Search results

In this paper, we review the literature on learner control and discuss the implications that increased control may have for training in e-learning environments. The purpose of this paper is to provide a comprehensive review of the learner control literature, focusing on adults and workplace training. We begin by reviewing the literature on learner control, focusing on the positive and negative effects associated with providing adult learners with control in e-learning environments. We organize our review into instructional design factors that have been manipulated to provide learners with control and person issues that moderate the relation between learner control and outcomes. Then, we summarize developments in training research and in adult learning that relate to learner control in order to provide a theoretical context for understanding learner control in adult workplace e-learning.

Learner control is a widely touted and popular element of e-learning, both in the educational and organizational training domains. In this chapter, we explore the concept of learner control, highlighting its multidimensional and psychological nature. We examine the theoretical basis for the effects of learner control on learning and engagement. Next, we provide the reader with empirically based recommendations for designing learner-controlled training. We conclude by discussing how learner control research may be adapted to accommodate a variety of instructional methods, such as textbooks, mobile learning, and Massive Open Online Courses (MOOCs).

Due to the autonomous nature of e-learning, learner control options should be provided to allow students to be more selective of content based on learning needs. Maintaining students’ situational interest should also be a goal in e-learning, as research shows that doing so leads to a greater chance of success. The purpose of this paper is to investigate the relationship between learner control and maintained situational interest in hopes of promoting better engagement through content selection based on learning needs.

This study analyzed survey responses from university students (n = 2,173) participating in a variety of massive online courses in South Korea to investigate the correlation between system-provided learner control and maintained situational interest. Additionally, the correlation between learner control and maintained situational interest was examined among demographic subsets including gender, age and grade level.

Results show a positive relationship between learner control and maintained situational interest, as well as a positive relationship between learner control and maintained situational interest among each demographic subset.

These results add to the current literature by promoting a practical way of maintaining students’ situational interest by providing them with the ability to control aspects of their own learning processes.

E-learning programs exist in a wide variety of formats. Without a framework for distinguishing between different e-learning programs, it is a challenge for researchers to compare their effectiveness or identify characteristics of e-learning that contribute to learning effectiveness. Based on general theories of learning, we develop a typology that compares e-learning programs in terms of the nature of the learning interactions they provide for learners in three dimensions: degree of interaction, learner control of interactions, and informational value of interactions. The typology dimensions apply to learner–instructor, learner–learner, and learner–instructional material interactions. We also discuss important theoretical implications of the typology. First, we show the utility of the typology for comparing the effectiveness of different e-learning programs. Second, we apply the typology dimensions to develop a theoretical framework for e-learning research that provides a foundation for examining factors that influence learning effectiveness in an e-learning program. The framework identifies e-learning program characteristics, learner characteristics, and contextual factors that impact learning effectiveness in different e-learning environments. It also shows how the typology dimensions align with learning goals to influence learning effectiveness.

This study aims to explore how learners prefer to interact with microlearning videos. Microlearning is an emerging topic in work-based learning, and the benefits of using video in supporting learning have been widely discussed. However, only very few of previous works were conducted on discussing how learners prefer to interact with microlearning video. This paper aims to fill this knowledge gap.

A questionnaire was used in this study for data collection purposes. In total, the invitation had been sent to 236 enrolled learners from the three targeted modules through emails. A total of 77 participants completed the survey with the response rate of 32.6%. The chi-square test is used in this study in order to conclude whether the findings from the sample related to hypotheses are statistically significant.

By analysing primary data collected from a United Kingdom (UK) university, the findings suggest that 1) the perceived usefulness of the control functions and the expression functions of multimedia microlearning videos are generally high and 2) more participants, on the one hand, prefer to have more control in their multiple-choice questions’ arrangement and open-ended questions’ arrangement; on the other hand, there was no significant difference on the preference of when to attempt assessment.

This is the first time that a study like this had been conducted to review and discuss the interactive preferences between learners and multimedia microlearning. This study could shed some lights on future research in the field of microlearning and work-based learning.

Developing attention-aware systems and interfaces based on eye tracking technology could revolutionize mainstream human–computer interaction to make the interaction between human beings and computers more intuitive, effective and immersive than can be achieved traditionally using a computer mouse. This paper aims to propose an eye-controlled interactive reading system (ECIRS) that uses human eyes instead of the traditional mouse to control digital text to support screen-based digital reading.

This study uses a quasi-experimental design to examine the effects of an experimental group and a control group of learners who, respectively, used the ECIRS and a mouse-controlled interactive reading system (MCIRS) to conduct their reading of two types of English-language text online – pure text and Q&A-type articles on reading comprehension, cognitive load, technology acceptance, and reading behavioural characteristics. Additionally, the effects of learners with field-independent (FI) and field-dependence (FD) cognitive styles who, respectively, used the ECIRS and MCIRS to conduct their reading of two types of English-language text online – pure text and Q&A-type articles on reading comprehension are also examined.

Analytical results reveal that the reading comprehension of learners in the experimental group significantly exceeded those in the control group for the Q&A article, but the difference was insignificant for the pure text article. Moreover, the ECIRS improved the reading comprehension of field-independent learners more than it did that of field-dependent learners. Moreover, neither the cognitive loads of the two groups nor their acceptance of the technology differed significantly, whereas the reading time of the experimental group significantly exceeded that of the control group. Interestingly, for all articles, the control group of learners read mostly from top to bottom without repetition, whereas most of the learners in the experimental group read most paragraphs more than once. Clearly, the proposed ECIRS supports deeper digital reading than does the MCIRS.

This study proposes an emerging ECIRS that can automatically provide supplementary information to a reader and control a reading text based on a reader’s eye movement to replace the widely used mouse-controlled reading system on a computer screen to effectively support digital reading for English language learning. The implications of this study are that the highly interactive reading patterns of digital text with ECIRS support increase motivation and willingness to learn while giving learners a more intuitive and natural reading experience as well as reading an article online with ECIRS support guides learners’ attention in deeper digital reading than does the MCIRS because of simultaneously integrating perceptual and cognitive processes of selection, awareness and control based on human eye movement.

Electronic texts are an essential component of any e‐learning environment. This paper extends previous research on navigation and learning with electronic texts by examining the effects of a novel approach to navigation: allowing the learner to create their own navigation aids. We present two experimental studies investigating the effects of creating versus using A‐Z indexes and graphical maps on knowledge development and feelings of ownership for learning. Findings revealed that using a graphical map for navigation has advantages for knowledge development and for feelings of ownership, whereas creating a graphical map offers no significant benefits over plain hypertext; there were no benefits to using or creating A‐Z indexes over plain hypertext. It was also found in comparisons of using vs. creating graphical maps that high feelings of ownership were correlated with higher quality knowledge development. These findings have three major implications for designers of e‐learning environments: including graphical map navigation aids should be considered; designers should not assume that allowing learners to create their own navigation aids will improve learning; feelings of ownership for learning should be encouraged in learners.

This study aims to investigate the factors affecting (i.e. determinants) the continuance of mobile learning adoption in an informal setting among higher education learners from a rural region in the Philippines. It assesses the extent of the determinants of mobile learning adoption continuance and their interrelationships and the role of a personality trait (e.g. locus of control) on its determinants.

This study used a rigorous literature review method that led to a mobile learning adoption continuance model. This proposed model analyzed the perceptions of higher education learners’ experiences on mobile learning adoption during the COVID-19 pandemic (i.e. informal setting). The data collection was self-administered using an online survey from a convenience sample size of 434 using adapted questionnaire instruments. The study used factor analysis by using a structural package for social sciences (SPSS) and analysis of the moment of the structure. The effect sizes of the direct effect, simple and serial mediation and interaction effects in a path model were analyzed by using user-defined estimand and orthogonalized approaches.

The findings indicate that the effect of perceived security risks along with perceived functional benefit and learner value affect the mobile learning adoption continuance. The perceived learner value mediates the perceived functional benefit relationship on mobile learning adoption continuance. Perceived security risk indirectly affects mobile learning adoption continuance through perceived functional benefit and learner value. In addition to this, the internal locus of control strengthens the positive relationship between perceived functional benefit and mobile learning adoption continuance. However, it dampens the positive relationship of perceived learner value.

The study provides an essential foundation on the mobile learning adoption model that focuses on its continuance. This model integrated perceived security risks, functional benefits and learner value aspects of continuance intention that higher education institutions may consider in their mobile learning initiative. It further provides evidence to intensify the important moderating role of locus of control that intervenes on the determinants of mobile learning adoption continuance.

The study aims to determine the factor of perceived machine learning adoption (MLA) values that affect learners' intention to continue using (ICU), the extent of their relationships in the learners' ICU and the role of locus of control (LOC) in their relationship.

The study employed a rigorous literature review of MLA studies that lead to a multidimensional value-based theoretical model. This model combined the theory of consumption and altruistic values. Simple descriptive statistics provide the frequency and percentage of the demographic profile. An orthogonalized approach was used to assess for investigating moderating effects. The data and model analysis used a convenience sample of 419 undergraduate perceptions of MLA value from rural higher education institutions (HEIs) in the Philippines.

The findings indicate that three perceived values (functional value (FUV), social value (SOV) and spiritual value (SPV)) of MLA significantly affect learners' ICU. Interestingly, the study found that LOC strengthens the positive relationship of FUV on learners' ICU.

The study is one of the few to provide evidence on using a multidimensional value-based adoption model in MLA. The study successfully integrates SPV to the concept of perceived value ignored in the theory of consumption value (TCV) and the role of LOC on FUV relationship to learners' ICU.

The use of e‐learning is largely predicated upon the assumption that it can facilitate improvements in student learning and therefore can be more effective than conventional techniques. This assumption has been supported by some in the literature but has been questioned by a continuing body of contrary or indifferent evidence. The purpose of this paper is to improve the theoretical understanding of the variables influencing e‐learning effectiveness, the manner in which these variables have been studied to date, and to propose a suitable conceptual model of e‐learning effectiveness to aid its evaluation.

The paper revisits and critically reviews major contributions to the e‐learning effectiveness literature.

Owing to a variety of issues prevalent in the literature, it is clear that the variables influencing effectiveness are multifarious and few researchers impose adequate controls or factor them into research designs. Drawing on the work of Dewey, Englebart, and Kaplan, a conceptual framework of e‐learning effectiveness is proposed. This model maps out the key variables involved in the study of e‐learning effectiveness and the interactions between variables.

It is anticipated that such a model will assist researchers in developing future evaluative studies which are both sufficiently robust and holistic in design. It is also hypothesised that studies designed using the conceptual model will be more likely to yield results corroborating the ability of e‐learning to affect improvements in student learning.