| Literature DB >> 31469619 |
Kristyn E Vander Waal Mills1, Mark Gucinski2, Kimberly Vander Waal3.
Abstract
One challenge facing students today is high textbook costs, which pose a particularly difficult obstacle at community and technical colleges, where students typically have lower incomes and textbooks constitute a larger proportion of the overall cost of education. To address this, many advocate for using open-source textbooks, which are free in a digital format. However, concerns have been raised about the quality and efficacy of open textbooks. We investigated these concerns by collecting data from general biology classes at four community and technical colleges implementing traditionally published (non-open) and open textbooks. We compared student outcomes, textbook utilization methods, and perceptions of textbooks in these courses. In generalized linear statistical models, book type (open vs. non-open) did not significantly influence measured student outcomes. Additionally, survey results found that students and faculty perceived the open textbook as equal in quality to other textbooks. However, results also suggested that student textbook use did not always align with faculty expectations. For example, 30% of students reported reading their textbooks compared with 85% of faculty expecting students to read the textbook. Finally, faculty who implemented open textbooks expected the textbook to be used more often for reference and review compared with faculty who use traditional textbooks.Entities:
Mesh:
Year: 2019 PMID: 31469619 PMCID: PMC6755319 DOI: 10.1187/cbe.19-01-0022
Source DB: PubMed Journal: CBE Life Sci Educ ISSN: 1931-7913 Impact factor: 3.325
Summary of demographics from the four participating community and technical colleges
| Anoka Technical College | Century College | Saint Cloud Technical and Community College | Saint Paul College | |
|---|---|---|---|---|
| Male | 45% | 45% | 46% | 46% |
| Female | 55% | 55% | 54% | 54% |
| First-generation by federal guidelines | 73% | 46% | 69% | 68% |
| Pell grant eligible | 41% | 24% | 43% | 53% |
| Minority groups | 21% | 39% | 19% | 61% |
| Full-time students | 46% | 41% | 48% | 39% |
| Average student age | 27 | 25 | 24 | 29 |
Univariable models of the effect of textbook on each student outcomea
| Outcome | Variable | Estimate | SE | |
|---|---|---|---|---|
| Likelihood of getting an “A” ( | Book type | −0.005 | 0.194 | 0.981 |
| Likelihood of getting a “C,” “D,” or “F” ( | Book type | 0.150 | 0.181 | 0.407 |
| Likelihood of withdrawal ( | Book type | −0.227 | 0.216 | 0.293 |
| Likelihood of failing first exam ( | Book type | −0.233 | 0.222 | 0.294 |
| Course percentage ( | Book type | −0.038 | 0.062 | 0.537 |
| Mean test percentage per student ( | Book type | −0.058 | 0.061 | 0.343 |
aBinomial and continuous outcomes were modeled with logistic and beta regressions, respectively.
Best-fit models for each of four student outcomes with binomial outcomes (logistic regressions)a
| Model name | Variable | Estimate | SE | AICc difference | AICc weight | |
|---|---|---|---|---|---|---|
| A. Likelihood of getting an “A” ( | ||||||
| A1 | Semester: Spring | −0.162 | 0.202 | 0.422 | 0.000 | 0.457 |
| Semester: Summer | 0.651 | 0.261 | 0.013 | |||
| A2 | Class size category | −0.163 | 0.238 | 0.492 | 1.600 | 0.210 |
| Semester: Spring | −0.137 | 0.205 | 0.505 | |||
| Semester: Summer | 0.558 | 0.294 | 0.058 | |||
| A3 | Class size category | −0.425 | 0.209 | 0.042 | 1.900 | 0.179 |
| B. Likelihood of getting a “C,” “D,” or “F” ( | ||||||
| B1 | Semester: Spring | 0.585 | 0.177 | 0.001 | 0.000 | 0.730 |
| Semester: Summer | −0.522 | 0.288 | 0.070 | |||
| C. Likelihood of withdrawal ( | ||||||
| C1 | Semester: Spring | 0.059 | 0.215 | 0.785 | 0.000 | 0.719 |
| Semester: Summer | −1.452 | 0.405 | 0.000 | |||
| D. Likelihood of failing first exam ( | ||||||
| D1 | Semester: Spring | 0.135 | 0.222 | 0.543 | 0.000 | 0.390 |
| Semester: Summer | −1.858 | 0.644 | 0.004 | |||
| D2 | Class size category | 0.422 | 0.264 | 0.110 | 0.500 | 0.297 |
| Semester: Spring | 0.089 | 0.215 | 0.680 | |||
| Semester: Summer | −1.566 | 0.664 | 0.018 | |||
| D3 | Class size category | 0.708 | 0.260 | 0.006 | 1.900 | 0.151 |
aFor each outcome, all uni- and multivariable models that are <2 of the lowest AICc are shown.
Best-fit models for each of the three student outcomes with continuous outcomes (beta regressions)a
| Model name | Variable | Estimate | SE | AICc difference | AICc weight | |
|---|---|---|---|---|---|---|
| F. Course percentage per student ( | ||||||
| F1 | Semester: Spring | −0.151 | 0.052 | 0.004 | 0.000 | 0.553 |
| Semester: Summer | 0.196 | 0.067 | 0.003 | |||
| F2 | Class size category | −0.071 | 0.057 | 0.211 | 0.500 | 0.431 |
| Semester: Spring | −0.143 | 0.052 | 0.006 | |||
| Semester: Summer | 0.145 | 0.077 | 0.059 | |||
| G1 | Class size category | −0.094 | 0.062 | 0.131 | 0.000 | 0.474 |
| Semester: Spring | −0.116 | 0.054 | 0.030 | |||
| Semester: Summer | 0.193 | 0.082 | 0.019 | |||
| G2 | Semester: Spring | −0.127 | 0.053 | 0.017 | 0.300 | 0.415 |
| Semester: Summer | 0.257 | 0.071 | 0.000 | |||
| G1 | Class size category | −0.094 | 0.062 | 0.131 | 0.000 | 0.474 |
aFor each outcome, all uni- and multivariable models that are <2 of the lowest AICc are shown.
Faculty responses to survey questions with answers that had significant Fisher’s t test values or trends
| Answer | Proportion of open-textbook faculty selecting this option | Proportion of non–open textbook faculty selecting this option |
| Q8: For this semester, how much do students spend on required materials for this course? | ||
| $0** | 0.400 | 0.000 |
| $1–49* | 0.450 | 0.136 |
| $50–99 | 0.100 | 0.273 |
| $100–200* | 0.05 | 0.591 |
| Q9: Why did you choose your current textbook? (Select all that apply) | ||
| This textbook has an excellent accompanying online program** | 0.000 | 0.381 |
| Students learn well from this textbook** | 0.100 | 0.571 |
| It was cost-effective for students* | 0.900 | 0.429 |
| I did not choose the textbook as it was decided by the department | 0.150 | 0.381 |
| Q10: How would you rate the quality of the textbook used for this course? | ||
| WORSE than the quality of texts in my other courses | 0.250 | 0.043 |
| BETTER than the quality of texts in my other courses* | 0.050 | 0.434 |
| About the SAME AS the quality of texts in my other courses | 0.700 | 0.522 |
| Q12: Rate each statement on how important textbook choice is in determining student success or learning (not including online programs).a | ||
| It is essential for all students to succeed in the course | 0.600 | 0.773 |
| It is essential to earn an A in the course | 0.112 | 0.089 |
| It is necessary for students to succeed in certain topics | 0.800 | 0.955 |
| It is necessary only as a reference and review resource* | 0.500 | 0.182 |
| Students do not need any additional materials beyond my lectures | 0.150 | 0.130 |
| Q13: How do you expect students to utilize the textbook in this course? (Select all that apply) | ||
| Students should read each chapter before or after class | 0.842 | 0.857 |
| Students should only read topics they struggle with | 0.421 | 0.143 |
| Students should use the book as a reference for figures and terms | 0.421 | 0.474 |
| Q14: Rate each statement on how often do you think students actually use the textbook for this course throughout the semester.b | ||
| Students never access or look at it | 0.444 | 0.238 |
| Students use it once or twice total* | 0.500 | 0.095 |
| Students use it about once a week | 0.895 | 0.762 |
| Students use it more than once a week* | 0.684 | 0.952 |
aRatio is proportion who agreed or strongly agreed with the statement. The available options were strongly agree, agree, disagree, or strongly disagree.
bRatio is proportion who responded “sometimes” or “often.” The available options were often, sometimes, seldom, or never.
*Fisher’s t test value of <0.05.
**Fisher’s t test value of <0.005.
FIGURE 1.This graph summarizes the outcome data that suggest that the book was not significant (p > 0.2) in univariable models of student outcomes. For the first two graph sets, the y-axis represents the overall average course percentage and test percentages. For the other graph sets, the y-axis represents the percentage of students in that category. Error bars represent SE.
FIGURE 2.Responses to the question “How does your textbook compare to textbooks used in other courses?” A single asterisk represents a Fisher’s exact p value of <0.05 comparing open-textbook to non–open textbook faculty. Error bars represent SE.
FIGURE 3.Reported textbook use by students and faculty expectations of use. Students answered “Describe your current use of your textbook for this course” and could select one choice. Faculty answered “How do you expect students to utilize the textbook in this course?” and could select all options that applied. Although questions are not directly comparable for statistical analysis, the trend of answers still shows a difference between student use and faculty expectations of use. Error bars represent SE.
FIGURE 4.Frequency of textbook use. Students answered “How often are you using the textbooks for this course?,” and faculty answered “How often do you think students actually use the textbook for this course throughout the semester?” For faculty responses, the ratio is the faculty who checked “sometimes” or “often.” A single asterisk represents a Fisher’s exact p value of <0.05 comparing open-textbook to non–open textbook faculty. Error bars represent SE.