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It is recognized that a need exists to move from the passive learning styles that have characterized chemistry courses to an active style in which students participate and assume responsibility for their learning (1 - 5). In addition, it is argued that course reform should be linked to authentic student achievement, so that students can actively experience the feelings of practicing professionals (6). Course experiments where such changes have been introduced have proven successful but the number of examples of such changes is limited in the higher level courses or courses with large enrollments (7 - 11).
In this paper, a one-semester introductory analytical chemistry course is described that accomplishes this goal by the use of open-ended laboratories, cooperative learning, and spreadsheet programs. The course uses many of the ideas described by Walters (7). It is offered at the upperclass level to nonmajors and at the freshman level to students with solid chemistry backgrounds from high school. Typically there are 90 students, who are divided into 5 sections. A teaching assistant is assigned to each section. The course has two 4-hour laboratories and two or three lectures each week (depending on whether it is the upperclass or freshman course).
The heart of the course changes is the use of open-ended laboratory experiments in the last half of the course. A sample group project is to have the students develop a mixture of acid-base indicators that can serve as a spectroscopic pH meter. These projects are enhanced by dividing the students into teams of four who take charge of all aspects of accomplishing the projects' goals. Since there are many skills required to make these projects work, the first half of the course is spent developing the individual conceptual, computational, laboratory, problem solving, and group skills so students are prepared for the last half. These changes have markedly improved the student attitudes towards each other and towards learning chemistry, in addition to increasing the depth of coverage of the material and the students' comprehension levels. Although these benefits are usually expected from small colleges, it has become clear that they can also be achieved in large-enrollment universities.
Course Elements
The important elements in the open-ended projects are identified during the planning of the course and are brought into the course from its beginning in order to establish a central theme that continues throughout the course. Eight changes have been made in the course where these themes are emphasized:
·an absolute grading scale is announced at the beginning of the course
·a student board of directors is appointed to oversee all aspects of the course
·students read and analyze research papers
·interactive techniques are introduced in the lecture
·spreadsheet programs are used for homework and laboratory problems
·cooperative examinations complement traditional examinations
·open-ended laboratory projects replace many standard laboratory experiments
Grading
The absolute grading scale is recognized as an essential element to a course where students work
cooperatively, because the competition in a course graded on the curve discourages cooperation (4). Grades are determined by a mixture of traditional examinations and quizzes, cooperative examinations, problem sets, laboratory grades based on quantitative unknowns, and group and individual grades on open-ended projects. Several methods have been used to arrive at individual grades for group projects, but the most effective has been a peer grade assigned by the team members. For a four-member team, each individual will receive grades from the other three members and the results are averaged. The individuals consider a person's effort, team skills, and contributions. The individual grades are then normalized to the team grade.
Student Formative Assessment
A student board of directors is appointed from volunteers using student diversity and representation
from all course sections as selection criteria. The board members provide rapid feedback and formative
assessment about course operation, make decisions about course issues, and bring up issues that are important for the class. They have power over all aspects of the course including grading, but the instructor retains a veto privilege (thus far unused).
Research Papers
Students are assigned to groups at the beginning of the first laboratory and given a professional paper to read. In order to help them understand the paper and to give each individual an important part in the group, the four teaching assistants in the course hold discussion sections on the important aspects of the paper. Representatives from each group attend each of the discussions and then return to their teams. Together, the group members pool their understanding and address the specific questions that test and deepen their understanding of the paper. The answers are written up and the team meets with the course instructors to discuss their insights. This group exercise builds group skills and introduces key concepts that will become important in the group projects. Later, research paper analysis is used to give more realistic problems for assimilating the course material.
As an example, a paper by Yamazaki et al. on "Spectroscopic Determination of pH and Its Application to the Determination of Thermodynamic Equilibrium Constants" (12) was chosen to begin the course. This paper would complement a project introduced later, where students develop a mixture of indicators to determine pH. The paper measured the absorption spectrum of two acid-base indicators in a carefully prepared buffer having an accurately known acid dissociation constant. After making appropriate activity corrections, the authors showed that the indicator could be used to measure pH in other solutions with an accuracy that exceeded pH meter measurements. For this example, the four students in a group would divide up to meet as representatives with each of the four teaching-assistant discussion sections, to learn about spectroscopic measurements, statistics and error analysis, thermodynamic and equilibrium concepts, and team management. This introduction empowered individuals in a specific area so they would have a defined place on the team during the initial meeting. The team addressed 10 questions such as calculating the ratio of the acid and conjugate base species of the indicator from data in a figure; determining why the data were weighted differently at different wavelengths and why there was no weight at an isobestic point; predicting the change in the absorbances if the temperature, ionic strength, or pH changed; and evaluating whether the temperature-induced changes in absorption could form the basis of a spectroscopic thermometer.
Lecture Activities
Group activities were introduced into the lecture in the form of think-pair-share exercises, collaborative problem solving, concept tests, and list generation (13-15). For think-pair-share, a simple numerical or conceptual problem is stated and after briefly thinking about its answer, students discuss their ideas for answers. Representative groups share their answers with the class or a class vote is taken on the correct answer from a list of nominations. An example of collaborative problem solving is calculating points in a chelation titration for different pH values and auxiliary complexing agent concentrations. The answers are pooled on overhead graphs corresponding to the different conditions. The class then discusses the effects of changing the competing equilibria conditions on the titration curves. The answers are duplicated and distributed so each student has a complete set of solved examples under varying experimental conditions. An example of a list generation exercise is to have students identify all factors that lead to chromatographic peak broadening.
Cooperative Examinations
The traditional examination format has been augmented in this course by cooperative take-home
examinations. Students can discuss problems but their answers must be their own. This format allows more realistic and complex questions, although there are limits to the sophistication level that is achievable. Typical questions might include simulating the spectra that result for different pH and reagent concentrations when Cd2+, a chelating agent, and a complexation indicator are mixed. The question uses concepts that appeared in the first research paper exercise, but it requires reformulating it in a different context. Students report that the examinations are a reliable indicator of their comprehension and problem-solving skills. Correlation plots of cooperative vs. traditional examination results show no significant differences.
Spreadsheets
Spreadsheet programs have become recognized as very powerful devices for teaching in analytical
chemistry because they provide the power required to tackle complex equilibria. At the same time, they are accessible to the unsophisticated student and they are important tools for a student to master. The spreadsheet programs are used in both lecture and laboratory contexts. Exercises are assigned that increase student proficiency gradually. Starting from a simple successive approximation exercise, students advance to creating species distribution functions (alpha-plots) for weak acids and then to modeling a titration curve including nonideality corrections. They also use computers for data acquisition in conjunction with a scanning spectrophotometer and data analysis of the overlapping spectra in a two-component mixture.
Open-Ended Laboratory Projects
The open-ended projects are the heart of the course. They have well-defined goals, but students are free to use their own creativity in reaching the goals. A listing of projects that have been used in the course is given in Table 1.
The measurement of the pKa of an indicator and the development of a spectroscopic pH meter were projects used in the semester when the first research paper was the Yamazaki et al. "Spectroscopic Determination of pH and Its Application to Determination of Thermodynamic Equilibrium Constants". The project on measuring the pKa of an indicator was a reproduction of the work in the paper with a different indicator. A buffer with a well-known acid dissociation constant was prepared by accurate mixing of appropriate acids and conjugate bases so that pH could be calculated to four significant figures. Accurate absorbance measurements of the acid/conjugate base forms of the indicator then gave accurate values of pKa of the indicator. Different groups in the class measured different indicators and the results were pooled so that students had access to all the information on all the indicators.
The development of a spectroscopic pH meter used the database to select a mixture of indicators
that would give spectroscopic selectivity for pH over a wide pH range. Example student results are shown in Figures 1 and 2. Figure 1 shows the absorbance spectra of a mixture of thymol blue, methyl orange, phenol red, and chlorophenol red for 8 pH values from 1.5 to 9.4.

Figure 1. Spectra of a methyl orange, phenol red,
chlorophenol red, thymol blue mixture for a series of pH values.
Figure 2 shows a typical fit that was obtained for a pH = 6.3404, along with the contributions from each of the four indicators.

Figure 2. Comparison of the theoretical and experimental absorption spectrum for the pH = 6.34 sample in Figure 1 and the contributions to the theoretical spectrum from each of the individual indicators.
Table 2 is a compilation of the results for each of the pH values showing the results of a pH meter measurement, a calculated pH based on knowing the buffer mixture, and the pH that resulted from the spectroscopic fitting procedure. There are obvious differences in the three measurements that need further work, but the results also show clearly that the procedure is feasible and good-quality results can be obtained.

a Alternative measurements of buffer solutions using pH meter readind, calculated pH based on known pKa values of buffer and known concentrations of buffer species, and pH determined by fitting absorption spectra of inticator mixture.
Many of the projects come from traditional laboratory experiments. For example, the carbonate determination in a NaOH titrant project was adapted from an existing experiment where students determine the concentration of H3PO4 with a pH titration. The two equivalence points require equal volumes of NaOH titrant if there was no CO32- absorbed from CO2 in the air. If there is CO32-, the equivalence points require different amounts of titrant because the CO32- reacts with more H+ at the more acidic equivalence point. Consequently, the NaOH solutions are made by diluting saturated solutions and the added water is sparged or boiled to eliminate CO2 for the traditional experiment.
For the project, students are asked to design an assay procedure that can determine the amount of
CO32- in the NaOH using the H3PO4 titration. They must first establish a relationship between the volumes measured in the titration and the concentrations. Typically, they will choose either to standardize the procedure using standard NaOH and Na2CO3 solutions or to simulate the titration using the known values of the acid dissociation constants. They must then design and implement a procedure that uses appropriate concentrations and volumes. Often, students find that their results are not reproducible or that the simulations don't fit their data. An example of experimental data and a simulation are shown in Figure 3 for solutions containing no CO32- (Fig. 3a) and 20% CO32- (Fig. 3b).

Figure 3. Titration of two solutions with NaOH where (a) the solution is H3PH4 and (b) the solution is 80% H3PO4 and 20% Na2CO3.
This problem is caused by the loss of CO2 at the acidic pH values when the CO32- is in the H2CO3 form. Creative students transcend the problem by reversing the usual roles of the NaOH and H3PO4. When H3PO4 is used as the titrant, the pH is not acidic enough to cause CO2 loss until the end of the titration. An example of this approach is shown in Figure 4.

Figure 4. Titration of an NaOH solution with an H3PH4 / Na2CO3 mixture.
The open-ended projects are conceptually simple; but there are enough details and enough unanticipated problems arise during the projects to provide students with many opportunities for creativity and practice in problem solving. In addition, the students struggle with course concepts in the context of a realistic problem, and this opportunity provides much greater insight into the course material. It also gives better insights into the way that science is actually practiced. Students should be made aware that experiments almost never work the first time because it is difficult to anticipate all the details and complications in a real system. It is an important lesson that all scientists learn from experience. They should recognize that an experiment does not fail if it doesn't work as anticipated, as long as it provides further insight for the next try.
The group project final report is done by the team. It includes description of the experimental plan, results, and discussion. The team members meet with the teaching assistant and faculty member to discuss the details of the project. The discussions have a professional character, the science in the projects being discussed without simplifications. It is an opportunity to reflect on the unsolved problems and the future directions that could be pursued. It is also an opportunity to reflect on the relationship between their experiences and the experiences that professionals have. The typical student group has invested a large amount of time and effort in the project and is proud of its accomplishments. Above all else, it is important that the discussion with the course instructors recognize the accomplishments and affirm the pride that is shown by the students.
Evaluation
The student response to these course changes was evaluated by questionnaires, free-written responses, and informal discussions with individual students. Table 3 gives the questionnaire statements and the mean student response in the freshman and upperclass courses, based on a scale from 1 to 5 (strongly disagree to strongly agree).

a The means for the scores are shown with a grading scale of 1 to 5 representing strongly diagree to strongly agree.
The student response was favorable for each of the major course elements and for the overall course. The free-written responses took two forms. In the first, students were asked to write a critical evaluation of the team approach; in the second, they were asked to identify the greatest strengths and weaknesses of the group approach. Table 4 summarizes the student responses to the latter question by grouping them into 9 major categories along with the fraction of the comments that fell into each category.
a The percentages given represent the fraction of all comments made by all students that fall into each category.
On average, each student made 2.1 comments. The greatest strengths were divided between the increased understanding of the course material, the enjoyment of working with problems that were more representative of real life, the thinking that was demanded by the course structure, the experience with working together in groups, and the opportunity to exercise creativity in the problem solving. Less frequently mentioned were comments about the increased depth of coverage, the challenge and sense of accomplishment, the opportunity to learn spreadsheet programs, and the development of problem solving skills. The greatest weaknesses were divided between the amount of time required in the course, problems in working together as a group, inadequate preparation for understanding the projects, technical difficulties associated with equipment and computer operation, and inadequate time to finish the project in a satisfying way. Less frequently mentioned were comments that the depth was too great to handle, the expectation level for the course was too high to sustain motivation, the projects became tedious during the data collection, and students got lost in the material. All of these evaluation exercises were consistent with each other. Ninety percent of the students in both the freshman and upper-level courses felt that the group work increased their understanding of the course material and 93% felt that the course required a great deal of
time (average estimate was 18 hours of outside work).
There were differences between the freshman and the upper-level courses in whether the increased
learning was worth the additional time. Table 3 shows that freshman students were much more receptive to spending time if it resulted in increased learning. Student discussions make it clear that upperclassmen feel much more comfortable with a traditional course structure and are skeptical about changing it. One upperclassman made it particularly clear when he stated that he appreciated the effort being expended on changing the course and that he could see why it was valuable. Nevertheless, he and his associates were close to graduation and they were most interested in getting out with the minimum amount of hassle.
The same general themes pervade the free-written responses but these contain more insight into the
student feelings. In fact, there is a richness in the responses that cannot be easily categorized or condensed but will be the subject of a future paper. Table 5 gives example comments that best represent the student's perceptions and feelings about the course.
They reflect the complex interplay between the three major themes of a course involving cooperative learning. The students are enthusiastic about the opportunity to work on problems that have elements of authenticity, the realization that their skill and mastery are improved by experiencing the course material in a specific context, and the cooperative interactions with fellow students. They also realize and accept that these accomplishments have been at the cost of increased work load.
A number of other important questions have not been addressed by the evaluation data given above. In particular, it is important to determine whether the course structure has improved the students' learning. This question is currently the focus of an extensive parallel study with a control class and the results will be published separately.
Conclusions
One of the most effective ways to accomplish effective learning is to involve students in original research. There are many constraints that prevent this approach from being applied to nonchemistry students, particularly at institutions with large enrollments. The open-ended laboratory approximates the research experience that can be implemented in large-enrollment courses. The open-ended projects need not be sophisticated to engage the imagination and excitement of students. As is clear from the evaluations, students welcome an opportunity to think about and work hard on problems that haven't been worked out so there is room for discovery and creativity, even on a small scale.
There were many examples of the cooperative learning aspects of the course that mirror what other
cooperative learning approaches have experienced (1-11):
·community building
·increased motivation
·reduction in alienation and anonymity
·improvement in team skills
·active student participation in the learning process
·increased comprehension and accomplishment
These benefits are usually achieved in institutions with small class sizes and more interaction between students and faculty, but this course experiment makes it clear that they can be realized at large institutions as well. There are longer-range benefits to undergraduate education. It is recognized that successful curriculum reform requires more than improved lectures, course materials, churning of the curriculum, etc. It requires a change in the way that faculty and students view themselves (4). It is clear that this course model is an example of one that replaces the traditional model of passive learners and inspired lecturers by a model where the students take an active and responsible part in the learning process and faculty members facilitate learning by preparing a learning environment that will challenge and empower students. These changes are fundamental and represent new traditions that guide students and faculty into a new approach to education. It is important to extend such approaches to other upper-level courses in the chemistry curriculum.
Acknowledgment
This work was supported by the National Science Foundation under grant 94-50615.
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