How To Use Manova Statistical Test To Analyze A Survey Dataset

ID Gender Race Level Course Nu Q1 IC Q2 II Q3 IS Q4 IM Q5 II Q6 IM Q7 IS Q8 IM Q9 IC Q10 IS Q11 IC Q12 II Q13 IS Q14 IC Q 15 IM Q16 II Q17 AP Q 18 AP Q19 AP Q20 AP Q21 AP 1 Female American Indian Freshman English 1 12 4 3 3 3 2 4 3 3 2 3 3 3 2 4 4 4 6 5 5 5 5 2 Female Other Freshman Literary Theory and Criticism 1 4 0 2 2 4 2 2 1 3 2 3 0 2 2 0 4 7 7 7 7 6 3 Female Other Sophomore EDUC5323 9 4 4 4 4 4 3 3 2 2 3 4 2 2 1 3 3 4 4 3 5 4 4 Female Asian Sophomore EDUC 5322 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 7 7 7 7 7 5 Female American African Senior Educational Leadership 3 3 3 4 2 3 1 2 1 3 3 3 3 3 3 3 2 6 7 7 7 6 6 Female Other Senior Curriculum and Instruction 1 3 3 3 3 4 4 4 3 3 3 4 4 3 3 3 3 6 6 6 6 6 7 Female Hispanic Senior Integrating Technology into Education, Literary Theory and Criticism 8 3 3 4 3 3 3 3 3 4 3 3 2 4 3 4 3 7 7 7 7 2 8 Female Other Senior Literary Criticism 10 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 9 Male White Sophomore English 2 10 3 3 3 3 3 3 3 3 2 3 3 3 4 3 3 4 7 7 7 7 7 10 Female White Sophomore English 13 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 7 7 7 7 7 11 Female White Senior Engineering Statistics 13 4 4 3 4 4 4 4 4 4 3 3 3 4 4 4 4 7 7 7 7 6 12 Female White Sophomore INDE 3330 10 4 4 3 3 4 4 3 3 3 3 4 3 3 3 4 4 7 6 7 7 6 13 Female White Junior INDE 3432-Manufacturing Processes 7 1 0 1 1 3 1 3 2 0 0 2 1 2 1 1 2 5 7 7 7 6 14 Male Hispanic Sophomore PHYS 1322- Physics II 5 0 0 1 0 0 0 2 2 0 4 1 1 2 0 0 0 6 5 6 6 5 15 Female Hispanic Sophomore INDE 2331- Computer Applications for Industrial Engineers 6 0 0 0 0 0 0 2 1 1 3 1 3 1 0 0 0 7 7 7 6 6 16 Female Other Sophomore Statistics 1 5 3 3 4 4 4 3 3 3 4 0 4 2 3 3 4 4 6 7 7 7 7 17 Female Latino Junior Manufacturing Processes 3 0 0 1 0 2 1 2 0 0 2 1 0 2 0 1 2 7 6 6 7 6 18 Female Hispanic Senior Composition 1 8 1 2 1 1 2 1 1 3 2 3 2 4 3 3 3 2 7 7 6 5 7 19 Female Other Freshman Counseling - Human Behavior 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 7 7 7 7 6 20 Male White Freshman MASTER EDUCATION ONLINE COUNSELING 9 4 3 3 3 3 2 3 2 2 2 3 2 3 3 3 3 5 5 6 6 6 21 Female White Senior Practicum in School Counseling 10 3 4 4 4 4 4 4 3 2 3 4 3 3 3 3 4 6 7 7 6 5 22 Male Latino Sophomore Arts 1301 8 3 3 3 4 4 4 3 4 4 4 4 3 4 3 4 4 6 6 7 7 6 23 Female Asian Junior Linear Algebra 6 3 3 3 2 3 3 4 4 4 3 3 3 3 3 3 4 7 6 6 7 6 24 Male White Sophomore math 9 3 3 3 3 3 3 3 2 4 3 4 3 3 3 2 3 7 7 7 6 6 25 Male White Junior Algebra 1 3 2 1 0 0 0 0 0 0 2 0 2 0 1 0 2 2 3 2 5 5 3 26 Male White Senior Counseling Special Populations 13 2 2 1 3 3 4 2 2 1 1 2 2 2 3 4 3 6 6 6 6 3 27 Female Asian Junior English 6 3 3 3 2 3 4 3 4 3 2 4 3 3 4 3 4 7 6 7 7 6 28 Female American African Junior History 6 3 4 3 4 4 3 3 3 3 4 3 3 4 4 3 2 6 6 6 6 6 29 Female American African Junior Chemistry 7 3 4 2 2 3 3 3 4 2 3 3 2 3 4 2 3 6 5 6 7 6 30 Male Asian Junior Math 2414 6 3 4 3 2 3 3 2 3 3 4 3 2 2 4 3 2 7 6 7 6 5 31 Male Asian Junior statistics 6 3 4 3 3 2 2 2 3 1 3 4 3 4 4 3 2 7 6 6 7 6 32 Male White Junior counseling 7 3 4 3 3 2 3 4 4 3 2 3 4 3 4 4 4 6 6 7 5 6 33 Male Hispanic Junior counseling 5 3 4 3 4 4 4 3 4 3 3 4 3 3 3 3 3 6 6 6 7 6 34 Male American Indian Sophomore Writing 12 3 4 4 3 3 2 4 3 2 4 3 1 2 2 2 3 7 6 7 6 5 35 Male American Indian Junior physics I 8 3 4 3 3 4 3 4 4 4 3 2 3 3 4 3 3 6 7 6 5 6 36 Male Hispanic Freshman linear algebra 4 3 3 4 3 3 2 2 3 3 3 4 4 3 3 2 3 7 6 7 7 6 37 Male Hispanic Junior physics I 7 3 4 4 3 4 3 4 4 3 3 2 2 3 4 4 4 6 6 5 5 6 38 Female American Indian Junior ENGR 1201 9 3 4 3 3 4 2 2 4 4 3 3 3 4 3 3 4 6 7 7 6 7 39 Female Hispanic Freshman Writing 1301 3 2 2 2 3 4 3 3 3 2 1 2 3 2 3 2 2 6 5 6 7 5 40 Female Other Sophomore English ll 6 3 3 4 3 3 4 3 3 3 1 4 3 3 3 3 3 6 6 7 6 6 41 Male White Senior Economics 14 3 3 2 4 4 3 3 3 4 2 4 3 4 4 3 3 6 6 5 6 5 42 Male Hispanic Sophomore Stochastic models 7 3 3 3 3 2 3 3 3 2 1 3 3 3 4 4 3 6 7 6 6 5 43 Female Hispanic Senior Composition 8 2 4 2 4 4 3 2 2 1 1 4 1 2 2 2 3 6 5 5 4 5 44 Male American African Sophomore Psychology 5 1 2 2 2 3 2 2 1 1 1 1 3 3 4 3 0 4 5 4 5 5 45 Male White Junior Algebra 4 1 3 2 1 3 2 2 3 4 1 2 3 2 1 3 2 2 2 5 6 5 46 Male Hispanic Junior history 2 7 3 3 2 3 3 3 4 3 3 3 4 4 4 2 1 2 6 6 7 7 5 47 Female American Indian Junior Art 6 3 4 3 3 2 4 3 4 3 1 2 1 3 3 2 3 5 6 4 6 4 48 Female American Indian Junior linear algebra 6 2 3 2 1 4 4 4 3 3 3 4 2 2 3 4 4 6 7 7 7 7 49 Female White Junior educ 6 3 3 3 2 3 3 3 2 1 3 3 3 3 3 2 3 6 7 6 6 6 50 Female American Indian Sophomore curriculum and instrction 8 2 3 2 2 4 2 2 3 3 3 2 3 3 3 3 2 6 7 7 6 6 51 Female White Sophomore curriculum and instruction 1 8 3 3 3 4 4 3 1 1 3 3 3 4 3 3 3 3 6 7 6 6 6 52 Male Asian Sophomore calculus 4 3 3 3 2 4 3 2 3 3 3 3 2 3 3 4 3 6 7 7 6 7 53 Male Asian Sophomore Physics 2 7 3 3 4 3 3 3 4 3 3 2 3 4 4 4 3 3 5 6 7 6 6 54 Male American African Sophomore Engineering math 3 3 3 4 4 2 3 4 3 4 4 3 4 3 3 3 4 6 6 6 6 6 55 Female Asian Junior Statistics 2 5 3 4 4 4 3 2 4 3 2 2 4 4 4 4 4 3 6 6 5 5 6 56 Male Hispanic Freshman English 1 2 3 3 3 3 4 2 4 2 4 3 4 4 3 4 4 3 5 6 6 6 5 57 Female Latino Sophomore Introduction to mechanics 6 3 3 3 2 4 4 3 4 4 3 4 4 4 3 4 4 6 6 6 6 7 58 Female White Junior Manufacturing processes 10 4 4 3 4 3 2 2 2 4 3 3 4 3 2 3 4 5 6 7 6 6 59 Male American Indian Junior Art 4 2 2 3 3 4 4 3 3 2 4 4 3 3 3 4 4 7 6 6 7 5 60 Male Asian Junior History I 7 3 3 3 4 2 2 4 4 3 2 2 3 3 2 2 3 6 6 6 7 7 61 Female Asian Junior Gov 5 3 3 3 4 2 2 4 1 4 2 2 3 3 3 2 2 6 6 7 6 6 62 Male Hispanic Freshman linear algebra 3 3 3 3 2 4 3 3 2 3 3 4 1 3 2 2 4 6 7 7 6 4 63 Female Hispanic Freshman linear algebra 7 3 2 2 3 4 4 3 3 3 3 4 3 2 2 4 3 6 6 4 7 6 64 Male Asian Sophomore calculus 8 4 4 4 3 3 2 2 3 1 3 4 3 3 3 4 4 7 7 6 5 4 65 Female Hispanic Junior Speech 8 3 3 3 3 3 2 3 2 3 4 3 2 3 3 3 3 6 7 6 6 6 66 Female Asian Junior English speech 10 3 3 2 3 4 4 4 2 2 2 3 2 4 3 2 3 6 7 7 6 5 67 Female White Junior Engi 1100 8 3 3 4 3 2 3 3 4 3 2 2 1 3 2 2 2 6 6 6 6 6 68 Female White Junior engi 1331 8 3 3 2 2 4 3 4 3 2 3 3 3 4 4 3 3 6 6 7 6 6 69 Male Asian Sophomore engi 1100 11 3 2 2 4 3 4 4 3 2 2 3 2 3 3 4 4 6 6 7 7 7 70 Female Asian Junior iden 2331 computer application 8 3 3 3 3 3 3 3 3 3 3 2 2 3 2 1 2 6 6 5 5 5 71 Male Asian Junior computer application 10 3 3 4 4 3 2 3 3 3 3 2 2 3 3 3 3 6 6 6 7 7 72 Male Asian Junior Computer application for enginnerring 8 3 3 3 4 4 4 4 4 4 3 3 4 4 4 4 4 6 6 7 7 7 73 Male Asian Sophomore Engi circuit 12 3 4 4 3 3 3 3 2 3 3 3 3 3 2 2 2 6 6 6 6 5 74 Female Hispanic Sophomore computer application 14 3 4 4 4 3 2 2 2 3 4 4 3 3 3 2 3 6 6 5 5 5 75 Female American Indian Junior stat 1 6 3 3 4 4 2 2 1 2 3 3 1 3 3 3 4 4 6 6 6 5 6 76 Male American Indian Sophomore statistic I 11 3 3 4 4 3 3 1 3 4 3 3 3 3 2 4 4 7 7 7 6 7 77 Male Hispanic Junior Engineering applicaiton 14 3 3 4 4 3 3 4 3 2 3 4 3 2 3 3 4 7 7 6 7 6 78 Female Other Freshman Introduction to engineering 8 3 3 3 3 4 4 4 3 3 3 3 3 3 3 3 3 6 6 7 7 6 79 Female Other Junior computing and problem solving 7 3 3 4 4 3 3 3 4 2 3 4 3 3 2 2 3 6 6 7 7 6 80 Female American Indian Sophomore engineering application I 6 3 3 2 2 3 3 3 4 2 4 4 1 1 2 3 3 5 5 6 7 6 81 Female Other Junior computer application 7 3 3 3 2 4 3 2 3 2 3 3 3 3 2 3 2 6 7 7 7 6 82 Male Asian Sophomore Intro to engineering 9 3 4 3 3 3 2 2 2 2 3 3 3 2 2 3 3 6 6 7 5 6 83 Female American Indian Sophomore Engi 1101 eng success 7 3 3 2 3 3 2 2 2 3 3 3 2 2 3 3 3 5 5 6 5 6 84 Female American Indian Junior Technical application 13 1 2 2 2 3 2 3 2 1 3 3 1 3 4 3 3 5 5 6 6 5 85 Female Asian Junior Engineering Technical communication 11 3 3 3 2 3 3 2 2 1 1 2 2 3 3 3 3 6 6 6 7 6 86 Male Asian Sophomore statistic I 9 3 3 2 2 2 3 3 2 3 2 4 4 4 4 3 3 6 6 6 7 5 87 Male American African Sophomore eng 8 1 1 0 0 1 0 1 0 0 1 0 0 0 1 1 2 4 4 6 6 4 88 Male American Indian Freshman English 7 2 2 1 1 3 1 1 0 1 1 1 0 1 1 0 1 6 6 5 6 4 89 Male Asian Senior PRACTICUM 3 4 4 4 3 4 3 4 4 3 4 4 0 2 3 2 3 6 6 7 7 6