The effects of situation-outcome-expectancies and of ARCS-strategies on self-regulated learning with web-lectures.The purpose of this study was to examine the effects of a prototype of a motivationally designed web-lecture-based learning environment on motivation and learning. The foundation for motivational design was provided by the Attention, Relevance, Confidence, and Satisfaction (ARCS)-approach. This approach included instructional strategies to enhance attention, relevance, confidence, and satisfaction. Results showed that the ARCS-strategies led to higher perceived success estimates, higher general motivation and better knowledge acquisition, but only for students with motivationally advantageous expectancies (i.e., low situation-outcome-expectancies). Students with motivationally disadvantageous dis·ad·van·ta·geous adj. Detrimental; unfavorable. dis·ad van·ta expectations did not profit from ARCS-strategies.
Finally, implications for further research and instructional design Instructional design is the practice of arranging media (communication technology) and content to help learners and teachers transfer knowledge most effectively. The process consists broadly of determining the current state of learner understanding, defining the end goal of are
discussed.
********** Self-regulated learning The term self-regulated can be used to describe learning that is guided by metacognition, strategic action (planning, monitoring, and evaluating personal progress against a standard), and motivation to learn remains active when the learner expects that activities will change the result of a learning process (e.g., Astleitner & Keller, 1995). Rheinberg, Vollmeyer, and Rollet (2000) postulated pos·tu·late tr.v. pos·tu·lat·ed, pos·tu·lat·ing, pos·tu·lates 1. To make claim for; demand. 2. To assume or assert the truth, reality, or necessity of, especially as a basis of an argument. 3. a model of selfregulated learning in which three different types of expectancies were considered. Whereas action-outcome-expectancies (AOE (ATA Over Ethernet) A protocol for transferring data from an ATA (IDE) hard disk directly over the network. Developed by Coraid Inc. (www.coraid.com), AoE allows a storage area network (SAN) to be constructed economically within a LAN subnet. , i.e., the probability that one's action will lead to the desired outcome [probability of success]) and outcome-consequence-expectancies (OCE See AOCE. , i.e., the probability that an outcome will have the desired consequences [instrumentality Instrumentality Notes issued by a federal agency whose obligations are guaranteed by the full-faith-and-credit of the government, even though the agency's responsibilities are not necessarily those of the US government. ]) are comprehensively investigated in psychological theory and research, situation-outcome-expectancies (SOE SOE - Standard Operating Environment ) are usually neglected by educational psychologists This list includes notable psychologists and contributors to psychology, some of whom may not have thought of themselves primarily as psychologists but are included here because of their important contributions to the discipline. (e.g., Heckhausen, 1991). SOE represents the "(subjective) assumption that the just given situation will lead to the desired outcome on its own, without the need to take any action" (Rheinberg, Vollmeyer, & Rollet, 2000, p. 510). These expectancies correspond with the occurrence of certain thoughts. The following examples of such thoughts correlate with a high motivation to act: "I have good skills, there is no problem for mastering the tasks presented today" could stand, for example, for high AOE. "If I can finish the task, the computer will certainly register and report all my progress," stands, for example, for high OCE. "If I do not do at least five other tasks, I will not be able to finish my final examination" represents an example for low SOE. Generally, it is assumed that, when SOE are low, then there is a significant motivation to undertake goal-orientated activities in self-regulated learning. Bolles (1972) postulated that SOE are relevant for learning, because they can more easily be influenced by instructional contexts than other expectancies (e.g., AOE). However, Mellgren and Olson (1980) and also Schwarze and Rubeling (1985) found that SOE, although expected, did not change during learning and had no significant influence on successful learning. One reason for these findings can be that SOE are less changeable during learning and represent a stable personality characteristic in a sense of generalized gen·er·al·ized adj. 1. Involving an entire organ, as when an epileptic seizure involves all parts of the brain. 2. Not specifically adapted to a particular environment or function; not specialized. 3. and personalized per·son·al·ize tr.v. per·son·al·ized, per·son·al·iz·ing, per·son·al·iz·es 1. To take (a general remark or characterization) in a personal manner. 2. To attribute human or personal qualities to; personify. patterns of expectancies. Based on this assumption, SOE should be considered as aptitude- or trait-variable in corresponding research activities. A second reason for these findings might be that SOE relate to learning in a complex way. Duval, Duval, and Mulilis (1992) found that outcome expectancies and their potential to increase task efforts are dependent on levels of self-focus, of self-standard-discrepancy, and of the rate of progress toward discrepancy DISCREPANCY. A difference between one thing and another, between one writing and another; a variance. (q.v.) 2. Discrepancies are material and immaterial. reduction. Gendolla (1997) found that outcome valence Valence, city, France Valence (väläNs`), city (1990 pop. 65,026), capital of Drôme dept., SE France, in Dauphiné, on the Rhône River. and importance had effects on expectancy A mere hope, based upon no direct provision, promise, or trust. An expectancy is the possibility of receiving a thing, rather than having a vested interest in it. The term has been applied to situations where an individual hopes and expects to receive something, generally formation, on expectancy-disconfirmation, and on emotions related to learning in achievement situations. These findings indicate that SOE can be made useful for learning, especially when instructional interventions trigger different cognitive processes Cognitive processes Thought processes (i.e., reasoning, perception, judgment, memory). Mentioned in: Psychosocial Disorders relevant for expectancy formation and evaluation of learning outcomes and processes intensively. The Attention, Relevance, Confidence and Satisfaction (ARCS)-approach from Keller (1983, 1997, 1999) represents an instructional model, which can influence such processes in a comprehensive and effective way. It assumes that strategies embedded Inserted into. See embedded system. in instructional materials can enhance the learner's attention (by perceptual per·cep·tu·al adj. Of, based on, or involving perception. and inquiry arousal arousal /arous·al/ (ah-rou´z'l) 1. a state of responsiveness to sensory stimulation or excitability. 2. the act or state of waking from or as if from sleep. 3. , or variability) and perceptions of relevance (by familiarity, goal orientation, or motive matching), confidence (by influencing expectancy for success, challenge setting, or attribution at·tri·bu·tion n. 1. The act of attributing, especially the act of establishing a particular person as the creator of a work of art. 2. molding), and satisfaction (by natural and positive consequences, or equity) about learning, which in turn enhances cognitive performance. The ARCS-approach is based on well-founded results of motivational psychology, provides a definition of motivation, a motivational designprocess, and recommendations for motivational strategies, which can be implemented in different forms of instruction (i.e., traditional classroom instruction, multimedia-based learning, or web-based teaching). It combines a descriptive synthesis of concepts and theories of motivation with a systematic approach to motivational design and has stimulated a considerable amount of empirical research Noun 1. empirical research - an empirical search for knowledge inquiry, research, enquiry - a search for knowledge; "their pottery deserves more research than it has received" . Means, Jonassen, and Dwyer (1997) found that embedded relevance strategies (ARCS-strategies related to goal-orientation and familiarity) enhanced motivation and improved performance, especially for the learners for whom the materials were not relevant. Visser (1998) used a simplified version of the ARCS-approach to influence the motivation of learners within web-based learning environments by focusing on the student support system. She implemented a program of motivational messages, which were sent to students. These messages were in the form of greeting cards See e-card. , which included encouragement, reminders, or advice. The design of the messages was adaptive to personal needs and based on predictions concerning students' precourse and midterm mid·term n. 1. The middle of an academic term or a political term of office. 2. a. An examination given at the middle of a school or college term. b. midterms A series of such examinations. attitudes toward web-based learning environments, their reactions to the course content, and characteristics of their support during the course. These predictions and related messages varied according the four ARCS-parameters. For example, for gaining attention, unexpected communication to students from time to time was used as a motivational tactic. For increasing relevance, messages link feedback to learners' work and daily circumstances CIRCUMSTANCES, evidence. The particulars which accompany a fact. 2. The facts proved are either possible or impossible, ordinary and probable, or extraordinary and improbable, recent or ancient; they may have happened near us, or afar off; they are public or . For enhancing confidence, messages were designed to make students feel as part of a group in which all were struggling to get it done. For achieving satisfaction, turn-around time for assignments were kept short. Improved retention rates and student comments offered clear support for the motivational messages. Shellnut, Knowlton, and Savage (1999) applied the ARCS-approach to the design of computer-based modules. Evaluators found the ARCS-approach effective in motivating learners, however pointed out, that more focus should be given to dynamic learner interactions, in particular to motivationally relevant personality characteristics. Chyung, Winiecki, and Fenner (1999) reduced significantly dropout (1) On magnetic media, a bit that has lost its strength due to a surface defect or recording malfunction. If the bit is in an audio or video file, it might be detected by the error correction circuitry and either corrected or not, but if not, it is often not noticed by the human rates in adult distance education programs by constantly evaluating and redesigning instruction based on the ARCS-approach and on individual students' interests and performance. Song and Keller (2001) found that motivationally adaptive computer-assisted instruction computer-assisted instruction Use of instructional material presented by a computer. Since the advent of microcomputers in the 1970s, computer use in schools has become widespread, from primary schools through the university level and in some preschool programs. was superior to motivationally not adaptive instruction for the enhancement of overall motivation and attention. Within motivationally adaptive instruction, students received motivation enhancing strategies only when they indicated motivational deficits on embedded surveys. In a study from Chang and Lehman (2001), video sequences were implemented in web-lectures and designed using relevance-strategies from the ARCS-approach. Results showed that students who used the enhanced relevance version had significantly higher perceptions of motivation and scored higher on a comprehension comprehension Act of or capacity for grasping with the intellect. The term is most often used in connection with tests of reading skills and language abilities, though other abilities (e.g., mathematical reasoning) may also be examined. test. In general, web-lectures combine linear sequences of speech-recordings with overviews and presentations with the possibility to freely navigate (1) "Surfing the Web." To move from page to page on the Web. (2) To move through the menu structure in a software application. through the material. Web-lectures consist, as a rule, of audio or video recordings, which can be combined with synchronous Refers to events that are synchronized, or coordinated, in time. For example, the interval between transmitting A and B is the same as between B and C, and completing the current operation before the next one is started are considered synchronous operations. Contrast with asynchronous. (or asynchronous Refers to events that are not synchronized, or coordinated, in time. The following are considered asynchronous operations. The interval between transmitting A and B is not the same as between B and C. The ability to initiate a transmission at either end. ) slides. Such slides contain information based on the recordings in text or in graphical form. The slides presented as learning guidance can be seen as "synchronous organizers," which represent a combination of "advance" and "post organizers." They are "advance organizers" when learners use them for preparing learning at the beginning of listening to the recordings, or they are "post organizers" when learners use them to integrate and compare elements after listening to the recordings. Web-lectures represent a promising way of teaching and learning in the near future, because they are (a) simple to design and use (designers and users do not need sophisticated skills or tools other than a suitable multimedia PC, web connection, and adding streaming media See streaming audio, streaming video and digital media hub. to web pages), and (b) flexible (streamed lectures are available everytime and everywhere across the Internet promoting flexible delivery and broad participation). Although, there are many research studies dealing with learning from audio-video recordings (e.g., Cennamo, 1993), there is little well-founded research dealing with learning within video-stream-based web-lectures. For example, Latchman and Kim (1999), Murphy, Dooley, Wickersham, and Parlin (1999), and also Wheeler (2000) discussed technological, methodological, and psychological factors for the successful use of web-delivered streaming lectures in distance learning settings based on some qualitative assessments, but did not deliver any quantitative data about the the effectiveness of different types of web-lectures. Based on the given research, it is intended in the present study, to test the effect of SOE (low and high) as trait-variable together with the application of the ARCS-approach (web-lectures with embedded ARCS-strategies and without) on motivation and learning. The effects of these two variables are tested on ARCS-related motivation, success estimates, and knowledge acquisition as indicators of learning. ARCS-related motivation concerned the learner's attention, perceptions of relevance, confidence, and satisfaction experienced during a learning sequence. Success estimates were defined as the learners' subjective assumptions about the quality (i.e., success or failure) of the learning process and the learning result. Knowledge acquisition was defined as the learner's ability to remember the learning contents. Success estimates were considered because web-lectures realize self-regulated learning environments in which the learners themselves control the learning activities, and controlling the learning process is mainly based on evaluations of the learning results. ARCS-related motivation and knowledge acquisition represent typical dependent measures in similar studies (e.g., Song & Keller, 2001). First, it was expected, that the instructional environment with ARCS-strategies influences significantly ARCS-related motivational parameters what represents, on the one hand, a test of an effect on motivation in general, and, on the other hand, an attempt to test the validity of the embedded instructional design elements, because ARCS-strategies should influence ARCS-related motivation. In respect to success estimates, it was expected that learners would have higher success estimates within the ARCS-enhanced version. This version offers additional learning guidance what might reduce problems in selecting, summarizing, or structuring the content presented within the learning environment. It might give learners a feeling of confidence and satisfaction what should produce higher success estimates. Also, knowledge acquisition should be influenced differently from the different types of web-lectures. First, it was expected, that retention can be improved when ARCS-strategies in comparison to no additional motivational strategies were used. Especially, the capability of ARCS-strategies to create attention and relevance is important for retention, which is based on the often boring relearning re·learn·ing n. The process of regaining a skill or ability that has been partially or entirely lost. re·learn v. of concepts,
rules, and so forth.
In addition to the main effects of the ARCS-strategies, it was also expected, that ARCS-strategies influence the given dependent variables in interaction with SOE. Recently, Bellon and Oates (2002) found, that ARCS-strategies varied in their effects when considering different personality characteristics (i.e., extroverts vs. introverts, sensing vs. intuitive, feeling vs. thinking, and judging vs. perceiving). Also, within other mentioned research results, there are clear indications that ARCS-strategies varied in their effects for different types of learners or trait-variables (e.g., Means, Jonassen, & Dwyer, 1997; Visser, 1998; Shellnut, Knowlton, & Savage, 1999; Chyung, Winiecki, & Fenner, 1999; Song & Keller, 2001; Chang & Lehman, 2001). Within this study, SOE were considered as personality characteristics (in a sense of stable expectancy patterns) and should influence learning as aptitude-treatment-interaction. It is assumed that SOE have a different influence on learning parameters in different instructional settings. Especially, it was expected that the relation between SOE and the dependent variables should be different when ARCS-strategies are implemented from the condition when they are not: Students with low SOE think that they need effort, activities, and support to reach a given goal. ARCS-strategies stimulate this kind of thinking and additionally offer support in a way that they increase attention, cognitive engagement, and reflection (see the Multimedia learning theory by Astleitner, 2003). Therefore students with low SOE should benefit more from ARCS-strategies than students with high SOE. Students with high SOE are--according to their expectancies--not sensible for instructional offers like the ARCS-strategies, because they are not convinced that learning activities will change significantly learning outcomes. METHOD Participants, Design, and Procedures Eight male and 36 female university students with an average age of 30 years participated in this experiment. All students attended courses in multimedia learning at the University of Salzburg The University of Salzburg, or Paris Lodron University (German Universität Salzburg) after its founder, the Prince Archbishop Paris Lodron, is located in the Austrian city of Salzburg, home of Mozart. Founded in 1622, it today has c. 11,000 students and c. and got reward points for course examinations. Students were randomly assigned as·sign tr.v. as·signed, as·sign·ing, as·signs 1. To set apart for a particular purpose; designate: assigned a day for the inspection. 2. to the experimental conditions. The experiment was based on a one-factorial-covariance-analytic design. As experimental condition, the motivational design of the web-lecture was manipulated. One half of the students (control group, n = 22) was presented a web-lecture without motivational features. The other half of the students (experimental group, n = 22) got a web-lecture designed according to according to prep. 1. As stated or indicated by; on the authority of: according to historians. 2. In keeping with: according to instructions. 3. the ARCS-approach. SOE served as covariable. As dependent variables, ARCS-related motivation, success estimates, and knowledge acquisition were measured. As two dependent variables (ARCS-related motivation and success estimates) were correlated cor·re·late v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates v.tr. 1. To put or bring into causal, complementary, parallel, or reciprocal relation. 2. significantly (r = 0.43, p < 0.005), a multivariate analysis multivariate analysis, n a statistical approach used to evaluate multiple variables. multivariate analysis, n a set of techniques used when variation in several variables has to be studied simultaneously. of covariance Covariance A measure of the degree to which returns on two risky assets move in tandem. A positive covariance means that asset returns move together. A negative covariance means returns vary inversely. was computed for these two variables. For knowledge acquisition, a univariate analysis of covariance--using the General Linear Model with SPSS--was computed (Winer, Brown, & Michels, 1991, p. 739). At the beginning of the experiment, the subjects were informed about their task (learning with a web-lecture) and the duration of the experiment, that is, about 60 minutes. Then they had to complete a questionnaire including general questions (age, sex, Internet experience, etc.) and questions about their expectancies for learning. After that, they were told to learn as much as possible about the content of the web-lecture, that is, critical thinking (in particular informal errors in arguments). Learning with the web-lecture took about 45 minutes. After a short break, students had to answer questions concerning success estimates, ARCS-related motivation, and the knowledge test. The whole experiment took place at a room with 12 Internet-connected personal computers. Students wore headphones Head-mounted speakers. Headphones have a strap that rests on top of the head, positioning a pair of speakers over both ears. For listening to music or monitoring live performances and audio tracks, both left and right channels are required. and used a mouse-device for controlling the video-stream. Materials and Instruments As learning environments, web-lectures about informal errors in arguments were developed by using the JAVA programming language, MS-PowerPoint, and a digital video stream on a standard personal computer (with MS-Windows). Within the experiment, two different forms of the web-lecture were used. In the version "without ARCS," students were able to start, pause and stop a video stream with synchronous organizers. The content of the web-lecture was divided into 17 different sections. Each section contained the definition of an informal error together with an illustrative il·lus·tra·tive adj. Acting or serving as an illustration. il·lus tra·tive·ly adv.Adj. 1. example. The resulting video had a duration of about 13 minutes. The version "with ARCS" had a duration of about 15 minutes and was different from the "without ARCS" version in several ways: (a) the organizers contained color and symbols, especially for highlighting important information (for stimulating attention), (b) examples within the organizers were related to the life and personal experiences of the students (for stimulating relevance), (c) students were able to select freely each subtopic sub·top·ic n. One of the divisions into which a main topic may be divided. of the content (for stimulating control and confidence), and (d) within the spoken text, students were presented fictitious Based upon a fabrication or pretense. A fictitious name is an assumed name that differs from an individual's actual name. A fictitious action is a lawsuit brought not for the adjudication of an actual controversy between the parties but merely for the purpose of opportunities for applying their acquired knowledge in daily situations (for stimulating satisfaction) (Figure 1). [FIGURE 1 OMITTED] All motivating features were designed as suggested by the ARCS-approach to stimulate the four important motivational components of attention, relevance, confidence, and satisfaction. These four strategies were selected from a list of 12 ARCS-strategies presented from Keller and Kopp (1987, p. 292). The selection of the strategies was based on the technical and conceptual easiness of their implementation within a web-lecture-based learning environment: Only those strategies were implemented which can be implemented in web-lectures with little effort in time and money, but which also should lead to significant positive effects on motivation and learning. SOE were measured with the related subscale from the Potsdamer Motivations-Inventar (PMI See Private Mortgage Insurance. ) by Rheinberg and Wendland (2001) (Cronbach's Alpha Cronbach's (alpha) has an important use as a measure of the reliability of a psychometric instrument. It was first named as alpha by Cronbach (1951), as he had intended to continue with further instruments. = 0.80). The following items had to answered on a
5-point-Likert-scale (from "totally true" to "not at all
true"): "I do not need any activity for critical thinking
because I understand everything at once," "critical thinking
is boring to me because I know everything that is presented during
instruction," "when I am thinking critically, then everything
is clear to me, I do not need any effort," "I am excellent in
critical thinking, even when I do not prepare for it," and "I
do not need to learn anything for critical thinking, because I can solve
relevant tasks automatically."
ARCS-motivation was measured by 12 items (Cronbach's Alpha = 0.74). All items had to be answered on a 5-point-Likert scale (ranging from "totally true" to "not at all true"). The following items were used to measure the components attention, relevance, confidence, and satisfaction: "Learning with this kind of presentation was interesting to me," "I was curious to get the contained information," "the presentation was designed with varying components" (measured attention), "the contents were presented to me in a well-known and vivid way," "I knew the goals of the presentation early," "I realized the contents of the presentation as helpful" (measured relevance), "the presentation was adapted to my personal needs," "I was able to understand the most important contents well during listening and reading," "the presentation was not too difficult or too easy for me" (measured confidence), "I had the impression that I could understand the content of the presentation when I tried hard to accomplish my goals," "I think that I can use the acquired knowledge in many other situations," and "I think that the acquired knowledge will have a lot of positive consequences" (measured satisfaction). All items of the so far mentioned subscales were shuffled, so that it was not possible to easily identify which items belong to the same subscale. That makes learners to think before answering what should reduce bias in answering. Success estimates were measured based on two items (Cronbach's Alpha = 0.79). These items were: "This learning experience showed me that I am able to learn with the Internet" (with "yes" or "no" as answer possibilities) and (choosing one of the following two statements:) "I have learned a lot" or "I have learned a little." Knowledge acquisition was measured by 12 items (Cronbach's Alpha = 0.88). Here are three examples of the test items: (a) "Alcohol causes liver damage. The explanation is, that alcohol contains liver damaging substances. Irrespective of irrespective of prep. Without consideration of; regardless of. irrespective of preposition despite whether this statement is right or wrong: Is this a vicious circle A Vicious Circle (1996) is a novel by Amanda Craig which dissects and satirizes contemporary British society. In particular, it describes the world of publishing -- its aspiring young authors, busy agents and opportunist literary critics. ? [yes, no]." (b) "A 'domino-error' is given, when [a] somebody assumes a questionable circumstance Circumstance or circumstances can refer to:
RESULTS First, multivariate analysis showed a significant effect of the instructional context (p = 0.029) and of an aptitude-treatment-interaction (instructional context * SOE, p = 0.009) on the measured dependent variables concerning ARCS-related motivation and success estimates (see first part of Table 1). Based on univariate analysis, the instructional context showed a significant influence on success estimates (p=0.009, [R.sup.2]=0.168). However, this main effect has to be related to a significant aptitude-treatment-interaction-effect (p=0.003, [R.sup.2]=0.207): Low SOE (i.e., persons with a strong belief that it takes an effort to be successful in learning) only led to high success estimates within the instructional context based on the ARCS-approach (r=-0.437). Within the instructional context without the consideration of the ARCS-approach, low SOE corresponds with low success estimates (r=0.480, see the first scatterplot in Figure 2). A similar aptitude-treatment-interaction-effect nearly reached significance for ARCS-related motivation (p=.071, [R.sup.2]=0.083): Low SOE only corresponds with high ARCS-related motivation within the instructional context based on the ARCS-approach (r=-0.138). Without ARCS, low SOE leaded to low ARCS-related motivation (r=0.448, see the second scatterplot in Figure 2). [FIGURE 2 OMITTED] Also, in respect to knowledge acquisition, the identified aptitude-treatment-interaction-effect nearly reached statistical significance (p=0.079, [R.sup.2]=0.075, see second part of Table 1 and the third scatterplot in Figure 2): Low SOE lead to higher knowledge acquisition (r=0.119) within the weblecture based on ARCS-strategies, and not within the web-lecture without ARCS (r=-0.451). There was a nonsignificant non·sig·nif·i·cant adj. 1. Not significant. 2. Having, producing, or being a value obtained from a statistical test that lies within the limits for being of random occurrence. main effect of the ARCS-strategies on knowledge acquisition (F=2.795, p=0.102). Overall, the results showed that including ARCS-strategies within web-lectures leaded to higher ARCS-related motivation, to higher success estimates, and better knowledge acquisition, but only for students with low SOE. Students with motivationally high SOE did not profit from an instructional context enriched by ARCS-strategies. Students with high SOE showed high success estimates, high ARCS-related motivation, and high knowledge acquisition, but only within the web-lecture in which ARCS-strategies were not implemented. DISCUSSIONS The result that the implementation of ARCS-strategies in web-lecture-environments lead to better motivational and cognitive conditions for learning or better learning itself, at least when considering a certain type of learner, is consistent through all measurements of the dependent variables (motivation, perceived success, and knowledge acquisition); that circumstance strengthens the identified aptitude-treatment-interaction-effect of SOE and ARCS-strategies. When ARCS-strategies are implemented, then students with low SOE profited more for learning than students with high SOE. Students with low SOE dispose of dis·pose v. dis·posed, dis·pos·ing, dis·pos·es v.tr. 1. To place or set in a particular order; arrange. 2. motivationally advantageous expectations: they think that effort is essential for being successful. Students with high SOE think, that effort is not necessary, because success or failure is given for them irrespective of their actions. In general, it is easier to motivate students with low SOE, because they attribute success or failure to an instable and easily changeable component like effort. In contrast, students with high SOE are difficult to motivate, because they attribute success or failure to more stable and less changeable components like talent. In that sense, the ARCS-strategies helped to motivate and to improve learning for the easy-to-motivate students and were not able to improve the situation for the difficult-to-motivate students. The concept of SOE (patterns) showed to be a relevant personality characteristic when considering the ARCS-approach for instructional design. On the basis of the results, it can be recommended that students should be asked about their SOE before ARCS-strategies are implemented. Students with low SOE can profit from ARCS-strategies, however for students with high SOE, ARCS-strategies do not lead to higher motivation and better learning. However, before this recommendation should be embedded fully in instructional practice, further replications of this study are necessary. Of course, within the given study, both, not all ARCS-strategies and only one motivationally relevant personality characteristic were considered. In future research activities, more strategies and personality characteristics should be combined and tested within an aptitude-treatment-interaction-research. Different expectancies or more or less stable patterns of expectancies should be considered, because they are related to theoretical models with a long tradition in research on motivation, self-regulation, and instructional design (Heckhausen, 1991). Especially, for research dealing with the dropout problem in e-learning, the results of the given study should be considered (Lee & Boling, 1999). It can be recommended that every application of motivational strategies must be combined with a corresponding audience analysis, as suggested by the ARCS-approach itself. For some students, additional motivational tactics are helpful, for others, they have no significant or even negative effects. The findings from this study should stimulate other researchers investigating in more detail learner personality characteristics and their relation to instructional components of the ARCS-approach. This kind of research can build the basis for more sophisticated quality management activities in e-learning emphasizing in particular the capabilities of an instructional environment to adapt to the personal motivation of a learner.
Table 1 Effects of Instructional Context and of SOE on ARCS-Related
Motivation, Success Estimates, and Knowledge Acquisition
ARCS-motivation and success estimates
Multivariate Analysis of Covariance
Source Lambda F df p
Treatment
Instructional contexts (IC) 0.826 3.902 2, 37 0.029
Aptitude
Situation-outcome-
expectancy (SOE) 0.977 0.434 2, 37 0.651
Aptitude-Treatment-
Interaction (ATI)
IC * SOE 0.775 5.366 2, 37 0.009
Univariate Analyses of Variance
Source ARCS-motivation Success estimates
F p [R.sup.2] F p [R.sup.2]
IC 1.678 0.203 0.042 7.699 0.009 0.168
IC * SOE 3.443 0.071 0.083 9.947 0.003 0.207
Knowledge acquisition
Univariate Analysis of Covariance
Source SS df MS F p [R.sup.2]
Treatment
Instructional
contexts (IC) 16.624 1 16.624 2.795 0.102 0.065
AptitudeSituation-
outcome-
expectancy (SOE) 5.240 1 5.240 0.881 0.354 0.022
Aptitude-
Treatment-
Interaction
IC *SOE 19.344 1 19.344 3.252 0.079 0.075
Error 237.946 40 5.959
[R.sup.2]=0.104
Note Correspondence concerning this article should be addressed to: Hermann Astleitner, University of Salzburg, Akademiestrasse 26, A-5020 Salzburg, Austria; Email: Hermann.Astleitner@Sbg.Ac.At. This study is related to the Virtual Thinking School-Project which is financed by the Cornelsen-Stiftung fur Lehren und Lernen (Germany) (T066/11261/2001). The related project is situated at the Zentrum fur Lehr/Lernund Bildungsforschung (University of Erfurt The University of Erfurt is a German University. History The University of Erfurt was founded in 1392 as the third university in the territory which is now Germany; for some time, it was the largest university in the country. , Germany). References Astleitner, H. (2003). An integrated model of multimedia learning and motivation. Paper presented at the bi-annual meeting of the European Association for Learning and Instruction (EARLI EARLI European Association for Research on Learning and Instruction ), Padua (Italy), August 26-31, 2003. Astleitner, H., & Keller, J. M. (1995). A model for motivationally adaptive computer-assisted instruction. Journal of Research on Computing computing - computer in Education, 27, 270-280. Bellon, T., & Oates, R. (2002). Best practices in cyberspace Coined by William Gibson in his 1984 novel "Neuromancer," it is a futuristic computer network that people use by plugging their minds into it! The term now refers to the Internet or to the online or digital world in general. See Internet and virtual reality. Contrast with meatspace. . Motivating the online learner [Online]. Available: http://ccenter.uoregon.edu/conferences/necc2002/program/presenter_rp_pdfs/bellon.pdf Bolles, R. C. (1972). Reinforcement reinforcement /re·in·force·ment/ (-in-fors´ment) in behavioral science, the presentation of a stimulus following a response that increases the frequency of subsequent responses, whether positive to desirable events, or , expectancy, and learning. Psychological Review, 79, 394-409. Cennamo, K. S. (1993). Learning from video. Factors influencing learners' preconceptions and invested mental effort. Educational Technology, Research and Development, 41, 33-45. Chang, M. M., & Lehman, J. (2001). Making web-based instruction more relevant. Lessons from a research study [Online]. Available: http://www.calumet Calumet, region, United States Calumet (kăl`y mĕt'), industrialized region of NW Ind. and NE Ill., along the south shore of Lake Michigan. .purdue.edu/todl/proceedings/2001/2001papers/chang.PDF
Chyung, Y., Winiecki, D., & Fenner, J. A. (1999). Evaluation of effective interventions to solve the dropout problem in adult distance education [Online]. Available: http://coen.boisestate.edu/ychyung/edmedia.htm Duval, T. S., Duval, H. V., & Mulilis, J.-P. (1992). Effects of self-focus, discrepancy between self and standard, and outcome expectancy favorability on the tendency to match self to standard or to withdraw. Journal of Personality and Social Psychology The Journal of Personality and Social Psychology (often referred to as JPSP) is a monthly psychology journal of the American Psychological Association. It is considered one of the top journals in the fields of social and personality psychology. , 62, 340-348. Gendolla, G. H. E. (1997). Surprise in the context of achievement. The role of outcome valence and importance. Motivation and Emotion, 21, 165-193. Heckhausen, H. (1991). Motivation and action. New York New York, state, United States New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of : Springer springer a North American term commonly used to describe heifers close to term with their first calf. . Hendrix, L. J., Carter, M. W., & Scott, D. T. (1982). Covariance analyses with heterogeneity het·er·o·ge·ne·i·ty n. The quality or state of being heterogeneous. heterogeneity the state of being heterogeneous. of slopes in fixed models. Biometrics The biological identification of a person. Examples are face, iris and retinal patterns, hand geometry and voice. Increasingly built into laptop computers, fingerprint readers have become popular as a secure method for identification. , 38, 641-650. Keller, J. M. (1983). Motivational design of instruction. In C. M. Reigeluth (Ed.), Instructional-design theories and models. An overview of their current status (pp. 383-434). Hillsdale, NJ: Erlbaum. Keller, J. M. (1997). Motivational design and multimedia. Beyond the novelty effect The novelty effect, in the context of Human Performance, is the tendency for performance to initially improve when new technology is instituted, not because of any actual improvement in learning or achievement, but in response to increased interest in the new technology. . Strategic Human Resource Development Review, 1, 188-203. Keller, J. M. (1999). Motivation in cyber (1) From "cybernetics," it is a prefix attached to everyday words to add a computer, electronic or online connotation. The term is similar to "virtual," but the latter is used more frequently. See virtual. learning environments. International Journal of Educational Technology, 1, 7-30. Keller, J. M., & Kopp, T. W. (1987). An application of the ARCS model of motivational design. In C. M. Reigeluth (Ed.), Instructional design theories in action. Lessons illustrating selected theories and models (pp. 289-320). Hillsdale, NJ: Erlbaum. Latchman, H., & Kim, J. (1999). Streaming audio A one-way audio transmission over a data network. It is widely used on the Web as well as company networks to play audio clips and Internet radio. Computers in home networks stream audio (mostly music) to digital media hubs connected to home theaters. and video in ALNs [Online]. Available: http://csc.list.ufl.edu/~kjm/aln.html Lee, S. H., & Boling, E. (1999). Screen design guidelines guidelines, n.pl a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks. for motivation in interactive multimedia instruction. A survey and framework for designers. Educational Technology, 39, 19-26. Means, T. B., Jonassen, D. H., & Dwyer, F. M. (1997). Enhancing relevance. Embedded ARCS strategies vs. purpose. Educational Technology, Research & Development, 45, 5-17. Mellgren, R. L., & Olson, M. W. (1980). Associative as·so·ci·a·tive adj. 1. Of, characterized by, resulting from, or causing association. 2. Mathematics Independent of the grouping of elements. processes controlling the persistence (1) In a CRT, the time a phosphor dot remains illuminated after being energized. Long-persistence phosphors reduce flicker, but generate ghost-like images that linger on screen for a fraction of a second. of operant operant /op·er·ant/ (op´er-ant) in psychology, any response that is not elicited by specific external stimuli but that recurs at a given rate in a particular set of circumstances. op·er·ant adj. responding: S-S S-S Surface-to-Surface S-S Space to Space + and R-S R-S Reed-Solomon R-S Reset-Set R-S Relative Severity +. Bulletin of the Psychonomic Society The Psychonomic Society is one of the primary societies for general scientific experimental psychology in the United States. Although open to all areas of experimental psychology, its members typically study areas related Cognitive Psychology, such as learning, memory, attention, , 16, 279-282. Murphy, T. H., Dooley, K. E., Wickersham, L., & Parlin, J. (1999). Streaming media as an instructional delivery strategy [Online]. Available: http://agnews.tamu.edu/saas/MURPH.HTM Rheinberg, F., & Wendland, M. (2001). Das Potsdamer Motivations-Inventar (PMI). Ein Fragebogen zur Erfassung fachspezifischer Lernmotivation. Poster presented at the 35. Jahrestagung der Gesellschaft fur Didaktik der Mathematik, Ludwigsburg, March, 5th-9th, 2001. Rheinberg, F., Vollmeyer, R., & Rollet, W. (2000). Motivation and action in self-regulated learning. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 503-529). San Diego San Diego (săn dēā`gō), city (1990 pop. 1,110,549), seat of San Diego co., S Calif., on San Diego Bay; inc. 1850. San Diego includes the unincorporated communities of La Jolla and Spring Valley. Coronado is across the bay. , CA: Academic Press. Schwarze, H., & Rubeling, H. (1985). Erkennen und Verhalten im Lernversuch. Psychologische Beitrage, 27, 434-446. Shellnut, B., Knowlton, A., & Savage, T. (1999). Applying the ARCS model to the design and development of computer-based modules for manufacturing engineering Manufacturing engineering Engineering activities involved in the creation and operation of the technical and economic processes that convert raw materials, energy, and purchased items into components for sale to other manufacturers or into end products for courses. Educational Technology, Research and Development, 47, 100-110. Song, S. H., & Keller, J. M. (2001). Effectiveness of motivationally adaptive computer-assisted instruction on the dynamic aspects of motivation. Educational Technology, Research & Development, 49, 5-22. Visser, L. (1998). The development of motivational communication in distance education support. Unpublished doctoral dissertation dis·ser·ta·tion n. A lengthy, formal treatise, especially one written by a candidate for the doctoral degree at a university; a thesis. dissertation Noun 1. , University of Twente (body, education) University of Twente - A university in the east of The Netherlands for technical and social sciences. It was founded in 1961, making it one of the youngest universities in The Netherlands. , The Netherlands. Wheeler, S. (2000). Streaming media and webcasting. Evaluation of an interactive distance learning application [Online]. Available: http://rilw.emp.paed.uni-muenchen.de/2000/papers/wheeler_paper.html Winer, B. J., Brown, D. R., & Michels, K. M. (1991). Statistical principles in experimental design. New York: McGraw-Hill. HERMANN ASTLEITNER AND MANUELA HUFNAGL University of Salzburg Austria hermann.astleitner@sbg.ac.at manuela.hufnagl@sbg.ac.at |
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(alpha) has an important use as a measure of the reliability of a psychometric instrument. It was first named as alpha by Cronbach (1951), as he had intended to continue with further instruments.
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