Measuring mobile learning readiness: scale development and validation

2016 ◽  
Vol 26 (1) ◽  
pp. 265-287 ◽  
Author(s):  
Hsin-Hui Lin ◽  
Shinjeng Lin ◽  
Ching-Hsuan Yeh ◽  
Yi-Shun Wang

Purpose – Based on the literature on technology readiness, online learning readiness, and mobile computer anxiety, the purpose of this paper is to develop and validate a mobile learning readiness (MLR) scale which can be used to assess individuals’ readiness to embrace m-learning systems. Design/methodology/approach – Based on previous literature, this study conceptualizes the construct of MLR and generates an initial 55-item MLR scale. A total of 319 responses are collected from a three-month internet-based survey. Based on the sample data, this study provides an empirical validation of the MLR construct and its underlying dimensionality, and develops a generic MLR scale with desirable psychometric properties, including reliability, content validity, criterion-related validity, convergent validity, discriminant validity, and nomological validity. Findings – This study develops and validates a 19-item MLR scale with three dimensions (i.e. m-learning self-efficacy, optimism, and self-directed learning). A tentative norm of the MLR scale is presented, and the scale’s theoretical and practical applications are also discussed. Originality/value – This study is a pioneering effort to develop and validate a MLR scale. The results of this study are helpful to researchers in building m-learning theories and to educators in assessing and promoting individuals’ acceptance of m-learning systems.

2016 ◽  
Vol 55 (4) ◽  
pp. 449-470 ◽  
Author(s):  
Hsin-Hui Lin ◽  
Yi-Shun Wang ◽  
Ci-Rong Li ◽  
Ying-Wei Shih ◽  
Shin-Jeng Lin

The main purpose of this study is to develop and validate a multidimensional instrument for measuring mobile learning systems success (MLSS) based on the previous research. This study defines the construct of MLSS, develops a generic MLSS instrument with desirable psychometric properties, and explores the instrument’s theoretical and practical applications. By analyzing data from a calibration sample ( n = 241) and a validation sample ( n = 209), this study proposes a 6-factor, 25-item MLSS instrument. This empirically validated instrument will be useful to researchers in developing and testing mobile learning theories, as well as to educators in understanding MLSS from students’ perspective and promoting the use of mobile learning systems.


2014 ◽  
Vol 24 (5) ◽  
pp. 546-565 ◽  
Author(s):  
Yi-Shun Wang ◽  
Ci-Rong Li ◽  
Hsin-Hui Lin ◽  
Ying-Wei Shih

Purpose – The purpose of this paper is to develop and validate a multi-dimensional instrument to measure e-learning blog satisfaction (ELBS). Design/methodology/approach – This study introduces and defines the construct of ELBS, provides an empirical validation of the construct and its underlying dimensionality, develops a generic ELBS instrument with desirable psychometric properties, and investigates the instrument's theoretical and practical applications. Findings – After analyzing data from a calibration sample (n=238) and a validation sample (n=226), this study proposes a five-factor, 20-item ELBS instrument. Practical implications – This empirically validated instrument will be useful to researchers in terms of developing and testing blog-based learning theories, as well as to educators in terms of understanding students’ ELBS and promoting the use of blog-based learning systems. Originality/value – This study is a pioneering effort to develop and validate a multi-dimensional instrument to measure ELBS.


2014 ◽  
Vol 7 (2) ◽  
pp. 263-284 ◽  
Author(s):  
Budi Hartono ◽  
Deo F.N. Wijaya ◽  
Hilya M. Arini

Purpose – The purpose of this paper is to develop and to empirically verify a model of project risk management maturity (PRMM). Design/methodology/approach – Theoretical work to develop the initial model of risk maturity. Empirical study by a cross-sectional survey to the Indonesian construction industry. Findings – A new model of PRMM is developed and empirically tested. The model is valid (face validity, content validity, discriminant validity, convergent validity, and criterion validity) and reliable. Research limitations/implications – A more comprehensive, follow-up study is required to gain more insights on the actual maturity level of Indonesian construction industry. Practical implications – The model is applicable to assess the organizational maturity level which in turn could be used for improving organization performance. Originality/value – The work demonstrates a novel approach in developing models by emphasizing on the empirical verification.


2020 ◽  
Vol 3 (4) ◽  
pp. 489-505
Author(s):  
Chi Nguyen Thi Khanh ◽  
Le Thai Phong

PurposeThis study examines the direct and indirect impact of environmental belief, nature-based destination image and time perspective on tourist attitude towards ecotourism.Design/methodology/approachData was collected through a structured questionnaire survey conducted in Vietnam. The dataset consists of 479 valid responses by Vietnamese tourists. Correlation analysis and structural equation modeling (SEM) were used to test the causal relationships among time perspective, environmental belief, nature-based destination and ecotourism attitude. Confirmatory factor analysis (CFA) is conducted to verify the reliability and validity of each latent construct, and to evaluate the discriminant validity, convergent validity, composition reliability and average variance extracted (AVE) for the latent constructs.FindingsThis study finds statistically significant and positive effects of time perspective, environmental belief and nature-based destination image on ecotourism attitude. The results also indicate that environmental belief is found to have statistically significant effects both direct and indirect on ecotourism attitude; its indirect effect is transmitted through nature-based destination image. Our findings demonstrate empirically that tourists are mainly attracted by natural environment sites and that tourists having environmental beliefs are likely to engage in ecotourism than other types of tourism by first influencing their attitude.Research limitations/implicationsOne limitation is associated with our measurement method, which relies on respondents’ self-ratings of their activities. Second, our study is based on internal consistency assessments for establishing construct reliability and validity, which might be the problem of measurement misspecification in tourism research and hinder us to adequately capture the dynamic nature of the variables and the underlying relationships. Third, the survey is conducted in one specific ecotourism nation like Vietnam, and thus, the findings must also be explained in this case.Practical implicationsPolicymakers need to pay careful attention to the planning and conservation of local resources, as well as infrastructure, for ecotourism development. Moreover, the management of eco-site needs to maintain ecology properly, provide an authentic ecotourism experience to improve ecotourism destination. Otherwise, ecotourism operators should focus on marketing strategies to increase traditional and natural values and promote eco-friendly social standards for fostering demand.Originality/valueThis study examines an integrated model analyzing the impact of time perspective, environmental belief and nature-based destination on tourist attitude towards ecotourism. This study reveals the understanding of how individuals’ view towards belief in environment and location image, influences their attitude to engage in ecotourism. The study provides several implications for practice.


2019 ◽  
Vol 2 (3) ◽  
pp. 298-322
Author(s):  
Hongyan Yu ◽  
Rong Liu ◽  
Daowu Zheng

Purpose With the rapid development of information technologies and the internet, firms have increasingly focussed on customer interactions to realise value co-creation. Previous studies have empirically examined interaction orientation, but their measurements have been derived from goods-dominant logic and have not explained the mechanism of value co-creation. The purpose of this paper is to propose an operational definition and define the dimensions of interaction orientation based on value co-creation theory (IOVCC), and then develop a scale for it. Design/methodology/approach In this study, data were collected from employees via three questionnaire surveys, and then analysed using exploratory factor analysis and confirmatory factor analysis. Findings The findings are as follows: IOVCC represents a firm’s implementation of a set of marketing actions aimed at inserting the firm into its customers’ daily life practices and co-creating value with the customers. The construct of IOVCC consists of five behavioural dimensions: “building communication channels”, “involving customers in co-production”, “improving service capabilities”, “improving interaction quality” and “integrating interaction resources”. The measurement scale for IOVCC has acceptable levels of reliability, content validity, convergent validity, discriminant validity and nomological validity. Originality/value This study enriches the literature on value co-creation theory by revealing the process and actions of co-creating value. It also contributes to the understanding of service touchpoints by highlighting the interaction quality of touchpoints. In addition, the authors have developed a reliable and valid scale for IOVCC, thereby facilitating the measurement of a firm’s implementation of the “value co-creation” business philosophy.


2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
You-De Dai ◽  
Wen-Long Zhuang ◽  
Po-Kai Yang ◽  
Yi-Jun Wang ◽  
Tzung-Cheng Huan

Purpose Drawing on leader-member exchange theory and regulatory focus theory, the purpose of this study is to explore the effects of hotel employees’ regulatory foci on their voice behavior and the moderating role of leader-member exchange. Design/methodology/approach The questionnaire includes demographics, regulatory foci, leader-member exchange and voice behavior sections. The data was collected via a survey of 10 international tourist hotels in Taiwan and 479 valid questionnaires were completed. Confirmatory factor analysis and path analysis were used to test the composite reliability, discriminant validity and convergent validity. Multiple regression analysis was used to test the hypotheses. Findings The outcome of this study indicates that both promotion focus and prevention focus can benefit employees’ voice behavior; however, prevention-focused employees have more positive voice behavior than promotion-focused employees. In addition, the leader-member exchange can moderate the relationship between regulatory foci and voice behavior. Originality/value This is an empirical study in the hotel field to examine the moderating effects of leader-member exchange on the relationships between regulatory foci and voice behavior. This research is contributed toward human resource management literature in the hospitality and tourism domain. Practices for managers and suggestions for future research are discussed.


2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Seyyed Mohsen Azizi ◽  
Alireza Khatony

Abstract Background Mobile learning (m-learning) provides a good opportunity for students’ lifelong learning. The design and implementation of effective and successful mobile learning requires identification of factors that affect m-learning. The aim of this study was to investigate the factors that affect the intention of students of medical sciences to adopt mobile learning based on theory of planned behavior (TPB). Methods In this cross-sectional study, 332 students of medical sciences were randomly selected. The study tool was a based a questionnaire that had been designed based on TPB model. Descriptive statistics (mean, standard deviation, frequency and percentage) were calculated. In order to determine the standardized factor loading and assess the study hypotheses, structural equation modeling was used. Composite reliability, average variance extracted, and standardized factor loading were used to determine the convergent validity. Results The mean of mobile learning readiness was 3.59 ± 0.83. Among the TPB structures, the structures of attitude (β = 0.525) and behavioral control (β = 0.318) had positive and significant effect on the intention to adopt m-learning (P ≤ 0.01). However, the structure of subject norm did not have a significant effect on the intention to adopt m-learning. In general, attitude, behavioral control and subject norm structures were 0.675 determinants of the intention to adopt m-learning (r2 = 0.675). Conclusions In this study Mobile learning readiness of the students was at moderate level. Also the results indicated Positive and significant effect of attitude and behavioral control on the intention of students to accept m-learning. The TPB-based model was a suitable model for identifying psychological factors that affect the intention of students of medical sciences to adopt m-leaning. In order to increase the students’ acceptance of mobile learning, we suggest that, other psychological, behavioral, social, and cultural factors that affect the acceptance of m-learning should be identified. Educational programs are also suggested to be introduced to students to familiarize them with the m-learning and its application in learning process.


2020 ◽  
Vol 32 (8) ◽  
pp. 615-626
Author(s):  
Makoto Matsuo

Purpose Although positive psychology emphasizes the importance of reflecting on success in promoting strengths use and self-efficacy, no research has developed a measure of reflection on success. The purpose of this study is to develop and validate the scales for reflection on success and failures. Design/methodology/approach Study 1 was conducted to extract the dimensions of reflection on success and failures using survey data from nurses (n = 298), whereas Study 2 involved validation of the scales using a two-wave survey of physical therapists (n = 291). Findings In Study 1, the factors of “reflection on success” and “reflection on failures” were extracted by exploratory factor analysis. In Study 2, the discriminant validity of the two scales was established via confirmatory factor analyses. The structural equation modeling results indicated that reflection on success promoted work authenticity, work engagement and strengths use, while reflection on failures only promoted work engagement, indicating the convergent validity of the scales. Research limitations/implications As the research subjects were medical professionals in Japan, the scales need to be validated with samples from a wide range of occupations and cultural backgrounds, in future research. Originality/value The present research expands the literature on reflection and strengths-based approach by introducing the “success–failures” dimension based on positive psychology, broaden-and-build theory and job demands–resources theory.


2020 ◽  
Vol 12 (1) ◽  
pp. 73-84
Author(s):  
Ines Brusch ◽  
Michael Brusch

Purpose The purpose of this paper is to answer the question how important are privacy and communication and self-expression needs in social networks on the internet, especially in the case of uploading photos. Therefore, the existing privacy calculus model of Dinev and Hart (2006) will be enlarged with new constructs and checked for validation. Design/methodology/approach For the application and verification of the proposed research model, an online survey was carried out. Within the data analysis phase, several methods, for example, exploratory factor analysis and confirmatory factor analysis, have been integrated, and the most important measures (e.g. Cronbach’s alpha and fit indices) have been calculated. This allows the existence of the requirements for important quality criteria for measurement models, for example, reliability, convergent validity, discriminant validity and model fit, to be checked. Findings The results confirm the fit of the proposed research model. The needs of all quality criteria are fulfilled. This indicates that the proposed research model helps to investigate the influence of privacy and communication factors on online behavior. In addition, the results show that the willingness to provide images on the internet is highly influenced by communication and self-presentation needs and the internet trust also has an influence on the willingness to provide images on the internet. Originality/value This paper is the first, to the best of the authors’ knowledge, which considers privacy concerns and communication needs when analyzing the behavior of users of social network services, exemplarily for the case of uploading photos. This will give the growing research field of online services a new tool to properly take these important factors into account.


2016 ◽  
Vol 37 (6) ◽  
pp. 924-944 ◽  
Author(s):  
Sugumar Mariappanadar

Purpose The purpose of this paper is to develop a health harm of work scale from the sustainable HRM perspective. Design/methodology/approach A three-dimensional model was proposed for the health harm of work scale and validated (Total n=527) using a five-part study (item generation, item reduction, convergent, construct and discriminant validity). Findings Exploratory and confirmatory factor analyses supported that the three dimensions (restrictions for positive health, the risk factors for psychological health and the side effect harm of work) simultaneously tap into different aspects of the health harm of work construct. The results from the construct validity revealed that health harm of work as a phenomenon has manifested itself in different facets of health harm of work intensification. Finally, the discriminant validity study revealed that the overlap between the dimensions of the health harm of work scale and the dimensions of recovery experience from the work questionnaire is low and it provides support for the discriminant validity of dimensions between these two scales. Practical implications The proposed measure can be used as potential leading indicators for negative occupational health to prevent or delay the onset of work-related illness manifestation or health consequences (sick leave, absenteeism, presenteeism, etc.). Originality/value This is the first study to validate a measure of health harm of work and to provide tangible evidence of health harm of work which will subsequently trigger organizations to introduce a planned intervention to improve occupational well-being to promote sustainable HRM.


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