Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Administration Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 1 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Table of Contents Executive Summary....................................................................................................................................... 3 Introduction .................................................................................................................................................. 4 Sample....................................................................................................................................................... 5 Results ........................................................................................................................................................... 7 CAAP Scores Overall .................................................................................................................................. 7 CAAP Scores by Student Classification, Sex, Effort, and GPA ................................................................... 8 Conclusion ..................................................................................................................................................... 9 Appendix ..................................................................................................................................................... 10 Appendix A: Information about the CAAP Science Test ......................................................................... 10 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 2 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Executive Summary The Collegiate Assessment of Academic Proficiency (CAAP) Science Test is designed to measure skills in scientific reasoning. In coordination with the various Texas Tech University (TTU) Colleges, the Office of Planning and Assessment administered the Science Test in select courses across campus at the beginning of the fall 2011 semester. Courses were chosen based on their enrollment of juniors and seniors to achieve a representative number from each college. A total of 422 Texas Tech University (TTU) students participated in the fall 2011 administration of the CAAP Science Test. The answers of 365 participants were sent to ACT for scoring. A final sample of 365 participants (169 juniors and 196 seniors) is included in this analysis. The final sample seems to be a fairly good representation of the population of all TTU juniors and seniors in terms of sex, ethnicity, and college. From the 2011 administration of the CAAP Science Test it appears that TTU juniors (mean = 61.2, SD = 4.2) score similarly on average to the national sample of juniors (mean = 61.3, SD = 4.7) and that the TTU seniors (mean = 61.6, SD = 4.3) score slightly higher on average than the national sample of seniors (mean = 60.4, SD = 4.8). This difference in scores from the TTU seniors and the national sample of seniors is statistically significant (t = 3.46, p < 0.001). For the TTU sample, a regression model was used to find if the variables student classification, sex, GPA, and self-reported effort are significant predictors for a participant’s CAAP Science Test score. The results suggest that sex (t = 2.06, p < 0.0001), GPA (t = 1.28, p = 0.0034), and selfreported effort (t = -2.77, p < 0.0001; t = 1.33, p = 0.0049) are significant predictors, and that student classification is not a significant predictor (t = 0.35, p = 0.4133). The results suggest that on average male students, students with higher GPA’s, and students reporting that they gave more effort score higher on the CAAP Science Test – all else being equal. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 3 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Introduction The Collegiate Assessment of Academic Proficiency (CAAP) “is the standardized, nationally normed assessment program from ACT that enables postsecondary institutions to assess, evaluate, and enhance student learning outcomes and general education program outcomes.” 1 The CAAP offers six different modules: Reading, Writing Skills, Writing Essay, Mathematics, Science, and Critical Thinking. 2 As per decision of the University Assessment Committee in April 2010, the Office of Planning and Assessment administered the Science Test of the CAAP during fall 2011. The Science Test “is a 45-item, 40-minute test designed to measure students' skills in scientific reasoning. The contents of the Science Test are drawn from biological sciences (e.g., biology, botany, and zoology), chemistry, physics, and the physical sciences (e.g., geology, astronomy, and meteorology). The test emphasizes scientific reasoning skills rather than recall of scientific content or a high level of skill in mathematics or reading.” 3 Please find more information on how the test is constructed and scored in Appendix A. In coordination with the various colleges, the Office of Planning and Assessment administered the Science Test in select courses across campus. Courses were chosen based on their enrollment by student classification and size. As juniors and seniors were the target group, courses with high junior and senior enrollment were selected to participate. In order to represent the colleges equally larger courses were chosen from larger colleges and smaller courses were chosen from smaller colleges. Included in the sample were courses from the following colleges: College of Agricultural Sciences and Natural Resources, College of Architecture, College of Arts and Sciences, College of Education, College of Human Sciences, College of Mass Communications, College of Visual and Performing Arts, Edward E. Whitacre Jr. College of Engineering, Honors College, and Jerry S. Rawls College of Business Administration. For those courses that were selected to participate, the CAAP was administered during the regularly scheduled class time. This allowed most students from each class to participate and helped reduce the bias that may have been created if students had volunteered to take the survey on their own time. A total of 422 Texas Tech University (TTU) students participated in the fall 2011 administration of the Science Test. The Office of Planning and Assessment identified 6 irregularities (e.g., pattern scoring) that were exempt from scoring. As juniors and seniors were the target group, another 49 participants were excluded because they had less than 50 earned credit hours (it was decided to include sophomores with more than 50 earned credit hours as part of the group of juniors in the analysis). The remaining 365 answer sheets were scored by ACT. 1 http://www.act.org/caap/, accessed 12/2/11 http://www.act.org/caap/about/modules.html, accessed 12/2/11 3 http://www.act.org/caap/test/science.html, accessed 12/2/11 2 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 4 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Sample ACT provided scores for the 365 answer sheets of students who participated in the fall 2011 administration of the CAAP. Since the students’ R numbers were used as the student ID on the Science Test, the Office of Planning and Assessment was able to obtain demographic information for the participants from Institutional Research (IR). The demographic information obtained includes sex, ethnicity, student classification, and college. The following graphs compare the final samples of juniors (n = 169) and seniors (n = 195) to the population of all TTU juniors and seniors by sex, ethnicity, and college. Note that the group of juniors for this analysis includes 31 sophomores with more than 50 earned credit hours. Sample and Population by Sex: Juniors Sample and Population by Sex: Seniors 80% 60% 50% 60% 40% 40% 20% Sample 30% Sample Population 20% Population 10% 0% 0% Female Male Female Male The samples of juniors and seniors both appear to be good representations of their respective populations in terms of sex. Sample and Population by Ethnicity: Juniors 80% 60% Sample 40% Population 20% 0% AAM AI AS B HI M PI NR U WH Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 5 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Sample and Population by Ethnicity: Seniors 80% 60% Sample 40% Population 20% 0% AAM AI AS B HI M PI NR U WH The samples of juniors and seniors both appear to be good representations of their respective populations in terms of ethnicity. Sample and Population by College: Juniors 40% 30% Sample 20% Population 10% 0% AG AR AS BA ED EN HR HS MC UC UN VP Sample and Population by College: Seniors 35% 30% 25% 20% Sample 15% Population 10% 5% 0% AG AR AS BA ED EN HR HS MC UC UN VP It appears that for the juniors the Whitacre College of Engineering is overrepresented, and that the College of Arts and Sciences and the Rawls College of Business Administration are underrepresented. It appears that for the seniors the Whitacre College of Engineering is overrepresented, and that the College of Arts and Sciences is underrepresented. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 6 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Results CAAP Scores Overall The following table and graph give a summary of the juniors’ and seniors’ CAAP scores. Summary of CAAP Scores by Student Classification n 169 196 Junior Senior Mean 61.2 61.6 SD 4.2 4.3 Min 52 52 Median 61 61.5 Max 72 71 Histogram of CAAP Scores by Student Classification 90 80 70 60 50 40 30 20 10 0 67 80 75 50 Juniors 34 18 45 50 13 55 Seniors 22 4 60 65 70 2 75 80 Note that the TTU juniors (mean = 61.2, SD = 4.2) and seniors (mean = 61.6, SD = 4.3) performed similarly on the CAAP. The ACT website has a summary of the scores from 10,477 juniors from 88 institutions and 8,116 seniors from 98 institutions that participated in the Science Test in fall 2011. 4 On average the TTU juniors scored similarly to the national sample of juniors (mean = 61.3, SD = 4.7). 5 On average the TTU seniors scored just above the national sample of seniors (mean = 60.4, SD = 4.8). 6 This difference is statistically significant (t = 3.46, p < 0.001). 4 http://act.org/caap/norms/, accessed 12/16/11 http://act.org/caap/norms/pdf/11Table12.pdf, accessed 12/16/11 6 http://act.org/caap/norms/pdf/11Table13.pdf, accessed 12/16/11 5 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 7 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 CAAP Scores by Student Classification, Sex, Effort, and GPA The following table gives a summary of the overall sample by student classification, sex, participants’ self-report of effort, and GPA. These variables will be included in a regression model for predicting CAAP Science Test score. Summary of Predictor Variables for CAAP Scores Student Classification n Junior 169 Senior 196 Sex n Female 162 Male 203 Self-Reported Effort n Tried my best 129 Gave moderate effort 173 Gave little effort 48 Gave no effort 9 n Mean GPA 346 2.99 % 46.3 53.7 % 44.4 55.6 % 35.9 48.2 13.4 2.5 SD 0.58 The following table gives a summary of a regression model for predicting a participant’s CAAP Science Test score. For the variable “Self-Reported Effort”, the “Gave little effort” group and the “Gave no effort” group were combined in the model because of the small number of participants in the “Gave no effort” group. For this variable, the “Gave moderate effort” group was used as the reference group for the “Tried my best” group and the “Gave little or no effort group”. Linear Regression Model for Predicting CAAP Science Test Scores Variable Intercept Student Classification Sex GPA Gave little or no effort Tried my best df 1 1 1 1 1 1 Parameter Standard Estimate Error 56.26 1.43 0.35 0.42 2.06 0.44 1.28 0.43 -2.77 0.61 1.33 0.47 t value 39.32 0.82 4.62 2.95 -4.56 2.83 p value 39.32 0.82 4.62 2.95 -4.56 2.83 95% Confidence Interval Lower Limit Upper Limit 53.44 59.07 -0.49 1.18 1.18 2.93 0.42 2.13 -3.97 -1.58 0.40 2.25 Overall, the model was found to be statistically significant (F = 15.78, p < 0.0001, R2 = 0.19). Within the model, the significant predictors of CAAP score were sex (t = 2.06, p < 0.0001), GPA (t = 1.28, p = 0.0034), gave little or no effort (t = -2.77, p < 0.0001), and tried my best (t = 1.33, p = 0.0049). Specifically, this model suggest that on average male students score higher than Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 8 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 female students, students with higher GPA’s score higher, students reporting that they gave little or no effort score lower than students reporting that they gave moderate effort, and students reporting that they tried their best score higher than students reporting that they gave moderate effort. Student classification was not a significant predictor of CAAP scores (t = 0.35, p = 0.4133). The following graphs show the average CAAP scores by the significant predictor variables from the model: sex, GPA, and self-reported effort. Average CAAP Scores by Sex 62.5 62.2 62 75 70 61.5 65 61 60.5 CAAP Scores by GPA 60 60.4 55 60 59.5 50 Female Male 1 1.5 2 2.5 3 3.5 4 Average CAAP Scores by Self-Reported Effort 64 62.9 62 61.4 58.9 60 58 55.2 56 54 52 50 Tried my best Gave moderate Gave little effort Gave no effort effort Conclusion Overall it appears that TTU juniors score similarly on average to other juniors nationally and that TTU seniors score slightly higher on average than other seniors nationally on the CAAP Science Test. For the TTU sample it appears that on average male students, students with higher GPA’s, and students reporting that they gave more effort score higher on the CAAP Science Test. Student classification was not a significant predictor of CAAP Science Test score. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 9 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Appendix Appendix A: Information about the CAAP Science Test 7 7 Screenshots from http://www.act.org/caap/test/science.html (accessed on 12/14/11) Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 10 of 11 Collegiate Assessment of Academic Proficiency: Science Test Fall 2011 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, December 2011 Page 11 of 11