Develop an estimated multiple linear regression model that could be used to predict the alumni giving rate using the graduation, % of Classes Under 20 (LT20), and Student/Faculty Ratio (SFR) as independent variables. Discuss your findings. SchoolSFRLT20GT50GRADFRRGIVEArizona State2442%16%59%81%8%Arkansas State—Jonesboro1949%4%37%69%11%Auburn1824%17%66%87%31%Air Force874%0.10%81%88%11% Military Academy895%0%86%92%28% Akron2039%6%35%69%15%Arizona2035%17%60%79%5%Arkansas1828%18%58%83%23%Ball State 1834%12%57%78%11%Baylor 1449%9%71%85%14%Boise State 2133%11%27%67%8%Boston College1447%6%91%96%27%Bowling Green State 1933%7%61%75%8%BYU2146%12%78%84%17%SUNY1636%21%67%88%9%Alabama1946%16%67%85%34%Central Michigan2232%11%54%78%8%Clemson 1651%13%76%91%28%Colorado State1834%19%64%83%7%Berkley1762%15%91%97%12%Cincinnati1738%11%56%84%11%Boulder1838%16%68%84%8%Fresno2018%10%49%83%4%Duke 871%6%94%97%36%East Carolina 1733%14%57%78%5%Eastern Michigan 1839%5%38%72%3%Florida Atlantic2127%15%42%77%4%Florida International2823%22%46%81%6%Florida State2235%16%74%90%19%Connecticut1844%17%81%93%17%Florida2141%16%84%96%15%Georgia IoT1940%23%80%93%28%Georgia State2014%16%48%83%6%Georgia1935%12%82%94%14%Hawaii1445%10%50%78%8%Houston2328%22%46%79%13%Indiana1934%18%71%90%16%Iowa State1730%20%70%85%15%Kansas State2149%11%60%79%19%Kent State2045%8%50%76%4%Idaho1845%10%55%78%11%Illinois—Urbana-Champaign1634%21%84%94%13%Iowa1649%12%70%84%12%Kansas2042%12%61%79%18%Kentucky1830%16%58%80%12%Louisiana State—Baton Rouge2234%19%61%85%14%Louisiana Tech University2248%9%49%73%13%University of Louisiana—Lafayette2330%7%40%74%7%University of Louisiana—Monroe1830%13%30%72%5%University of Louisville1825%12%49%78%12%Marshall University2038%4%44%71%10%Miami University—Oxford1732%12%80%89%16%Michigan State University1623%21%77%91%14%Middle Tennessee State University2132%7%45%81%6%Mississippi State University2038%14%58%83%17%University of Maryland—College Park1835%16%81%94%10%University of Massachusetts—Amherst1945%17%69%87%11%University of Memphis1536%11%40%76%6%University of Miami1153%7%80%90%17%University of Michigan—Ann Arbor1548%16%90%96%15%University of Minnesota—Twin Cities2138%19%70%89%13%University of Missouri2047%15%69%85%16%New Mexico State University2045%10%45%76%6%North Carolina State University—Raleigh1830%20%71%90%11%Northern Illinois University1744%12%56%75%6%Northwestern University775%6%94%97%30%United States Naval Academy956%0.10%89%97%21%University of Nebraska—Lincoln2038%14%64%84%22%University of Nevada—Reno2733%16%50%78%9%University of New Mexico2240%14%44%78%7%University of North Carolina—Chapel Hill1437%13%90%97%22%University of North Texas2329%20%48%76%5%University of Notre Dame1255%10%96%98%41%Ohio State University—Columbus1932%20%78%93%15%Ohio University1942%11%65%80%8%Oklahoma State University1939%12%59%79%15%Oregon State University2536%20%60%82%12%University of Mississippi1846%13%59%80%13%University of Oklahoma1741%11%64%83%19%University of Oregon2037%17%68%84%13%Pennsylvania State University—University Park1739%15%85%93%21%Purdue University—West Lafayette1437%17%69%87%19%Rice University669%8%92%97%32%Rutgers, the State University of New Jersey—New Brunswick1541%20%77%91%10%San Diego State University2122%24%66%83%2%San Jose State University2525%9%44%82%2%Southern Methodist University1258%8%74%89%19%Stanford University670%13%95%98%34%University of Pittsburgh1442%18%78%92%13%University of South Alabama2242%8%37%68%2%University of South Carolina1938%11%68%87%17%University of South Florida2823%16%51%86%15%University of Southern Mississippi1843%11%47%74%13%Syracuse University1661%9%82%91%17%Temple University1933%8%65%87%8%Texas A&M University—College Station1921%23%79%92%21%Texas Christian University1340%8%74%86%18%Texas State University—San Marcos1919%19%55%78%5%Texas Tech University2322%24%63%82%15%Troy University2058%4%40%72%9%Tulane University1167%6%74%89%19%University of Tennessee1531%8%60%85%11%University of Texas—Austin1834%25%81%92%14%University of Toledo1934%31%45%68%5%University of Alabama—Birmingham1739%15%41%79%13%University of California—Los Angeles1652%22%90%97%13%University of Central Florida3128%23%63%86%16%University of Nevada—Las Vegas2225%18%41%76%5%University of Southern California963%11%89%97%39%University of Texas—San Antonio2324%23%26%58%5%University of Tulsa1170%1%65%88%22%University of Utah1542%17%57%83%11%Utah State University1932%18%56%74%8%University of Virginia1652%16%93%97%22%University of Washington1233%21%80%93%15%University of Wyoming1442%10%53%73%10%Vanderbilt University864%9%91%97%23%Virginia Tech1725%21%80%92%15%Wake Forest University1154%3%89%94%29%Washington State University1537%22%69%83%13%West Virginia University2332%19%59%80%12%Western Kentucky University1943%6%49%73%13%Western Michigan University1936%11%52%74%10%

SUMMARY OUTPUT Regression Statistics Multiple R…

Answered: Develop an estimated multiple linear…

MATLAB: An Introduction with Applications

6th Edition

ISBN:9781119256830

Author:Amos Gilat

Publisher:Amos Gilat

Chapter1: Starting With Matlab

Section: Chapter Questions

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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 (LT20), and Student/Faculty Ratio (SFR) 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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