Online Senior Assessment 2010: Humanities Introduction The first component of the OSA contains questions for the Humanities core. The first questions ask the participants about how they fulfilled their Humanities core requirement. The following table shows the number and percentage of participants who selected each response to the first question regarding where students took their core curriculum course. The number of participants selecting each response adds up to more than the 755 total participants because those who did not select “I took my core curriculum class in humanities at Tech” could select more than one of the other responses. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 1 of 22 Online Senior Assessment 2010: Humanities How did you complete your core curriculum requirement in Humanities? % of all % of all Response N responses participants I took a humanities core curriculum class through 67 8.3% 8.9% dual credit in high school. I took an advanced placement humanities core 51 6.3% 6.8% curriculum class in high school. I took a CLEP exam for humanities core curriculum 19 2.4% 2.5% credit. I received transfer core curriculum humanities 224 27.8% 29.7% credit for a class that I took at another institution. I took my core curriculum class in humanities at 444 55.2% 58.8% Tech. 805 100.0% Total Responses For the analysis in this report the 755 participants are divided into the “TTU” group and the “ELSE” group. The TTU group represents the 444 participants (i.e., 58.8%) who selected “I took my core curriculum class in humanities at Tech” and the ELSE group represents the 311 participants (i.e., 41.2%) who selected one or more of the other responses indicating that they took their core curriculum class in Humanities elsewhere. The following pie chart shows this division of the sample. Humanities 311 (41.2%) TTU 444 (58.8%) ELSE The 311 participants in the ELSE group were also asked if the class they took outside of Tech counted for their core curriculum credit. Of the 311 participants who reported taking a Humanities course elsewhere, 22 (i.e., 7.1%) reported that they did not know if the course counted for their Humanities core curriculum credit and 289 (i.e., 92.9%) reported that the course did count for their Humanities core curriculum credit. The 289 participants who reported that the course taken outside of Tech did count for their Humanities core curriculum credit were also asked which one counted. The following table shows the number and percentage of the 289 participants who selected each response. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 2 of 22 Online Senior Assessment 2010: Humanities Which one? Response A dual credit class. An advanced placement class. A CLEP exam. A class I took at another institution. I don't know. Total N % 46 15.9% 40 13.8% 10 3.5% 188 65.1% 5 1.7% 289 100.0% The system stores some data for each of the participants and so it was possible to identify the respondents who major in the Humanities. The following majors were identified and classified as Humanities majors: Classics, English, French, German, History, Honors Arts and Letters, Philosophy, and Spanish. These participants represent the so-called “experts” in the sample. The following table shows that there were a total of 56 Humanities majors in the OSA sample. It also displays how many participants were in each of the Humanities majors. Humanities Majors Major Frequency Percentage Classics 1 1.8% English 19 33.9% French 1 1.8% German 3 5.4% History 16 28.6% Honors Arts and Letters 2 3.6% Philosophy 3 5.4% Spanish 11 19.6% Total 56 100.0% Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 3 of 22 Online Senior Assessment 2010: Humanities Results The student learning outcomes for Humanities are: Identify methodologies of historical, literary, philosophical, and/or aesthetic research and recognize their applicability to everyday life. Develop analytical arguments in written and/or oral form. Evaluate events, ideas, and artistic expressions in terms of multiple cultural contexts and value systems. Recognize ways in which the humanities are fundamental to the health and survival of any society. There does not seem to be a question on the OSA that measures the first learning outcome. The second learning outcome seems to align very well with the first selfassessment question. It looks like the third learning outcome aligns closely with the second self-assessment question as well as all four knowledge questions. The fourth learning outcome seems to relate to the third self-assessment question and the third knowledge question. The first three questions of the Humanities section of the OSA ask the students to assess their own abilities. These three self-assessment questions are shown below. For analysis purposes, the answers were coded from 1 = “definitely yes” to 5 = “definitely no”. Attachment E shows how many times each answer choice was selected by the different participants for all of the Humanities questions. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 4 of 22 Online Senior Assessment 2010: Humanities Self-Assessment Questions: The charts below show the distributions of answers for the three self-assessment questions for participants who took their class for the Humanities core requirement at TTU (blue) and participants who took their class for the Humanities core requirement elsewhere (red). It can be seen that the two groups chose similar answers for each of the self-assessment questions. Both groups seem confident about their ability to think critically in written and verbal form; to recognize the possibility of multiple interpretations, cultural contexts, and values; and to discuss ways in which the humanities shape or are shaped by cultures and societies. The ELSE group has a slightly more positive mean (i.e., closer to 1 = “definitely yes”) than the TTU group for each of the self-assessment questions (1.27 vs. 1.34 for the first question, 1.31 vs. 1.42 for the second question, and 1.57 vs. 171 for the third question). This difference is statistically significant at the 0.05 level for the second and third self-assessment questions (see attachment A for details). This suggests that on average students who take their class for the Humanities core requirement elsewhere feel more capable in these areas than students who take their class at TTU. Since the second selfassessment question aligns with the third learning outcome and the third selfassessment question aligns with the fourth learning outcome, this suggests that on average students who take their Humanities course elsewhere may feel more confident in these learning outcomes than those who take their course at TTU. 80.0% 70.0% Self-Assessment Question 1 73.3% 67.6% 60.0% 50.0% 40.0% TTU 31.1% 26.0% 30.0% ELSE 20.0% 10.0% 0.9% 0.6% 0.5% 0.0% 0.0% 0.0% 3 4 5 0.0% 1 2 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 5 of 22 Online Senior Assessment 2010: Humanities Self-Assessment Question 2 80.0% 70.0% 71.4% 63.3% 60.0% 50.0% 40.0% TTU 32.2% 26.7% 30.0% ELSE 20.0% 10.0% 3.8% 1.3% 0.5% 0.6% 0.2% 0.0% 4 5 0.0% 1 2 3 Self-Assessment Question 3 60.0% 50.0% 53.7% 46.8% 38.7% 37.0% 40.0% 30.0% TTU ELSE 20.0% 11.5% 8.0% 10.0% 2.3% 1.3% 0.7% 0.0% 4 5 0.0% 1 2 3 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 6 of 22 Online Senior Assessment 2010: Humanities The second part of the Humanities section of the OSA consists of four knowledge questions. These are shown below as a screenshot from the actual instrument. For analysis purposes, the answers were coded from 1 to 5 in the order they appear on the actual instrument. Attachment E shows how many times each answer choice was selected by the different participants for all of the Humanities questions. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 7 of 22 Online Senior Assessment 2010: Humanities Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 8 of 22 Online Senior Assessment 2010: Humanities Knowledge Question 1: The chart below shows the distributions of answers for the first knowledge question for participants who took their class for the Humanities core requirement at TTU (blue) and participants who took their class for the Humanities core requirement elsewhere (red). Answer 3 is the correct choice. It can be seen that a majority in both groups chose the correct answer. However, there are also quite a few participants in both groups who chose one of the other answers. Overall, a few more participants in the ELSE group chose the correct answer as compared to the TTU group (70.1% vs. 65.3%). This difference is not statistically significant at the 0.05 level (see attachment B for details). This means that on average students who take their class for the Humanities core requirement elsewhere do not do significantly better than students who take it at TTU. Since the first question aligns with the third learning outcome, this means that on average students who take their Humanities course at TTU meet this learning outcome at similar levels compared to students who take the course elsewhere. Knowledge Question 1 80.0% 70.1% 65.3% 70.0% 60.0% 50.0% 40.0% TTU 30.0% ELSE 20.0% 14.2% 10.0% 10.0% 10.8% 8.4% 4.3% 4.5% 5.4% 7.1% 0.0% 1 2 3 4 5 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 9 of 22 Online Senior Assessment 2010: Humanities Knowledge Question 2: The chart below shows the distributions of answers for the second knowledge question for participants who took their class for the Humanities core requirement at TTU (blue) and participants who took their class for the Humanities core requirement elsewhere (red). Answer 5 is the correct choice. It can be seen that about half of both groups chose the correct answer. For this question a few more people in the TTU group chose the correct answer as compared to the ELSE group (49.1% vs. 46.6%). This difference is not statistically significant at the 0.05 level (see attachment B for details). This means that on average students who take their class for the Humanities core requirement at TTU do not do significantly better than students who take it elsewhere. Since the second question aligns with the third learning outcome, this means that on average students who take their Humanities course at TTU meet this learning outcome at similar levels compared to students who take the course elsewhere. Knowledge Question 2 60.0% 49.1% 46.6% 50.0% 40.0% 30.0% TTU 20.7%20.6% ELSE 20.0% 10.0% 15.8% 11.5% 12.6% 10.0% 6.1% 7.1% 0.0% 1 2 3 4 5 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 10 of 22 Online Senior Assessment 2010: Humanities Knowledge Question 3: The chart below shows the distributions of answers for the third knowledge question for participants who took their class for the Humanities core requirement at TTU (blue) and participants who took their class for the Humanities core requirement elsewhere (red). Answer 1 is the correct choice. It can be seen that a large majority in both groups chose the correct answer. There are only a few participants in both groups who chose one of the other answers, which may mean that this question is not a good discriminator of Humanities knowledge. Overall, a few more people in the TTU group chose the correct answer as compared to the ELSE group (89.0% vs. 88.1%). This difference is not statistically significant at the 0.05 level (see attachment B for details). This means that on average students who take their class for the Humanities core requirement at TTU do not do significantly better than students who take it elsewhere. Since the third question aligns with the third learning outcome, this means that on average students who take their Humanities course at TTU meet this learning outcome at similar levels compared to students who take the course elsewhere. Knowledge Question 3 100.0% 90.0% 89.0%88.1% 80.0% 70.0% 60.0% 50.0% TTU 40.0% ELSE 30.0% 20.0% 10.0% 1.4% 2.9% 3.8% 1.6% 3.6% 4.2% 2.3% 3.2% 2 3 4 5 0.0% 1 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 11 of 22 Online Senior Assessment 2010: Humanities Knowledge Question 4: The chart below shows the distributions of answers for the fourth knowledge question for participants who took their class for the Humanities core requirement at TTU (blue) and participants who took their class for the Humanities core requirement elsewhere (red). Answer 5 is the correct choice. It can be seen that a large majority in both groups chose the correct answer. Overall, a few more people in the ELSE group chose the correct answer as compared to the TTU group (88.1% vs. 81.8%). This difference is statistically significant at the 0.05 level (see attachment B for details). This suggests that on average students who take their class for the Humanities core requirement elsewhere do significantly better than students who take it at TTU. Since the fourth question aligns with the third learning outcome, this may mean that on average students who take their Humanities course elsewhere are meeting this learning outcome more than students who take the course elsewhere. Knowledge Question 4 100.0% 88.1% 81.8% 90.0% 80.0% 70.0% 60.0% 50.0% TTU 40.0% ELSE 30.0% 20.0% 10.0% 6.3% 4.5% 3.8% 2.9% 4.3% 1.6% 3.8% 2.9% 1 2 3 4 0.0% 5 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 12 of 22 Online Senior Assessment 2010: Humanities Knowledge Questions Average: The table below compares the differences between TTU and ELSE when the results for all four knowledge questions are averaged (e.g., if a student got 3 out of the 4 questions correct, his score will be ¾ = .75). The mean is almost the same, but slightly higher for students who took their core requirement for Humanities elsewhere. However, this difference is not statistically significant at the 0.05 level. This means that TTU performs about the same as ELSE in the Humanities on average. Core at TTU Mean SD N Humanities Overall 444 71.3% N 28.1% 311 Core Elsewhere Mean SD 73.2% 25.7% T-stat -0.972 P-value 0.331 The chart below shows the distributions of the average scores for participants who took their class for Humanities core requirement at TTU (blue) and participants who took their class for Humanities core requirement elsewhere (red). The distributions are fairly similar, but it looks like there is a bigger group in TTU that got a top score. However, the TTU group also has more people performing 50% or below. Humanities Overall: TTU vs. ELSE 40.0% 33.4% 35.0% 30.0% 37.2% 35.4% 26.8% 23.4%22.5% 25.0% 20.0% TTU 15.0% ELSE 9.2% 10.0% 5.0% 6.1% 3.4% 2.6% 0.0% 0% 25% 50% 75% 100% Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 13 of 22 Online Senior Assessment 2010: Humanities The table below shows a comparison of the average scores for the participants selecting each course option within the ELSE group (those selecting more than one course option were excluded from the analysis). The table includes the F value and P value for an analysis of variance comparing the means. Although the table shows information for all four ELSE options, the group with less than 15 participants (CLEP Exam) was excluded from the analysis of variance. Elsewhere Dual Credit Advanced Placement CLEP Exam Another Institution Total N 38 26 10 195 269 Mean 77.6% 81.7% 72.5% 69.9% 72.2% St. Dev. 20.0% 23.0% 24.9% 27.1% 25.9% F-value 3.412 P-value 0.034 Based on the mean, students who took their Humanities course through advanced placement are the highest-performing group and students who took their course at another institution are the lowest performing group. The means are significantly different at the 0.05 level. This suggests that on average for the students who take their Humanities course elsewhere, which course option they use to take their Humanities course makes a difference in how they perform on the Humanities section of the OSA. Tukey’s method for multiple comparisons was used to find which course option means are significantly different. Comparison Advanced Placement vs. Another Institution P-value 0.073 There were no differences in the post-hoc analysis that were significant at the 0.05 level. The table shows the one difference that was significant at the 0.10 level. This difference suggest that on average students who take their Humanities course through advanced placement do better on the Humanities section of the OSA than students who take their Humanities course at another institution. This outcome makes sense when considering that students who take an AP course need to pass an exam to receive credit, which suggests that they performed well in their AP class. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 14 of 22 Online Senior Assessment 2010: Humanities The chart below shows the distributions of the average scores for those participants who are majoring in the Humanities (blue) and those participants who are not majoring in the Humanities (red). It is interesting to see that while almost 45% of the majors reach 100%, only about 35% of the non-majors are in that area. Overall, the majors have a higher average than the non-majors (75.9% vs. 71.8%). However, this difference is not statistically significant at the 0.05 level (see attachment C for details). This might be due to the large number of Humanities majors who scored below 50%. This means that students who major in Humanities do not perform significantly better on average than students who major in other areas. This outcome may reflect the relatively wide variety of topics covered by the different humanities disciplines and the wide range of courses that humanities may take to satisfy their major requirements. It might also be that a number of Humanities majors did not take this assessment seriously. Humanities Overall: Majors vs. Non-majors 50.0% 44.6% 45.0% 40.0% 35.8% 35.0% 29.6% 28.6% 30.0% 23.9% 25.0% Majors 20.0% 14.3% 15.0% 7.4% 10.0% 5.0% Non-Majors 12.5% 3.3% 0.0% 0.0% 0% 25% 50% 75% 100% Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 15 of 22 Online Senior Assessment 2010: Humanities The chart below shows the distributions of the average scores for the female participants (blue) and the male participants (red). The female participants had higher overall scores than the male participants (mean of 73.9% vs. 69.5%). This is significant at the 0.05 level (see attachment D). This suggests that female students do better on average than male students with the Humanities section of the OSA. It appears in the chart below that the significant difference in average scores of the female and male participants is due to more female participants getting 4 or 5 out of 5 questions correct and a few more male participants getting only 1, 2, or 3 out of 5 questions correct. Humanities Overall by Sex 45.0% 38.3% 40.0% 33.7% 35.0% 30.6% 28.2% 30.0% 24.4% 22.0% 25.0% Female 20.0% Male 15.0% 9.9% 10.0% 5.0% 6.6% 2.5% 3.8% 0.0% 0% 25% 50% 75% 100% Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 16 of 22 Online Senior Assessment 2010: Humanities The following table shows the correlations between the overall average for the Humanities questions and time to complete OSA, GPA, SAT score, ACT score, transfer credits, total credits earned, and age (p-values for the correlations are in parenthesis). All of the correlations are significant at the 0.05 level except for time to complete OSA. These correlations suggest that on average students with higher GPA’s, higher SAT scores, higher ACT scores, less transfer credit, more total credits, and a younger age do better on the Humanities section of the OSA. Some of these correlations are small and are more likely to be found statistically significant because of the large sample size. Correlation Humanities P-value Overall N Time -0.065 (0.076) 755 GPA 0.144 (<0.001) 755 SAT 0.303 (<0.001) 511 ACT 0.336 (<0.001) 388 Transfer Credits -0.101 (0.005) 755 Total Credits 0.065 (0.007) 755 Age -0.105 (0.004) 755 The following tables show the results of regression models for the overall average for the Humanities questions including all of the variables that have been explored in this analysis. There are three separate regression models because not all of the participants have an SAT score and ACT score. Since most students either have an SAT score or an ACT score, there would be too many missing values if both scores were included in the same regression model. The first model excludes both in order to include most respondents in the analysis. Humanities Model 1 N F P-value 753 4.93 < 0.001 Variable Coefficient P-value Intercept 0.577 < 0.001 Time -0.000032 0.070 Sex 0.033 0.098 GPA 0.057 < 0.001 Transfer Credits -0.00036 0.536 Total Credits 0.00066 0.156 Age -0.0033 0.085 Humanities Major 0.040 0.278 Humanities class taken at TTU -0.044 0.044 This first model excludes SAT and ACT score to include 753 of the 755 participants. The model overall is significant at the 0.05 level (R2 = 0.0503). For this model, GPA and class taken at TTU are the significant predictors at the 0.05 level for the overall average for the Humanities questions. These predictors suggest that on average students with higher GPA’s and students who took their Humanities class elsewhere do better on the Humanities section of the OSA when the other variables in the model are Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 17 of 22 Online Senior Assessment 2010: Humanities held constant. It is interesting that the variable that captures the information about where the participants took their Humanities class is significant in this model. When the two groups’ overall means were compared without taking any other variables into consideration, they were not significantly different at the .05 level. This might suggest that the two groups are inherently different and that their differences cause them to perform differently on the Humanities section of the OSA. Humanities Model 2 N F P-value 511 7.83 < 0.001 Variable Coefficient P-value Intercept -0.116 0.373 Time 0.0000079 0.723 Sex 0.043 0.052 GPA 0.025 0.224 Transfer Credits -0.00022 0.758 Total Credits -0.00026 0.636 Age 0.010 0.002 Humanities Major -0.0034 0.933 Humanities class taken at TTU -0.024 0.326 SAT 0.00052 < 0.001 This second model includes SAT score and excludes ACT score to include 511 of the 755 participants. The model overall is significant at the 0.05 level (R2 = 0.1233). For this model, age and SAT score are the significant predictors at the 0.05 level for the overall average for the Humanities questions. These predictors suggest that on average older students and students with higher SAT scores do better on the Humanities section of the OSA when the other variables in the model are held constant. Notice that the variables that were significant predictors for the first model (GPA and class taken at TTU) are not significant predictors when SAT score is included in the model. This may suggest that SAT score is a stronger predictor or it might be because this model excludes a large number of the participants. Both SAT and GPA capture the participant’s abilities, and the fact that GPA is not significant anymore once SAT is included might suggest that they capture similar information about the participants. Interestingly, once SAT is included where the participants took their Humanities course does not seem significant any more. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 18 of 22 Online Senior Assessment 2010: Humanities Humanities Model 3 N F P-value 387 6.71 < 0.001 Variable Coefficient P-value Intercept 0.196 0.186 Time -0.000026 0.680 Sex 0.050 0.052 GPA -0.028 0.272 Transfer Credits -0.00063 0.420 Total Credits -0.00049 0.434 Age 0.0062 0.121 Humanities Major -0.020 0.692 Humanities class taken at TTU -0.038 0.181 ACT 0.023 < 0.001 This third model includes ACT score and excludes SAT score to include 387 of the 755 participants. The model overall is significant at the 0.05 level (R2 = 0.1380). For this model, ACT score is the only significant predictor at the 0.05 level for the overall average for the Humanities questions. This predictor suggests that on average students with higher ACT scores do better on the Humanities section of the OSA when the other variables in the model are held constant. Notice again that the variables that were significant predictors for the first model (GPA and class taken at TTU) are not significant predictors when ACT score is included in the model. This may suggest that ACT score is a stronger predictor or it might be because this model excludes a large number of the participants. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 19 of 22 Online Senior Assessment 2010: Humanities Limitations It is important to recognize the difficulty of measuring a participant’s knowledge in the Humanities with only seven questions. The three self-assessment questions can help to measure broader knowledge with fewer questions, but it is difficult to interpret and compare the results (what does “Definitely Yes” and “Somewhat Yes” mean and do they mean the same thing for each participant surveyed). Also, the student might not have an accurate perception of his or her knowledge. As noted in the results, two of the knowledge questions (questions 3 and 4) were answered correctly by almost 90% of both the TTU group and the Else group. It may be that some of the questions were too easy to really discriminate between those with a greater understanding of the Humanities and those with a lesser understanding of the Humanities. That the Humanities majors did not do significantly better on average than everyone else suggests that the measure may not be capturing participants’ understanding of the Humanities too well. However, it might also be that a comparatively larger number of the Humanities major did not take their time with the questions. In this case it would be more a reflection of the Humanities majors than the questions. Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 20 of 22 Online Senior Assessment 2010: Humanities Attachments Attachment A: 2-Sample T-Tests for Self-Assessment Questions Self-Assessment Question 1 Self-Assessment Question 2 Self-Assessment Question 3 Core at TTU Core Elsewhere N Mean SD N Mean SD T-stat 444 1.34 0.520 289 1.27 0.461 1.880 444 1.42 0.613 289 1.31 0.529 2.550 444 1.71 0.808 289 1.57 0.696 2.524 P-value 0.061 0.011 0.012 Attachment B: Summary of Chi-Square Tests for Knowledge Questions TTU (N=444) correct incorrect 290 154 218 226 395 49 363 81 Knowledge Question 1 Knowledge Question 2 Knowledge Question 3 Knowledge Question 4 Else (N=289) correct incorrect 218 93 145 166 274 37 274 37 Chi Statistic 1.90 0.45 0.13 5.59 Chi Probability 0.1682 0.5029 0.7140 0.0181 Attachment C: 2-Sample T-Test for Average Scores of Majors and Non-Majors N Humanities Overall 56 Majors Mean SD 75.9% Non-Majors Mean SD N 27.0% 699 71.8% T-stat 27.1% 1.093 P-value 0.275 Attachment D: 2-Sample T-Test for Average Scores by Sex N Humanities Overall 441 Female Mean SD 73.9% N 26.1% 312 Male Mean SD 69.5% T-stat 28.3% 2.226 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 21 of 22 P-value 0.026 Online Senior Assessment 2010: Humanities Attachment E: Number of Participants Selecting Each Answer for Each Question Humanities 1 Answer TTU 1 300 2 138 3 4 4 2 5 0 Humanities 4 Answer TTU 1 63 2 19 3 290 4 48 5 24 Humanities 7 Answer TTU 1 28 2 17 3 19 4 17 5 363 ELSE 228 81 2 0 0 ELSE 31 14 218 26 22 Humanities 2 Answer TTU 1 281 2 143 3 17 4 2 5 1 Humanities 5 Answer TTU 1 56 2 92 3 27 4 51 5 218 ELSE 222 83 4 2 0 ELSE 31 64 22 49 145 Humanities 3 Answer TTU 1 208 2 172 3 51 4 10 5 3 Humanities 6 Answer TTU 1 395 2 6 3 17 4 16 5 10 ELSE 167 115 25 4 0 ELSE 274 9 5 13 10 ELSE 14 9 5 9 274 Office of Planning and Assessment, Devin DuPree and Sabrina Sattler, July 2010 Page 22 of 22