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Is multimedia-based training effective? Yes and no.

Adrienne Y. Lee, Douglas J. Gillan, Evan E. Upchurch, Jeffrey S. Melton, & Charles L. Harrison

New Mexico State University
Department of Psychology
Las Cruces, NM 88003, USA
Tel: 1-505-646-6223 © ACM

Abstract

Most studies in multimedia have not been controlled and have focused on student satisfaction rather than examining what students have learned. This poster will describe results from current research designed to evaluate the efficacy of multimedia-based training in producing increased learning and retention of factual knowledge and skills.

Keywords:

education, multimedia, evaluation

Introduction

Computers can be used to provide students with an opportunity to actively learn material and perform tasks in the same way as professionals in the field. Currently at NMSU, only one method class is available for upper- division students and there are no labs connected with upper-division classes. Some courses have a special need for labs (e.g. teaching students operant conditioning using live rats). Availability of inexpensive personal computers has led to the possibility of developing computer software dedicated to training and tutoring students [2]. Although the initial cost may be high, it is more cost efficient for long-term laboratory use to develop a computer lab. For example, the estimated cost for purchasing and maintaining laboratory rats is $2,000 per student [1]; however, using a computer virtual rat has an initial cost of less than $2000 for a single computer and software and more than one student can use the virtual rat software in a computer lab over the course of a semester. In addition, computer- generated animation and multimedia capabilities of computers provide an opportunity to expand the ways in which students can learn [4]. Thus, a full computer laboratory to augment psychology courses could be developed.

Most studies in multimedia laboratories have not been controlled and have focused on student satisfaction rather than on examining what students have learned (for an exception [4], a multimedia evaluation in the laboratory but not in the classroom). Thus, the goal of the current experiment was to evaluate the efficacy of a multimedia laboratory in producing increased learning and retention of both factual knowledge and skills in experimental methods. Since the multimedia laboratory was supplemental to students' regular coursework, we also predicted that students would have an increased motivation for learning.

METHOD

Design. A within-subjects design was used. For the first half of the semester, half the subjects used the operant conditioning software and half listened to a recitation-style lecture on the same topic. In the second half of the semester, the students who heard the recitation in the first half used software on eyewitness memory and those who used operant conditioning software listened to a recitation on eyewitness memory.

Subjects. Sixty four undergraduate students at NMSU taking an upper-division course on learning were used. Five students' results did not complete the experiment. Materials. Two software packages were used in this study. The first software package was Sniffy the rat, a simulated laboratory module designed to train subjects on the principles of operant conditioning [1]. We developed our own accompanying background material and exercises for students to do. The second software package was designed to train students on experimental methodology using an experiment on eyewitness memory as its basis [3]. For the recitation-style lectures, materials (lecture notes and overheads) covered the same concepts as those in the software programs.

Procedure. The same basic procedure was used for the operant conditioning and eyewitness memory training. Before the labs were started, subjects were given a pre-test. Then, over a four week period, subjects were brought into the lab in groups for training (2 students per computer; 8 students listening to the recitation). After all students had completed the lab, a post-test on operant conditioning was given. In addition, subjects were given a questionnaire and cognitive ability tests.

RESULTS

Operant conditioning results. Subjects in both conditions improved from pre-test to post-test (t(57)=6.4, p<01). A mixed model multiple regression was performed with test (pre-test and post-test) as the within-subjects factor and condition (computer or recitation) as the between-subjects factor. A trend in the data indicates that for the recitation, the lecture helped subjects scoring low on the pre-test more than those scoring high on the pre-test; but, for those using the computer, multimedia helped all subjects equally (F(1, 57)= 3.22, p<.08) This result may be due to the large number of conceptual questions on the pre- and post-tests. From the additional post-test questions, when subjects listed behavior displayed by two babies on a video, there was a trend in the data indicating that subjects who used the computer listed more behaviors than those who listened to the recitation (mean computer = 15.1, mean recitation = 13.7, t(27)=2.0, p<.06).

Eyewitness memory results. Subjects in both conditions improved from pre-test to post-test (t(58)=7.8, p<.01). A mixed model regression analysis was performed with test (pre-test and post-test) as the within-subjects factor and condition (computer or recitation) as the between-subjects factor. For those using the computer, subjects who scored lower on the pre-test improved more than those who scored high on the pre-test; but, for those in recitation, all subjects were helped equally well by the lecture (pre-test by condition interaction F(1, 58)= 4.08, p<.05).

DISCUSSION

Measuring the effects of change in knowledge rather than just motivation or preference is better for evaluating educational efficacy. This study evaluated two multimedia- base training systems using a pre-test, training, post-test procedure. The operant conditioning and eyewitness memory training produced very different results. In the operant training, the recitation provided substantial benefit to students who scored low on the pre-test. In contrast, in the eyewitness memory training, the multimedia software provided the most benefit to students who scored low on the pre-test. In other words, both conditions suggest that replacing lectures with multimedia lab may benefit certain subjects but not others. The differences in results between the operant conditioning and eyewitness memory training may be caused by: 1) Software differences such as amount of feedback for student actions, degree of interactively, and goal-directedness of instruction, 2) Test (pre-test/post-test) differences such as number of procedural versus number of conceptual questions, and 3) Individual differences, such as intelligence or spatial abilities. Preliminary analyses of the cognitive ability tests and intelligence scores suggests that these individual difference factors may not contribute to the present findings. Thus, future research will focus on differences in software and test construction. The present evaluation procedure, though complex, has several advantages over more typical evaluations of multimedia. That is, comparing multimedia to a lecture provided a more appropriate baseline than comparison to a no training condition. Further, the within-subject design allowed us to observe the effect of different types of multimedia.

CONCLUSION

The effects of multimedia may be subtle. Therefore, evaluations of multimedia must be carefully performed in order to prevent prematurely accepting or rejecting a piece of software.

References

1. Graham, J., Alloway, T., & Krames, L. Sniffy, the virtual rat: Simulated operant conditioning. Behavior Research Methods, Instruments, & Computers, 26(2), (1994), 134-141.
2. Lee, A.Y. Using tutoring systems to study learning: An application of HyperCard. Behavior Research Methods, Instruments, & Computers, 24(2), (1992), 205-212.
3. Loftus, E.F., Miller, D.G., & Burns, H.J. Semantic integration of verbal information into a visual memory. Journal of Experimental Psychology: Human Learning and Memory, 4(1), (1978), 19-31.
4. Mayer, R.E., & Sims, V.K. For whom is a picture worth a thousand words? Extensions of a dual-coding theory of multimedia learning. Journal of Educational Psychology, 86(3), (1994), 389-401.