% |
| Arkansas State—Jonesboro | 19 | 49% | 4% | 37% | 69% | 11% |
| Auburn | 18 | 24% | 17% | 66% | 87% | 31% |
| Air Force | 8 | 74% | 0.10% | 81% | 88% | 11% |
| Military Academy | 8 | 95% | 0% | 86% | 92% | 28% |
| Akron | 20 | 39% | 6% | 35% | 69% | 15% |
| Arizona | 20 | 35% | 17% | 60% | 79% | 5% |
| Arkansas | 18 | 28% | 18% | 58% | 83% | 23% |
| Ball State | 18 | 34% | 12% | 57% | 78% | 11% |
| Baylor | 14 | 49% | 9% | 71% | 85% | 14% |
| Boise State | 21 | 33% | 11% | 27% | 67% | 8% |
| Boston College | 14 | 47% | 6% | 91% | 96% | 27% |
| Bowling Green State | 19 | 33% | 7% | 61% | 75% | 8% |
| BYU | 21 | 46% | 12% | 78% | 84% | 17% |
| SUNY | 16 | 36% | 21% | 67% | 88% | 9% |
| Alabama | 19 | 46% | 16% | 67% | 85% | 34% |
| Central Michigan | 22 | 32% | 11% | 54% | 78% | 8% |
| Clemson | 16 | 51% | 13% | 76% | 91% | 28% |
| Colorado State | 18 | 34% | 19% | 64% | 83% | 7% |
| Berkley | 17 | 62% | 15% | 91% | 97% | 12% |
| Cincinnati | 17 | 38% | 11% | 56% | 84% | 11% |
| Boulder | 18 | 38% | 16% | 68% | 84% | 8% |
| Fresno | 20 | 18% | 10% | 49% | 83% | 4% |
| Duke | 8 | 71% | 6% | 94% | 97% | 36% |
| East Carolina | 17 | 33% | 14% | 57% | 78% | 5% |
| Eastern Michigan | 18 | 39% | 5% | 38% | 72% | 3% |
| Florida Atlantic | 21 | 27% | 15% | 42% | 77% | 4% |
| Florida International | 28 | 23% | 22% | 46% | 81% | 6% |
| Florida State | 22 | 35% | 16% | 74% | 90% | 19% |
| Connecticut | 18 | 44% | 17% | 81% | 93% | 17% |
| Florida | 21 | 41% | 16% | 84% | 96% | 15% |
| Georgia IoT | 19 | 40% | 23% | 80% | 93% | 28% |
| Georgia State | 20 | 14% | 16% | 48% | 83% | 6% |
| Georgia | 19 | 35% | 12% | 82% | 94% | 14% |
| Hawaii | 14 | 45% | 10% | 50% | 78% | 8% |
| Houston | 23 | 28% | 22% | 46% | 79% | 13% |
| Indiana | 19 | 34% | 18% | 71% | 90% | 16% |
| Iowa State | 17 | 30% | 20% | 70% | 85% | 15% |
| Kansas State | 21 | 49% | 11% | 60% | 79% | 19% |
| Kent State | 20 | 45% | 8% | 50% | 76% | 4% |
| Idaho | 18 | 45% | 10% | 55% | 78% | 11% |
| Illinois—Urbana-Champaign | 16 | 34% | 21% | 84% | 94% | 13% |
| Iowa | 16 | 49% | 12% | 70% | 84% | 12% |
| Kansas | 20 | 42% | 12% | 61% | 79% | 18% |
| Kentucky | 18 | 30% | 16% | 58% | 80% | 12% |
| Louisiana State—Baton Rouge | 22 | 34% | 19% | 61% | 85% | 14% |
| Louisiana Tech University | 22 | 48% | 9% | 49% | 73% | 13% |
| University of Louisiana—Lafayette | 23 | 30% | 7% | 40% | 74% | 7% |
| University of Louisiana—Monroe | 18 | 30% | 13% | 30% | 72% | 5% |
| University of Louisville | 18 | 25% | 12% | 49% | 78% | 12% |
| Marshall University | 20 | 38% | 4% | 44% | 71% | 10% |
| Miami University—Oxford | 17 | 32% | 12% | 80% | 89% | 16% |
| Michigan State University | 16 | 23% | 21% | 77% | 91% | 14% |
| Middle Tennessee State University | 21 | 32% | 7% | 45% | 81% | 6% |
| Mississippi State University | 20 | 38% | 14% | 58% | 83% | 17% |
| University of Maryland—College Park | 18 | 35% | 16% | 81% | 94% | 10% |
| University of Massachusetts—Amherst | 19 | 45% | 17% | 69% | 87% | 11% |
| University of Memphis | 15 | 36% | 11% | 40% | 76% | 6% |
| University of Miami | 11 | 53% | 7% | 80% | 90% | 17% |
| University of Michigan—Ann Arbor | 15 | 48% | 16% | 90% | 96% | 15% |
| University of Minnesota—Twin Cities | 21 | 38% | 19% | 70% | 89% | 13% |
| University of Missouri | 20 | 47% | 15% | 69% | 85% | 16% |
| New Mexico State University | 20 | 45% | 10% | 45% | 76% | 6% |
| North Carolina State University—Raleigh | 18 | 30% | 20% | 71% | 90% | 11% |
| Northern Illinois University | 17 | 44% | 12% | 56% | 75% | 6% |
| Northwestern University | 7 | 75% | 6% | 94% | 97% | 30% |
| United States Naval Academy | 9 | 56% | 0.10% | 89% | 97% | 21% |
| University of Nebraska—Lincoln | 20 | 38% | 14% | 64% | 84% | 22% |
| University of Nevada—Reno | 27 | 33% | 16% | 50% | 78% | 9% |
| University of New Mexico | 22 | 40% | 14% | 44% | 78% | 7% |
| University of North Carolina—Chapel Hill | 14 | 37% | 13% | 90% | 97% | 22% |
| University of North Texas | 23 | 29% | 20% | 48% | 76% | 5% |
| University of Notre Dame | 12 | 55% | 10% | 96% | 98% | 41% |
| Ohio State University—Columbus | 19 | 32% | 20% | 78% | 93% | 15% |
| Ohio University | 19 | 42% | 11% | 65% | 80% | 8% |
| Oklahoma State University | 19 | 39% | 12% | 59% | 79% | 15% |
| Oregon State University | 25 | 36% | 20% | 60% | 82% | 12% |
| University of Mississippi | 18 | 46% | 13% | 59% | 80% | 13% |
| University of Oklahoma | 17 | 41% | 11% | 64% | 83% | 19% |
| University of Oregon | 20 | 37% | 17% | 68% | 84% | 13% |
| Pennsylvania State University—University Park | 17 | 39% | 15% | 85% | 93% | 21% |
| Purdue University—West Lafayette | 14 | 37% | 17% | 69% | 87% | 19% |
| Rice University | 6 | 69% | 8% | 92% | 97% | 32% |
| Rutgers, the State University of New Jersey—New Brunswick | 15 | 41% | 20% | 77% | 91% | 10% |
| San Diego State University | 21 | 22% | 24% | 66% | 83% | 2% |
| San Jose State University | 25 | 25% | 9% | 44% | 82% | 2% |
| Southern Methodist University | 12 | 58% | 8% | 74% | 89% | 19% |
| Stanford University | 6 | 70% | 13% | 95% | 98% | 34% |
| University of Pittsburgh | 14 | 42% | 18% | 78% | 92% | 13% |
| University of South Alabama | 22 | 42% | 8% | 37% | 68% | 2% |
| University of South Carolina | 19 | 38% | 11% | 68% | 87% | 17% |
| University of South Florida | 28 | 23% | 16% | 51% | 86% | 15% |
| University of Southern Mississippi | 18 | 43% | 11% | 47% | 74% | 13% |
| Syracuse University | 16 | 61% | 9% | 82% | 91% | 17% |
| Temple University | 19 | 33% | 8% | 65% | 87% | 8% |
| Texas A&M University—College Station | 19 | 21% | 23% | 79% | 92% | 21% |
| Texas Christian University | 13 | 40% | 8% | 74% | 86% | 18% |
| Texas State University—San Marcos | 19 | 19% | 19% | 55% | 78% | 5% |
| Texas Tech University | 23 | 22% | 24% | 63% | 82% | 15% |
| Troy University | 20 | 58% | 4% | 40% | 72% | 9% |
| Tulane University | 11 | 67% | 6% | 74% | 89% | 19% |
| University of Tennessee | 15 | 31% | 8% | 60% | 85% | 11% |
| University of Texas—Austin | 18 | 34% | 25% | 81% | 92% | 14% |
| University of Toledo | 19 | 34% | 31% | 45% | 68% | 5% |
| University of Alabama—Birmingham | 17 | 39% | 15% | 41% | 79% | 13% |
| University of California—Los Angeles | 16 | 52% | 22% | 90% | 97% | 13% |
| University of Central Florida | 31 | 28% | 23% | 63% | 86% | 16% |
| University of Nevada—Las Vegas | 22 | 25% | 18% | 41% | 76% | 5% |
| University of Southern California | 9 | 63% | 11% | 89% | 97% | 39% |
| University of Texas—San Antonio | 23 | 24% | 23% | 26% | 58% | 5% |
| University of Tulsa | 11 | 70% | 1% | 65% | 88% | 22% |
| University of Utah | 15 | 42% | 17% | 57% | 83% | 11% |
| Utah State University | 19 | 32% | 18% | 56% | 74% | 8% |
| University of Virginia | 16 | 52% | 16% | 93% | 97% | 22% |
| University of Washington | 12 | 33% | 21% | 80% | 93% | 15% |
| University of Wyoming | 14 | 42% | 10% | 53% | 73% | 10% |
| Vanderbilt University | 8 | 64% | 9% | 91% | 97% | 23% |
| Virginia Tech | 17 | 25% | 21% | 80% | 92% | 15% |
| Wake Forest University | 11 | 54% | 3% | 89% | 94% | 29% |
| Washington State University | 15 | 37% | 22% | 69% | 83% | 13% |
| West Virginia University | 23 | 32% | 19% | 59% | 80% | 12% |
| Western Kentucky University | 19 | 43% | 6% | 49% | 73% | 13% |
| Western Michigan University | 19 | 36% | 11% | 52% | 74% | 10% |
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Develop an estimated multiple linear regression model that could be used to predict the alumni giving rate using Graduation Rate, % of Classes Under 20, and Student/Faculty Ratio as independent variables. Discuss your findings.
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