Use JASP for this assignment.? Use Average Grade 8 Math Proficiency as the dependent variable Use Enrollment, Average Grade 8 English Proficiency, and Rigorous Instruction Ratin
Use JASP for this assignment.
Use Average Grade 8 Math Proficiency as the dependent variable
Use Enrollment, Average Grade 8 English Proficiency, and Rigorous Instruction Rating as independent variables
1) Run a multiple regression test. Address categorical variable dummy coding, test for interaction effects between Enrollment and Average Grade 8 English Proficiency by additionally including the interaction term in the analysis
2) Interpret R, Adjusted R squared, Sig in the ANOVA table, Sig(s) in the Coefficient tables
3) Is an interaction effect between Enrollment and Average Grade 8 English Proficiency detected? Explain.
4) Run an assumptions check (include all charts and tables in your writeup. APA format expected) and report the results of each of the following:
Independence: Check Durbin-Watson value to be between 1 and 3
Multicollinearity: Check VIF less than 10
Linearity: Check predicted vs residual plot for dot pattern scatter
Homogeneity: Check residual plot for consistent spread over all predicted values
Normality: Check residual histogram and QQ plot
Referencing your evidence, report which of the above assumptions are likely violated or are feasibly not violated.
DBN | School Name | Enrollment | Rigorous Instruction Rating | Collaborative Teachers Rating | Supportive Environment Rating | Effective School Leadership Rating | Strong Family-Community Ties Rating | Trust Rating | Student Achievement Rating | Rigorous Instruction – Percent Positive | Collaborative Teachers – Percent Positive | Supportive Environment – Percent Positive | Effective School Leadership – Percent Positive | Strong Family-Community Ties – Percent Positive | Trust – Percent Positive | Quality Review – How interesting and challenging is the curriculum? | Quality Review – How effective is the teaching and learning? | Quality Review – How well does the school assess what students are learning? | Quality Review – How well do teachers work with each other? | Quality Review – How clearly are high expectations communicated to students and staff? | Quality Review – Dates of Review | Average Grade 8 English Proficiency | Average Grade 8 Math Proficiency | Percent English Language Learners | Percent Students with Disabilities | Percent Self-Contained | Economic Need Index | Percent in Temp Housing – 4yr | Percent HRA Eligible | Percent Asian | Percent Black | Percent Hispanic | Percent White | Years of principal experience at this school | Percent of teachers with 3 or more years of experience | Student Attendance Rate | Percent of Students Chronically Absent | Teacher Attendance Rate |
12X684 | Wings Academy | 501 | Approaching Target | Meeting Target | Approaching Target | Approaching Target | Approaching Target | Not Meeting Target | Approaching Target | 0.79 | 0.83 | 0.74 | 0.74 | 0.70 | 0.79 | Developing | Developing | Developing | Proficient | Proficient | February 11, 2015 | 2.18 | 2.10 | 0.03 | 0.24 | 0.02 | 0.81 | 0.12 | 0.66 | 0.01 | 0.59 | 0.38 | 0.01 | 1.6 | 0.84 | 0.82 | 0.55 | 0.96 |
02M408 | Professional Performing Arts High School | 536 | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Meeting Target | 0.90 | 0.86 | 0.84 | 0.85 | 0.75 | 0.91 | Proficient | Proficient | Proficient | Proficient | Proficient | December 17-18, 2013 | 3.05 | 2.71 | 0.00 | 0.13 | 0.01 | 0.33 | 0.08 | 0.15 | 0.03 | 0.26 | 0.22 | 0.43 | 10.0 | 0.83 | 0.94 | 0.13 | 0.97 |
05M367 | Academy for Social Action: A College Board School | 234 | Approaching Target | Meeting Target | Approaching Target | Meeting Target | Meeting Target | Approaching Target | Approaching Target | 0.85 | 0.94 | 0.74 | 0.88 | 0.81 | 0.89 | Proficient | Developing | Proficient | Proficient | Proficient | April 28-29, 2014 | 2.07 | 1.96 | 0.19 | 0.28 | 0.07 | 0.80 | 0.17 | 0.60 | 0.01 | 0.47 | 0.49 | 0.03 | 4.6 | 0.61 | 0.71 | 0.68 | 0.94 |
16K393 | Frederick Douglass Academy IV Secondary School | 92 | Approaching Target | Approaching Target | Approaching Target | Approaching Target | Meeting Target | Approaching Target | Approaching Target | 0.90 | 0.87 | 0.90 | 0.77 | 0.87 | 0.83 | Developing | Proficient | Developing | Proficient | Developing | April 30, 2015 | 2.21 | 1.95 | 0.01 | 0.35 | 0.13 | 0.74 | 0.14 | 0.61 | 0.01 | 0.83 | 0.14 | 0.01 | 4.6 | 0.64 | 0.79 | 0.65 | 0.97 |
30Q555 | Newcomers High School | 993 | Exceeding Target | Exceeding Target | Exceeding Target | Approaching Target | Meeting Target | Meeting Target | Meeting Target | 0.88 | 0.87 | 0.85 | 0.76 | 0.74 | 0.89 | Well Developed | Well Developed | Well Developed | Well Developed | Well Developed | May 29, 2015 | 1.79 | 2.26 | 0.77 | 0.01 | 0.00 | 0.60 | 0.25 | 0.30 | 0.37 | 0.02 | 0.55 | 0.06 | 5.8 | 0.85 | 0.91 | 0.25 | 0.96 |
18K633 | High School for Medical Professions | 432 | Meeting Target | Exceeding Target | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Meeting Target | 0.85 | 0.89 | 0.81 | 0.87 | 0.74 | 0.87 | Well Developed | Proficient | Proficient | Well Developed | Well Developed | Apr 16-17, 2013 | 2.51 | 2.34 | 0.02 | 0.14 | 0.00 | 0.63 | 0.06 | 0.50 | 0.03 | 0.82 | 0.13 | 0.00 | 1.8 | 0.68 | 0.92 | 0.26 | 0.97 |
01M448 | University Neighborhood High School | 304 | Meeting Target | Meeting Target | Exceeding Target | Exceeding Target | Meeting Target | Exceeding Target | Exceeding Target | 0.85 | 0.95 | 0.87 | 0.93 | 0.79 | 0.95 | Well Developed | Proficient | Proficient | Well Developed | Proficient | April 21, 2015 | 2.27 | 2.37 | 0.19 | 0.22 | 0.00 | 0.81 | 0.26 | 0.60 | 0.30 | 0.25 | 0.41 | 0.03 | 5.5 | 0.70 | 0.88 | 0.35 | 0.97 |
02M399 | THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY | 437 | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Meeting Target | 0.85 | 0.87 | 0.80 | 0.84 | 0.67 | 0.89 | Proficient | Proficient | Proficient | Proficient | Proficient | April 30, 2014 | 2.44 | 2.40 | 0.12 | 0.17 | 0.00 | 0.70 | 0.13 | 0.53 | 0.31 | 0.20 | 0.40 | 0.06 | 1.9 | 0.48 | 0.87 | 0.38 | 0.98 |
09X231 | Eagle Academy for Young Men | 608 | Approaching Target | Meeting Target | Meeting Target | Meeting Target | Exceeding Target | Meeting Target | Meeting Target | 0.82 | 0.86 | 0.77 | 0.83 | 0.85 | 0.89 | Proficient | Developing | Developing | Well Developed | Proficient | May 15, 2015 | 2.24 | 2.15 | 0.02 | 0.28 | 0.07 | 0.71 | 0.08 | 0.48 | 0.00 | 0.61 | 0.36 | 0.01 | 4.9 | 0.83 | 0.86 | 0.40 | 0.95 |
29Q283 | Preparatory Academy for Writers: A College Board S | 552 | Exceeding Target | Exceeding Target | Exceeding Target | Exceeding Target | Meeting Target | Meeting Target | Meeting Target | 0.94 | 0.93 | 0.88 | 0.92 | 0.81 | 0.91 | Proficient | Well Developed | Proficient | Well Developed | Well Developed | December 13-14, 2013 | 2.56 | 2.30 | 0.01 | 0.16 | 0.00 | 0.46 | 0.05 | 0.37 | 0.04 | 0.81 | 0.08 | 0.02 | 5.9 | 0.73 | 0.89 | 0.31 | 0.97 |
24Q610 | Aviation Career & Technical Education High School | 2168 | Meeting Target | Exceeding Target | Exceeding Target | Meeting Target | Approaching Target | Meeting Target | Exceeding Target | 0.89 | 0.90 | 0.83 | 0.86 | 0.70 | 0.91 | Well Developed | Proficient | Proficient | Well Developed | Well Developed | May 6, 2015 | 2.78 | 2.93 | 0.03 | 0.09 | 0.05 | 0.54 | 0.03 | 0.41 | 0.31 | 0.06 | 0.49 | 0.11 | 5.8 | 0.86 | 0.95 | 0.10 | 0.96 |
24Q600 | Queens Vocational and Technical High School | 1553 | Meeting Target | Exceeding Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Meeting Target | 0.89 | 0.90 | 0.82 | 0.84 | 0.71 | 0.91 | Proficient | Proficient | Proficient | Well Developed | Well Developed | March 30, 2015 | 2.56 | 2.57 | 0.04 | 0.14 | 0.04 | 0.60 | 0.04 | 0.47 | 0.12 | 0.06 | 0.75 | 0.07 | 4.8 | 0.84 | 0.91 | 0.23 | 0.96 |
13K412 | Brooklyn Community High School of Communication, A | 404 | Meeting Target | Exceeding Target | Meeting Target | Exceeding Target | Meeting Target | Meeting Target | Meeting Target | 0.86 | 0.92 | 0.84 | 0.92 | 0.80 | 0.90 | Well Developed | Proficient | Proficient | Well Developed | Well Developed | May 5, 2015 | 2.26 | 2.07 | 0.05 | 0.21 | 0.00 | 0.77 | 0.11 | 0.60 | 0.01 | 0.79 | 0.18 | 0.01 | 9.0 | 0.81 | 0.84 | 0.50 | 0.99 |
17K408 | Academy of Hospitality and Tourism | 285 | Approaching Target | Meeting Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Approaching Target | 0.80 | 0.86 | 0.74 | 0.89 | 0.67 | 0.87 | Proficient | Developing | Developing | Proficient | Proficient | May 8, 2015 | 2.14 | 1.98 | 0.16 | 0.23 | 0.02 | 0.65 | 0.15 | 0.48 | 0.04 | 0.85 | 0.10 | 0.01 | 9.0 | 0.78 | 0.83 | 0.42 | 0.97 |
11X249 | Bronx Health Sciences High School | 374 | Approaching Target | Meeting Target | Meeting Target | Approaching Target | Approaching Target | Meeting Target | Meeting Target | 0.79 | 0.82 | 0.80 | 0.73 | 0.72 | 0.87 | Proficient | Developing | Developing | Well Developed | Proficient | March 19, 2015 | 2.45 | 2.34 | 0.03 | 0.10 | 0.03 | 0.63 | 0.08 | 0.46 | 0.08 | 0.52 | 0.35 | 0.03 | 11.0 | 1.00 | 0.93 | 0.19 | 0.98 |
03M403 | The Global Learning Collaborative | 496 | Approaching Target | Meeting Target | Meeting Target | Approaching Target | Exceeding Target | Approaching Target | Meeting Target | 0.83 | 0.73 | 0.80 | 0.76 | 0.87 | 0.81 | Proficient | Developing | Proficient | Proficient | Well Developed | May 5, 2015 | 2.28 | 2.16 | 0.13 | 0.24 | 0.01 | 0.77 | 0.13 | 0.62 | 0.02 | 0.25 | 0.66 | 0.05 | 2.8 | 0.74 | 0.87 | 0.37 | 0.97 |
10X225 | Theatre Arts Production Company School | 632 | Approaching Target | Meeting Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Meeting Target | 0.84 | 0.87 | 0.81 | 0.80 | 0.76 | 0.91 | Proficient | Proficient | Developing | Proficient | Proficient | April 29, 2015 | 2.39 | 2.21 | 0.05 | 0.19 | 0.01 | 0.81 | 0.08 | 0.63 | 0.01 | 0.29 | 0.67 | 0.01 | 3.3 | 0.79 | 0.89 | 0.38 | 0.96 |
09X517 | Frederick Douglass Academy III Secondary School | 427 | Meeting Target | Exceeding Target | Meeting Target | Approaching Target | Meeting Target | Approaching Target | Meeting Target | 0.85 | 0.84 | 0.85 | 0.76 | 0.82 | 0.83 | Well Developed | Proficient | Proficient | Well Developed | Well Developed | January 16, 2015 | 2.13 | 2.03 | 0.12 | 0.22 | 0.09 | 0.84 | 0.20 | 0.66 | 0.01 | 0.50 | 0.45 | 0.02 | 11.0 | 0.59 | 0.80 | 0.64 | 0.96 |
25Q285 | World Journalism Preparatory: A College Board Scho | 610 | Exceeding Target | Exceeding Target | Meeting Target | Meeting Target | Approaching Target | Meeting Target | Exceeding Target | 0.92 | 0.92 | 0.83 | 0.85 | 0.76 | 0.91 | Well Developed | Well Developed | Well Developed | Proficient | Well Developed | November 12, 2014 | 2.90 | 2.55 | 0.00 | 0.20 | 0.01 | 0.29 | 0.03 | 0.19 | 0.16 | 0.09 | 0.23 | 0.50 | 9.0 | 0.76 | 0.92 | 0.24 | 0.97 |
07X427 | Community School for Social Justice | 324 | Exceeding Target | Exceeding Target | Meeting Target | Exceeding Target | Exceeding Target | Exceeding Target | Meeting Target | 0.88 | 0.92 | 0.92 | 0.93 | 0.87 | 0.96 | Well Developed | Proficient | Well Developed | Well Developed | Well Developed | April 14, 2015 | 2.15 | 2.09 | 0.10 | 0.25 | 0.02 | 0.84 | 0.15 | 0.69 | 0.02 | 0.30 | 0.67 | 0.01 | 12.9 | 0.67 | 0.79 | 0.61 | 0.97 |
13K430 | Brooklyn Technical High School | 5447 | Exceeding Target | Meeting Target | Exceeding Target | Approaching Target | Not Meeting Target | Approaching Target | Exceeding Target | 0.81 | 0.80 | 0.85 | 0.72 | 0.61 | 0.85 | Well Developed | Well Developed | Well Developed | Well Developed | Proficient | April 15, 2015 | 3.70 | 3.88 | 0.00 | 0.02 | 0.00 | 0.44 | 0.02 | 0.30 | 0.61 | 0.08 | 0.08 | 0.21 | 9.3 | 0.93 | 0.97 | 0.06 | 0.97 |
31R445 | Port Richmond High School | 1628 | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Meeting Target | Meeting Target | 0.89 | 0.89 | 0.80 | 0.85 | 0.75 | 0.91 | Proficient | Proficient | Proficient | Proficient | Proficient |