The effectiveness of self-regulated learning scaffolds on academic performance in computer-based learning environments: a meta-analysis

This meta-analysis examined research on the effects of self-regulated learning scaffolds on academic performance in computer-based learning environments from 2004 to 2015. A total of 29 articles met inclusion criteria and were included in the final analysis with a total sample size of 2648 students. Moderator analyses were performed using a random effects model that focused on the three main areas of scaffold characteristics (including the mechanism, functions, delivery forms, mode, and number of scaffolds; how to promote self-regulated learning by scaffolds); demographics of the selected studies (including sample groups, sample size, learning domain, research settings, and types of computer-based learning environments); and research methodological features (including research methods, types of research design, types of organization for treatment, and duration of treatment). Findings revealed that self-regulated learning scaffolds in computer-based learning environments generally produced a significantly positive effect on academic performance (ES = 0.438). It is also suggested that both domain-general and domain-specific scaffolds can support the entire process of self-regulated learning since they demonstrated substantial effects on academic performance. Different impacts of various studies and their methodological features are presented and discussed.     

Using elaboration strategies training in computer-based instruction to promote generative learning

Use of subject-generated elaborations, taught via embedded and detached training strategies, was compared with experimenter-provided elaborations or no elaborations (control) on a CBI training unit on computer professional development. Subjects were 80 administrative assistants (20 per treatment) at a large corporation. Results showed advantages for one or both subject-generated elaborations strategies relative to the control treatment on measures of recall and application learning; the experimenter-generated group did not differ significantly from any other group. Additional analyses indicated that the embedded-training elaborations group gave more personal and paraphrased elaborations than did the detached-training group. Results are interpreted as favoring the use of elaborations strategies, particularly when taught by embedded training, for promoting generative learning.     

Cooperative learning in computer-based instruction

High equipment and materials costs, limited access to computers for instruction in many schools, and the success of cooperative learning strategies in traditional classroom instruction have prompted researchers to examine the potential of cooperative computer-based instruction (CBI). In this article, recent research on cooperative CBI is reviewed and findings related to achievement, patterns of study, social interchange, motivation, and gender are discussed. In addition, guidelines on the implementation of cooperative CBI that have been gleaned from the literature are presented.This paper was prepared with partial support from MECC/University of Minnesota Center for Study of Educational Technology, and presented at the AECT Annual Convention, January 31–February 4, 1990, Anaheim, CA.     

The effect of electronic performance support systems on self-regulated learning skills

Electronic performance support systems (EPSSs) are the software programs commonly used in commercial environments since the early 1990s. These software programs are generally called performance-based systems and focus on the complete job rather than providing individual development. For that reason, the usage of these systems in learning environments has not been sufficiently investigated. In this empirical study, availability of using EPSS software for learning processes was investigated in order to contribute to the literature. An EPSS software was developed for undergraduate students to use in programming language courses and the effects of the software on students' self-regulation based learning skills were investigated. During the treatment process, while the experimental group was supported with EPSS, traditional teaching continued in the control group. The results of the study showed that there was no statistically significant difference between the groups in terms of motivational beliefs; however, there were significant differences in terms of cognitive, metacognitive, and resource management strategies.     

Cooperative learning and computer-based instruction

Much published research focuses on the benefits of learning in small groups. However, little research has differentiated small-group learning methods or considered the implications of related research for designing instructional software. In this article, the origins of small-group learning are traced, and one method, cooperative learning, is distinguished from other small-group learning methods. The instructional and social benefits of cooperative learning are examined and theoretical explanations for the effects of grouping are presented. Finally, issues relevant to designing instructional software for cooperative learning are examined and suggestions for future research are made.Thanks are extended to Jim Klein for his review of an earlier version of this paper.     

Epistemological beliefs and epistemic strategies in self-regulated learning

How do epistemological attitudes and beliefs influence learning from text? We conceptualize epistemological attitudes and beliefs as components of metacognitive knowledge. As such, they serve an important function in regulating the use of epistemic strategies such as knowledge-based validation of information and checking arguments for internal consistency. We report results from two studies that investigated the effects epistemological attitudes and beliefs on the use of epistemic strategies in academic learning and the motivational states that mediate these effects. Study 1 (N = 289) tested a mediation model with epistemological attitudes (separate vs. connected knowing) and textual characteristics as distal predictors, and learning goals (learning factual knowledge vs. developing an own standpoint) as mediator variables. Separate knowing had large indirect effects on the use of epistemic strategies via the goal to develop an own point of view. In addition, learners adapted their learning goals and epistemic strategies depending on objective characteristics and the perceived familiarity of the texts they read. In Study 2 (N = 124), epistemological beliefs concerning the uncertainty of knowledge increased the use of epistemic strategies only when extrinsic study motivation was low. A mediated moderation model established this effect to be mediated by specific epistemic curiosity. These results illuminate the mechanisms of how epistemological attitudes and beliefs affect self-regulated learning. In contrast to other types of learning strategies, the use of epistemic strategies seems to be strongly and consistently linked to epistemological attitudes and beliefs.     

Uses and effects of learner control of context and instructional support in computer-based instruction

The present study examines uses and effects of learner-control of the context or theme of practice examples on a statistics lesson in combination with learner control of the number of examples examined. Subjects were 227 undergraduate students assigned to 15 treatments formed by crossing five context conditions (learner control, education, business, sports, no-context) with three instructional support conditions (learner-control, maximum, minimum). No differences in achievement were attained as a function of either treatment variable. Findings showed, however, that learners who received preferred contexts (i.e., learner-control-context subjects) selected a greater number of examples than those who received prescribed contexts. In addition, achievement was positively related to the frequency with which subjects varied the number of examples selected across lessons. Despite the absence of achievement benefits, the learner-control-context strategy elicited highly favorable student reactions as a learning orientation.     

The relative effectiveness of learning options in multimedia computer-based fifth-grade spelling instruction

The study examined the effectiveness of learning options in two researcher-designed interactive multimedia instructional spelling programs, one offering predominantly behaviorist-visual learning options of the type employed by many current commercial spelling instructional programs and one offering predominantly cognitivist-phonological learning options of the type recommended by spelling research. The pretest-posttest control group study lasted one school month with students working each day for 10 minutes with their assigned computer program. Although both treatment groups demonstrated significant increases in spelling ability, there was no significant difference in adjusted posttest performance between the two groups. Examination of the influence of individual learning options in the two programs demonstrated that Spot It, a behaviorist-visual option, and Word Crunch, a cognitivist-phonological option, appear to account for most of the power in their treatments. The authors discuss how clusters of learning options affect performance and consider possible explanations for differences in relative effectiveness among learning options.This article reports Dr. Susan C. Goodling's dissertation work under him.     

Interactive effect of information structure sequence of information and process learning time on rule learning using computer-based instruction

The purpose of this study was to investigate three instructional design variables hypothesized to improve rule learning by use of information processing methods. These variables included: analysis and structure of information, response-sensitive sequencing of information, and monitoring of learning time. Using secondary education students learning internal punctuation rules, results from two experiments showed that (a) structuring information by a schematic analysis improved learning over a taxonomic analysis, (b) a response-sensitive sequence that first adapted instruction for generalization and second discrimination improved learning over either sequence separately, and (c) program monitoring of the display time interval improved learning over learner control. Findings are discussed in reference to an interactive nature of learning theory, instructional systems, and computer technology.     

The impact of learner characteristics on information utilization strategies, cognitive load experienced, and performance in hypermedia learning

Against the background of an adaptation of Cognitive Load Theory to learner-controlled settings we investigated the impact of learner characteristics on information utilization strategies, cognitive load, and learning outcomes in a hypermedia environment. Based on the data of 79 students, five clusters of students were identified according to their learner characteristics by means of a cluster analysis. Further analyses showed that learners with more favorable characteristics (i.e., higher prior knowledge, more complex epistemological beliefs, more positive attitudes towards mathematics, better cognitive and metacognitive strategy use) tended to show a more adaptive example utilization behavior, reported less cognitive load, and solved more problems correctly than learners with less favorable characteristics.     

The effects of visual and verbal coding mnemonics on learning Chinese characters in computer-based instruction

The effects of different approaches to learning Chinese characters were investigated. Ninety-two high-school students were randomly assigned to one of five treatment groups: translation, verbal mnemonics, visual mnemonics, dual coding mnemonics, or self-generated mnemonics. All groups received instruction and completed posttests in a computer-based environment. The results indicate that participants who generated their own mnemonics demonstrated higher posttest performance than those in visual coding, verbal coding, and translation groups; subjects in the dual coding group scored higher than those in the translation group. Those who generated their own mnemonics spent more time on task than any other group, and those in the verbal coding group took more time than those in the translation group. Survey and qualitative data suggest that learners' interpretations of the Chinese characters were rooted in their cultural backgrounds and personal experiences.     

On the dichotomy of teacher-centred instruction and self-regulated learning in Russian didactics

The author describes the situation of didactics in Russia from a historical perspective. He develops his argumentation with respect to three comparative studies, relates the comparison to the history of Russian didactics since the 19th century, and includes an analysis of international influences on Russian didactics. The comparison focuses on the dichotomy of teacher-centred instruction and self-regulated learning. In the light of this dichotomy, Russian didacticians have stressed the importance of the ??leading role?? of the teacher and of the ??teacher??s personality??.The Russian didactic tradition may become interesting for future research from an international and even global perspective since teacher-centred instruction seems to be receiving a new, positive evaluation based on empirical studies.     

Learning strategies in an 'ideal' computer-based learning environment

An experiment was conducted with 30 postgraduate students to discover how they might go about learning from an 'ideal' computer-based environment. A system was created which preserved the appearance of a computer-based interaction, yet which freed itself from the constraints of current technology. The students, although not aware of this at the time, were in fact interacting with two human experts, backed up with appropriate documentation and computer files, via a computer screen. The results suggest a number of different learning strategies linked to relatively successful and less successful learning. Implications for the design of computer-based learning materials are discussed.     

The effect of blended instruction on accelerated learning

While online instructional technologies are becoming more popular in higher education, educators’ opinions about online learning tend to be generally negative. Furthermore, many studies have failed to systematically examine the features that distinguish one instructional mode from another, which weakens possible explanations for why online instructional technology can be beneficial. The current study isolates three benefits of the authors’ particular online instructional technology: (1) providing flexibility in how students learn, (2) offering immediate and targeted feedback and (3) increasing student participation and engagement with instructional material. Maximum benefits were observed when students used the online instructional technology to prepare for their face-to-face class – that is, students with this blended instruction learned twice as much content in the same amount of time in comparison to students with face-to-face instruction alone, without creating an atypically high workload.     

The relationship between the big-five model of personality and self-regulated learning strategies

The study examined the relationship between the big-five model of personality and the use of self-regulated learning strategies. Measures of self-regulated learning strategies and big-five personality traits were administered to a sample of undergraduate students. Results from canonical correlation analysis indicated an overlap between the big-five personality factors and the set of self-regulatory learning strategies. The study also compared the relative contributions of the personality factors and the self-regulated learning strategies in predicting academic achievement. The results from hierarchical multiple regressions suggest that the personality trait of Intellect made an independent contribution to the variance in student GPA, whereas effort regulation mediated the effects of Conscientiousness and Agreeableness. The relevance of personality constructs in the learning context is discussed in terms of dispositions for active learning.     

The adult learner and performance in introductory economics,a personalized system of instruction

The primary goal of this study is to determine the effectiveness of the personalized system of instruction format which is currently utilized in the introductory economics course at Empire State College, State University of New York. It will attempt to determine if adult students working in a personalized instruction system can learn as much as students in conventional settings. The study will also explore the broader objective of explaining and predicting adult student performance in the introductory economics course. In addition, an analysis will be made of any patterns which have emerged in the level of learning and the types of competencies aquired by students.     

The effect of instruction on early nonword reading strategies

This paper reports the results of a study examining the role of early reading instruction on the nonword reading strategies employed by beginning readers. Three groups of children given different styles of reading instruction were asked to read a list of nonwords presented (a) in isolation and (b) using the clue word technique (Goswami, 1986, 1988). The three groups of children were following either (i) the Early Reading Research project (small units instruction), (ii) the National Literacy Project (instruction emphasising onset‐rime and rhyme awareness), or (iii) usual classroom practice (combined large and small units instruction). Children given small units instruction (Early Reading Research) were found to make significant use of grapheme‐phoneme correspondences (GPCs) and were more accurate than the other two groups of children at reading the nonword items. The National Literacy Project children demonstrated a preference for a rime‐based strategy, once familiarity with the analogous words was controlled, and made significantly more use of this strategy than the Early Reading Research children. The results suggest that early reading instruction does have a significant impact on early reading strategies and should be taken into account in future studies of this type.