A. M.
Chase
*a,
H. A.
Clancy
b,
R. P.
Lachance
b,
B. M.
Mathison
b,
M. M.
Chiu
a and
G. C.
Weaver
c
aDepartment of Educational Studies, Purdue University, West Lafayette, IN, USA. E-mail: tonychase@purdue.edu
bDepartment of Chemistry & Life Sciences, United States Military Academy, West Point, NY, USA
cUniversity of Massachusetts, Amherst, MA, USA
First published on 13th October 2016
Course-based undergraduate research experiences (CUREs) can introduce many students to authentic research activities in a cost-effective manner. Past studies have shown that students who participated in CUREs report greater interest in chemistry, better data collection and analysis skills, and enhanced scientific reasoning compared to traditional laboratory activities. Though self-reports are informative, performance measures are needed to evaluate CURE effectiveness objectively. The present study examines whether a CURE implementation at the United States Military Academy (by the Center for Authentic Science Practice in Education [CASPiE]) affects students' self-reported perceptions or critical thinking test scores. Students reported significant increases in their perceptions of learning through the laboratory, authentic scientific laboratory practices and interest in chemistry when compared to previous chemistry courses with traditional laboratory activities. Results also showed a significant increase in critical thinking scores, moderated by student perception of the authenticity of the laboratory activities.
Vital outcomes of chemistry courses include teaching students skills that are relevant for the chemistry field, including critical thinking – the focal point of many recent chemical education studies (Carmel and Yezierski, 2013; Uzuntiryaki-Kondakci and Capa-Aydin, 2013; Bruehl et al., 2015) and a target goal in academic and national educational standards (Olson and Loucks-Horsley, 2000; Osborne, 2014). Critical thinking is defined as creative thinking, problem solving, data interpretation/analysis, and communication (Stein et al., 2007).
In this study, we test whether course-based undergraduate research experiences (CUREs) within a chemistry context increase students' critical thinking skills for undergraduate students in a military academy. We further investigate possible reasons for those increases. We employ measures that probe students' ability to think critically before and after a CURE implementation at the United States Military Academy (USMA). Their performance on these measures were then added to self-report survey questionnaires to examine causal interpretability of changes.
As a result of this recent emphasis on improving critical thinking, curriculum developers have started altering goals of the laboratory component of many science curricula. These interventions aiming to improve critical thinking have focused on students' collaborative efforts and activities beyond traditional lectures. Gupta et al. (2015) scored laboratory reports to show that the Science Writing Heuristic improved students' critical thinking skills. Recent studies have also shown that learning interventions (e.g., active learning, Kim et al., 2013; Peer-Led Team Learning, Quitadamo et al., 2009) can improve critical thinking. When students face authentic situations that require collaboration to achieve project goals, they often interact with course materials critically. This is the foundation of this study. Students were given authentic research tasks to complete in teams that incorporated hypothesis development, data collection and presentation of findings. These goals presented a unique opportunity to examine whether authentic practices in the science laboratory affect students' critical thinking.
In many universities, research opportunities are restricted to a few students within their final semesters of undergraduate education, as reported by Canaria et al. (2012):
“It is not feasible to require undergraduate research as part of the degree program at a large university. The high student-to-faculty ratio makes it impossible to support all of these students in a research project.”
CUREs, however, enable many students to participate in authentic, research activities (Auchincloss et al., 2014). These experiences vary in nature but often include semester-long, authentic research experiences that sometimes give students the ability to be co-authors on research manuscripts (Gasper et al., 2012). Students participating in these experiences form groups and learn research techniques. They advance the research project by collecting data and analyzing them to complete a final project or presentation. These types of curricula offer authentic research experiences to students in entry-level classes. CUREs are less costly, larger-scale means of providing students with research experiences, compared to the traditional undergraduate research internship (which often requires many more research faculty to supervise the same number of students).
With suitable preparation, Wolkow et al. (2014) found that CUREs can be implemented successfully at both two-year and four-year institutions to yield positive student experiences. For example, United States Air Force Academy cadets in a CURE produced data for researchers and co-authored publications (Snellman et al., 2006).
CUREs have increased students' self-reported interest in chemistry, improved their data collection and analysis skills, and enhanced their scientific reasoning. These represent important components of critical thinking within science courses (DebBurman, 2002; Wood and Gentile, 2003; as reported by Weaver et al., 2008; Gasper and Gardner, 2013). Though successes involving CUREs have been reported, a meta-analysis of 60 studies of undergraduate research experiences by Linn et al. (2015) showed that most studies relied on students' self-reports. Linn and colleagues highlighted the need for “systematic, iterative studies with multiple indicators of success” (echoed by Brownell and Kloser, 2015). In their framework for CURE evaluation, Brownell and Kloser (2015) advocate measurement of affective outcomes “in concert with measurements of their competencies in scientific practices.” This study addresses this issue by providing both self-report analyses and objective critical thinking data to support the impact of CUREs on critical thinking.
Early CASPiE studies showed several benefits for students. For example, this teaching model challenges students to design their own experiments (Weaver et al., 2006). Also, the CASPiE experience can increase students' connections between science and everyday life and affect their future career choices (Weaver et al., 2008). Furthermore, studies of a CASPiE module on antioxidant capacities in foods increased the sophistication of students' views on the nature of science (Hoch et al., 2009; Russell and Weaver, 2011). Specifically, students gained a better understanding of the meaning of experiments and scientific theories.
Another study showed that student interest in science and understanding of research methods both increased after participating in CASPiE (Scantlebury et al., 2011). This study also showed that CASPiE particularly engaged female students and students from minority groups. In a three-year study, Szteinberg and Weaver (2013) showed that students who participated in CASPiE had a greater sense of accomplishment and greater perceived responsibility than before. They also remembered the main ideas of the laboratory work after one year. Furthermore, Pilarz (2013) showed that CASPiE helped high school students develop a stronger, scientific research community, in which they communicated and worked with one another and with their teachers. Lastly, Gasper and Gardner (2013) showed that a version of CASPiE with a biological focus in an undergraduate course helped increase students' critical thinking.
Research questions:
(1) What is the impact of the CURE participation on critical thinking?
(2) What is the impact of CURE participation on perceptions of (a) learning through the laboratory, (b) authenticity of scientific lab practices, and (c) interest in the chemistry/science of the course when compared to a traditional chemistry course?
Hypothesis 1: participation in the CURE increases critical thinking.
Hypothesis 2: compared to their previous course, CURE students increase their:
• Perceptions of learning through the laboratory
• Perceptions of authenticity in scientific lab practices
• Interest in chemistry/science
The participants in this study were 86 cadets enrolled in six sections of Advanced General Chemistry courses, all of which include laboratory work. These cadets scored high on a Chemistry exam administered during their first week at the Academy. Cadets either meet for an 80 minute class or attend a 2 hour lab every other day. The Advanced General Chemistry course sequence covers nearly the same material as the regular General Chemistry course sequence, but the material is compressed into fewer lessons to allow for trips or more extensive laboratory experiences. During the 2014 academic year, cadets in the Advanced General Chemistry course (CHEM 152) participated in the CURE during the second semester, which replaced several traditional laboratory activities and resulted in some compression of other course objectives into fewer lessons. No content was removed from the course.
One proposal to alleviate these important problems is a gasification-based waste-to-energy technology, suitable for use in a CB. Gasification of solid wastes, to produce a syngas which can be burned in a diesel generator, eliminates the complications of trying to produce a liquid fuel from waste. However, the handling and processing of mixed wastes has proven difficult in currently available downdraft gasifiers. Researchers from the US Army Construction Engineering Research Laboratory, The Center for Environmental Science and Technology (CEST) at SUNY Cobleskill, and West Point, are working on a DoD-sponsored grant that will analyze the operation of a prototype unit and later design a deployable, rotary kiln gasification system. While gasifier syngas products could be transformed into liquid fuels, the overall intent of this research project is to design a rotary kiln, waste-to-energy, gasification system that will directly burn the syngas for fuel and:
• be easily deployable
• accept all types of solid wastes typically generated at a Contingency Base with minimal pre-processing or separation
• provide a syngas that will fuel a standard Army diesel generator at a net-positive energy balance, displacing a large fraction of fuel use.
A rotary kiln design was selected to allow for gasification of a wide variety of materials to simultaneously alleviate the challenges posed by waste and provide fuel on CBs (Cosper, 2014). A rotary kiln gasifier operates on the most straightforward possible mode of gasification: direct flaming pyrolysis. Solid and potentially liquid wastes are thermally converted to a flammable gas at temperatures above 800 °C to prevent char residue; inorganic ash is the only byproduct. The overall goal of the research project is to better understand how changes in the waste stream affect syngas characterization. Because the overall gasification project occurs at multiple locations, the cadets were assigned to focus on narrower aspects of the overall project. Cadets focused on the gas cleaning process, including selection of the scrubbing agent (liquid solvent or solid phase material).
The evaluative procedures for the CASPiE program consisted of a survey developed by the researchers that assessed student attitudes towards learning chemistry in the laboratory classes (Wink and Weaver, 2008). Students are asked to respond on a 5-point scale of agreement to a series of statements about their beliefs regarding chemistry and the course experience. The original study by Wink and Weaver (2008) measured self-reported gains when compared to the previous chemistry class that the student had taken. The survey was administered at the beginning and end of the treatment semester via an online survey distribution tool. Students received 10 points of extra credit for completing the survey each time and were given the option to complete an alternative activity for extra credit in lieu of participating in the evaluation.
The Critical-thinking Assessment Test (CAT) developed by Tennessee Technological University was used to show critical thinking changes across the entire academic year (Stein et al., 2007). The CURE implementation occurred only in the second semester. The test takes approximately 45 minutes (though students were given up to 60 minutes if needed) and contains 15 open-ended questions that put students in various scenarios to probe their critical thinking. The CAT was administered at the beginning of the spring semester (January 2014) and at the end of the second semester (May 2014). Tests were scored anonymously by a panel of instructors with an agreed upon rubric for each question. A person directly trained by the test developers led the scoring of the tests. Scores were then sent back to the developers to confirm that the scoring was valid and reliable. Scores were then tabulated and sent to the authors for further data analyses. Student participation in the CAT was completely voluntary, and they received no compensation. 77 of the total 86 students participated in all implementations of the self-report and CAT surveys.
Factor | Survey item |
---|---|
Interest in Chemistry/Science | The lab experience made me more interested in chemistry. |
The lab experience made me more interested in science. | |
The lab experience made me more interested in a science career. | |
Authentic Scientific Lab Practices | The lab experiences were very similar to real research. |
The lab experiences made me realize I could do science research in a real science laboratory (for instance, at a college or with a pharmaceutical company). | |
The lab experiments presented real science to students, similar to what scientists do in real research labs. | |
Perceptions of Learning through Laboratory | I better understood the ideas of chemistry, in general, as a result of completing the experiments. |
I believe I could accurately explain a chemistry experiment from the course to other student. | |
I believe I could accurately explain a chemistry experiment from the course (including the significance of the results) to my instructors. |
Factor models were assessed for global model-data fit by for goodness-of-fit statistics. Good model fit is indicated by a failure to reject the null hypothesis as measured by fit indices. Good model fit is indicated by a root mean squared error approximation value less than 0.10, a Tucker-Lewis Index greater than 0.95, and a standardized root mean residual less than 0.08 (Hu and Bentler, 2009). STATA v14 Statistical Software was used to test the fit of the factor models in this study (StataCorp, 2015). This analysis was followed by a paired samples t-test of the weighted mean sum scores (DiStefano et al., 2009) from each standardized factor loading.
Linear regression tests whether several explanatory variables are simultaneously correlated with the target outcome of total critical thinking score. Specifically, it tests the hypothesis that each explanatory variable's regression coefficient differs from zero at a 95% confidence level (all else being equal). Pre-post gains for CAT and self-report surveys were analyzed by paired samples t-tests of significance at a 95% confidence level. A correlational matrix of these variables is presented in the Appendix (see Table A1). Effect sizes of these gains were assessed by Cohen's d.
Weighted mean-sum scores analysis | Confirmatory factor analysis | ||||||
---|---|---|---|---|---|---|---|
Variable | Pre-mean | Post-mean | Mean-difference | SRMR | TLI | RMSEA | Chi-squared p-value |
* = p < 0.05; ** = p < 0.01; *** = p < 0.001; SRMR is standardized root mean residual, TLI is Tucker–Lewis index, and RMSEA is root mean squared error approximation. | |||||||
Perceptions of Learning through Laboratory | 11.52 | 12.34 | +0.821*** | 0.008 | 1.004 | 0.102 | 0.069 |
Interest in Chemistry/Science | 11.24 | 12.40 | +1.15*** | 0.012 | 1.005 | 0.000 | 0.491 |
Authentic Scientific Lab Practices | 9.54 | 12.93 | +3.39*** | 0.011 | 1.009 | 0.000 | 0.582 |
Differences in factor scores on the pre- and post-surveys showed significant increases in perceived authentic scientific laboratory practices, perceptions of learning through the laboratory, and interest in chemistry/science changes. These results suggest that after CURE participation, students perceived improvements in all three dimensions. A significant difference in perceived authenticity shows that students felt that the CURE was more authentic than previous laboratory courses. Gains in interest in chemistry shows that CURE participants feel as though they can pursue further education or work in chemistry after the academy.
Students also felt that they learned significantly more through the CURE than through earlier laboratory courses. Students scored higher on the CAT post-test after CASPiE participation than on the CAT pre-test (see Table 3, Model 1). This supports the hypothesis that course-based research experiences can improve students' critical thinking abilities. Further regression analyses explore other factors (specifically those related to demographic data and the self-report survey) and their relationship with this change across the treatment semester.
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
---|---|---|---|---|---|
CAT (May) | + Authenticity | + Auth*May | + Gender | + Ethnicity | |
* = p < 0.05, ** = p < 0.01, *** = p < 0.001; all standard errors in parentheses. | |||||
CAT (May) | 2.59*** (0.73) | 1.93* (0.97) | −6.36 (4.02) | −5.90 (4.02) | −5.08 (4.04) |
Authenticity | 0.11 (0.16) | −0.13 (−0.66) | −0.12 (0.20) | −0.11 (0.20) | |
Authenticity*May | 0.70* (0.33) | 0.67* (0.33) | 0.66* (0.33) | ||
Gender | −0.24 (1.01) | −0.27 (1.01) | |||
Ethnicity | 0.30 (0.57) | ||||
Intercept | 24.35*** (0.51) | 23.36*** (1.58) | 25.60*** (1.89) | 25.59*** (1.88) | 25.17*** (2.05) |
Explained variance | 0.08 | 0.07 | 0.10 | 0.10 | 0.11 |
The next series of models investigates whether several explanatory variables might account for the higher CAT score among CURE participants. While authenticity alone was not significant (Table 3, Model 2), its interaction with participation in the CURE was significant (Table 3, Model 3). As the survey asked students about their recent experience (previous semester), this result shows that authenticity significantly predicts CAT score after participating in the CURE program. Students who viewed the program as more authentic significantly gained in critical thinking after participating in the CURE program. Model 4 shows that this result is robust; after adding Gender and Ethnicity variables, the interaction between CURE participation and the May implementation of the CAT remains the only significant predictor.
Parallel regression models were run for both perceived learning and interest in science. Models 2–4 were run for each of the two factors to determine if the change in CAT score could be also attributed to changes in students' perception of learning or their interest in pursuing further education/work within the chemistry/scientific field. Models 2–4 showed no significant predictors of CAT score when incorporating interest in chemistry/science or perceived learning. The only series of models that statistically predicted changes in CAT score was the authenticity-based regression models displayed in Table 3. Results from the regression of interest in chemistry/science models as well as the regression of the perceived learning models can be found in the Appendix.
The self-report results displayed significant increases after CURE participation. These results suggest that students felt that they learned more, gained more of an interest in chemistry/science, and did more authentic scientific work in the CASPiE experience than in a traditional laboratory class. They are also factors that are related to critical thinking increases in previous CURE implementations (Wink and Weaver, 2008).
Critical thinking gains across the semester were consistent with previous CASPiE research (Gasper and Gardner, 2013). Significant gains in total CAT score occurred for participants during the treatment semester. CURE participation was also related to a significant increase in students' perceived authenticity of the laboratory experience. Students who viewed the CURE activities as more authentic had higher increases in critical thinking (on the post-test compared to the pre-test). This suggests that the more authentic that students viewed the experience, the more impact that it had on their critical thinking. This relationship is fundamental to the CURE experience as the primary focus of any CURE is to give students an authentic perception of research. The results suggest a relationship between CURE participation, its authentic research activities and critical thinking gains for these military academy cadets.
The CASPiE implementation at USMA was successful in terms of both students' perceptions and their critical thinking. Given the value of critical thinking, perceptions of greater authenticity, greater learning and greater interest in chemistry for future endeavors both scientific and otherwise, these results extend the CURE literature in important ways.
A link between authentic practice and critical thinking is an important finding that can inform and improve student learning during chemistry courses. Engaging with the course content in an authentic way can help students think critically about possible outcomes or extensions of the research. Hence, instructors who develop authentic curricular materials might help students improve their critical thinking. Educators and curriculum designers can also use CUREs as a vehicle to deliver a real research experience to students and to systematize undergraduate research experiences. CUREs offer research experience to many undergraduate students at one time (Auchincloss et al., 2014). Incorporating such experiences into the curricula can streamline this process, making it easier and less expensive.
While CURE research has shown connections between authentic science practice and critical thinking (Gasper and Gardner, 2013), this relationship requires further investigation. This study adds to the body of CURE literature by showing that students who perceive laboratory activities as more authentic show greater critical thinking gains.
The next step for this implementation of CASPiE is to address issues reported by faculty instructors. They noted that this CURE course was very time-consuming and labor-intensive. The instructors spent a lot of time trying to set up laboratory times, experiments, and curricular material. They were not able to collaborate efforts much as the course incorporated three projects running concurrently. One possible way to reduce their time and effort is to change the curriculum from three projects to one project.
The CURE program at USMA has continued to be implemented in second semester chemistry courses and is now the main method of educating all cadets in this level of general chemistry. This study further extends the sparse research literature on the effects of CUREs on military academy cadets. CASPiE studies have examined the effects of the program on several student outcomes, such as student views of the nature of science and affective gains (Weaver et al., 2008). This study in conjunction with Gasper and Gardner (2013) adds critical thinking to a target outcome of CURE. Some next steps in the evaluation of this type of instruction include considering other educational outcomes, such as creative thinking or a standardized content exam. Future studies can also measure longer-term critical thinking effects with a delayed post-test. Future research can also examine the applicability of content learned. The course-based research model of instruction gives students a deep understanding of research techniques and content that is specific to this project. This raises the question of what happens to that knowledge and whether students can apply it to other situations outside of the traditional curriculum.
May | Authentic | AuthMay | Learning | LearnMay | Motivation | MotivMay | Gender | Ethnicity | |
---|---|---|---|---|---|---|---|---|---|
May | 1.00 | ||||||||
Authentic | 0.6165 | 1.00 | |||||||
AuthMay | 0.9775 | 0.6998 | 1.00 | ||||||
Learning | 0.2794 | 0.3672 | 0.3251 | 1.00 | |||||
LearnMay | 0.9897 | 0.6396 | 0.9809 | 0.3555 | 1.00 | ||||
Motivation | 0.2199 | 0.5476 | 0.2988 | 0.4107 | 0.2585 | 1.00 | |||
MotivMay | 0.9480 | 0.6701 | 0.9659 | 0.3387 | 0.9574 | 0.4249 | 1.00 | ||
Gender | 0.0034 | 0.1048 | 0.0105 | −0.1741 | −0.0117 | 0.1090 | 0.0061 | 1.00 | |
Ethnicity | 0.0017 | −0.0374 | 0.0045 | 0.0160 | −0.0022 | 0.0096 | 0.0091 | 0.610 | 1.00 |
The skill-building laboratory sessions varied in content and depth across the modules, but all generally contained hands-on laboratory activities that mirrored the results of a research publication with the end goal of developing a standard method for proceeding. The toxicology group began by learning how to safely and aseptically handle bacterial cultures before learning to conduct the Ames assay using Salmonella typhimurium. The chemical engineering group began to create a ChemCAD model of an actual experimental publication to use as a baseline to compare results. The analytical Chemistry group created a standard reagent curve for a mix of poly-aromatic hydrocarbons. Following the skill-building modules, cadets engaged in a research collaboration meeting with other groups from different areas. They then began to develop their hypotheses for their own research project. These hypotheses were submitted and reviewed in an iterative process with the corresponding instructor. Students executed their planned experiments and adjusted as necessary based on their results. After completing their experimental work, a short poster training session provided each group of two to four cadets with sufficient guidance to create their own research poster. Cadets also visited poster sessions of upper class research cadets shortly before their own poster was due. CASPiE instructors reviewed each draft poster at least once and provided feedback on both design and content. Cadets concluded their CASPiE experience at a poster session attended by a wide audience of their peers, upper class cadets, instructors and senior leadership at West Point as well as outside guests, including the lead researchers of the project.
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