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PLS-SEM USING R: AN INTRODUCTION TO cSEM AND SEMinR 使用R - sem: cSEM和semr的介绍
Q2 Decision Sciences Pub Date : 2021-08-31 DOI: 10.47263/jasem.5(2)01
Francis Chuah, M. Memon, R. Thurasamy, J. Cheah, H. Ting, T. Cham
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引用次数: 1
INFORMAL HEALTH CARE PAYMENTS IN GREECE: A FLEXIBLE MIMIC MODEL ADAPTATION 希腊的非正规医疗保健支付:一种灵活的模拟模式调整
Q2 Decision Sciences Pub Date : 2021-07-30 DOI: 10.47263/jasem.5(2)02
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引用次数: 0
FACTORS INFLUENCING THE INTENTION TO USE MYSEJAHTERA APPLICATION AMONG MALAYSIAN CITIZENS DURING COVID-19: A PLS-SEM Analysis 影响新冠肺炎期间马来西亚公民使用MYSEJAHTERA意向的因素:PLS-SEM分析
Q2 Decision Sciences Pub Date : 2021-07-30 DOI: 10.47263/jasem.5(2)06
T. Chan, Saodah Wok, Nabila Novita Sari, M. A. H. A. Muben
Many countries in the globe have experienced COVID-19 pandemic in the year 2020, and this has caused government to come out with various tracking applications to trace the individuals who get infected with the virus. However, with the implementation of the tracking application by the government, there always be issues related to the personal information and data privacy store in the system, which will make the citizens intent to use the technology or vice-versa. Hence, this study aims to examine the factors influencing the intention to use MySejahtera application among Malaysian citizens. The study utilized Unified Theory of Acceptance and Use of Technology (UTAUT2) Theory to guide the study, where the determinants were performance expectancy, effort expectancy, social influence, facilitating conditions, habit, and perceived privacy credibility. Purposive sampling was employed in this study, where a quantitative (survey) method was used, in which online questionnaires were distributed to the Malaysian citizens who know or have heard about the MySejahtera tracking application which ultimately with generated 401 valid responses. The data were then analysed using Partial Least Squares Structural Equation Modelling through Smart-PLS 3.0. The results revealed that four (4) determinants (social influence, facilitating conditions, habit, and perceived privacy credibility) have a positive and significant relationship with intention to use MySejahtera application. However, performance expectancy and effort expectancy were found not to be significantly related to intention to use the particular tracking application. The study contributes to the media information technology scholarship by incorporated perceived privacy credibility as an important construct to further expand the UTAUT2 Theory in relation to the Internet of Things (IoT), which provide relevant strategies for government agencies, medical and healthcare practitioners to track on the suspected patients. Conclusion, implications, and suggestions for future study were also discussed. © 2021 Journal of Applied Structural Equation Modeling.
2020年,全球许多国家都经历了COVID-19大流行,这促使政府推出了各种追踪应用程序,以追踪感染该病毒的个人。然而,随着政府跟踪应用的实施,系统中存储的个人信息和数据隐私问题始终存在,这将使公民有意使用该技术,反之亦然。因此,本研究旨在探讨影响马来西亚公民使用MySejahtera应用意向的因素。本研究采用技术接受与使用统一理论(UTAUT2)理论指导研究,其中决定因素为绩效预期、努力预期、社会影响、便利条件、习惯和感知隐私可信度。本研究采用目的性抽样,采用定量(调查)方法,将在线问卷分发给知道或听说过MySejahtera跟踪应用程序的马来西亚公民,最终产生401份有效回复。然后通过Smart-PLS 3.0使用偏最小二乘结构方程建模对数据进行分析。结果表明,社会影响、促进条件、习惯和感知隐私可信度对MySejahtera应用的使用意愿有显著的正向影响。然而,性能期望和工作期望被发现与使用特定跟踪应用程序的意图没有显著相关。本研究将感知隐私可信度作为一个重要的构建,进一步拓展了UTAUT2理论与物联网(IoT)的关系,为政府机构、医疗保健从业者追踪疑似患者提供了相关策略,为媒体信息技术学术做出了贡献。结论、意义及对未来研究的建议。©2021 Journal of Applied Structural Equation Modeling。
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引用次数: 3
AGILE OR NOT? THE UPSURGE OF DIGCOMP AND SOCIAL MEDIA USAGE AMONG TEACHERS 敏捷与否?DIGCOMP热潮与教师使用社交媒体
Q2 Decision Sciences Pub Date : 2021-07-30 DOI: 10.47263/jasem.5(2)04
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引用次数: 0
DO FEMALE TRAVELERS PERCEIVE MORE RISKS AND RESTRICTIONS THAN MALE TRAVELERS? A MULTIGROUP ANALYSIS 女性旅行者是否比男性旅行者感知到更多的风险和限制?多组分析
Q2 Decision Sciences Pub Date : 2021-07-30 DOI: 10.47263/jasem.5(2)05
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引用次数: 1
A moderated-mediation model of fear of illness and subjective psychological well-being during COVID-19 pandemic COVID-19大流行期间疾病恐惧与主观心理幸福感的有调节中介模型
Q2 Decision Sciences Pub Date : 2020-11-04 DOI: 10.21203/rs.3.rs-100641/v1
Sarita Sood, Ananya Sharma
A sudden outbreak of diseases poses a serious threat to mental health. Relying on strengths might mitigate negative mental health outcomes and promote positive mental health. Prior research suggests a potential moderated mediation effect between fear of illness and subjective psychological well-being. Based on the Complete State Model and the Competence-Based Model of mental health, this study examined the relationship between fear of illness and subjective psychological well-being through perceived distress moderated by resilience in the context of COVID-19 pandemic. A cross-sectional survey using questionnaires was employed. Data were collected online from 384 participants ( 270 females and 114 males, age range= 15 to 29 years). The participants had indirect exposure to COVID-19 through information from the media. Results demonstrated that fear of illness significantly predicts subjective psychological well-being both directly and indirectly. In addition, the moderated mediation effect of resilience was confirmed. Resilience moderated the indirect effect between fear of illness and subjective psychological well-being through perceived distress. The magnitude of the indirect effect was contingent on resilience. Further, the effect of perceived distress on subjective psychological well-being is weakened as the level of resilience increases. This study contributes theoretically to a better understanding of the salutogenic effect of resilience on positive mental health during a pandemic. Based on the findings, implications and future directions are discussed.
疾病的突然爆发对心理健康构成了严重威胁。依靠力量可以减轻消极的心理健康后果,促进积极的心理健康。先前的研究表明,对疾病的恐惧和主观心理健康之间存在潜在的中介作用。基于完全状态模型和基于能力的心理健康模型,本研究通过新冠肺炎大流行背景下由韧性调节的感知痛苦,检验了对疾病的恐惧与主观心理健康之间的关系。采用了一项使用问卷的横断面调查。数据是从384名参与者(270名女性和114名男性,年龄范围为15至29岁)在线收集的。参与者通过媒体信息间接接触了新冠肺炎。结果表明,对疾病的恐惧可以直接或间接地显著预测主观心理健康。此外,复原力的适度中介作用也得到了证实。韧性通过感知痛苦来调节对疾病的恐惧和主观心理健康之间的间接影响。间接影响的大小取决于复原力。此外,随着恢复力水平的提高,感知痛苦对主观心理幸福感的影响减弱。这项研究在理论上有助于更好地理解疫情期间恢复力对积极心理健康的促进作用。根据研究结果,讨论了其含义和未来发展方向。
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引用次数: 3
Relative importance analysis with multivariate models: Shifting the focus from independent variables to parameter estimates 多变量模型的相对重要性分析:将焦点从自变量转移到参数估计
Q2 Decision Sciences Pub Date : 2020-06-01 DOI: 10.47263/jasem.4(2)02
Joseph N. Luchman, Xue Lei, Seth A. Kaplan
Conclusions regarding the relative importance of different independent variables in a statistical model have meaningful implications for theory and practice. However, methods for determining relative importance have yet to extend beyond statistical models with a single dependent variable and a limited set of multivariate models. To accommodate multivariate models, the current work proposes shifting away from the concept of independent variable relative importance toward that of parameter estimate relative importance (PERI). This paper illustrates the PERI approach by comparing it to the evaluation of regression slopes and independent variable relative importance (IVRI) statistics to show the interpretive and methodological advantages of the new concept and associated methods. PERI’s advantages above standardized slopes stem from the same fit metric that is used to compute PERI statistics; this makes them more comparable to one another than standardized slopes. PERI’s advantages over IVRI stem from situations where independent variables do not predict all dependent variables; hence, PERI permits importance determination in situations where independent variables are nested in dependent variables they predict. We also provide recommendations for implementing PERI using dominance analysis with statistical models that can be estimated with maximum likelihood estimation combined with a series of model constraints using two examples.
关于统计模型中不同自变量的相对重要性的结论对理论和实践具有重要意义。然而,确定相对重要性的方法尚未扩展到具有单一因变量和有限多变量模型集的统计模型之外。为了适应多变量模型,目前的工作建议从自变量相对重要性的概念转向参数估计相对重要性(PERI)的概念。本文通过将其与回归斜率和自变量相对重要性(IVRI)统计的评估进行比较来说明PERI方法,以显示新概念和相关方法的解释性和方法学优势。PERI优于标准化斜率的优势源于用于计算PERI统计数据的相同拟合度量;这使得它们比标准化的斜率更具有可比性。相对于IVRI, pi的优势源于自变量不能预测所有因变量的情况;因此,在自变量嵌套在它们预测的因变量中的情况下,pi允许确定重要性。我们还提供了使用统计模型的优势分析来实现PERI的建议,这些模型可以通过最大似然估计和一系列模型约束来估计,并使用两个示例。
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引用次数: 2
A SUSTAINABLE PALM FRUIT VALUE CHAIN MODEL FOR SMALL-SCALE ACTORS IN NIGERIA 尼日利亚小规模参与者的可持续棕榈果价值链模型
Q2 Decision Sciences Pub Date : 2020-01-30 DOI: 10.47263/jasem.4(1)07
Ehiremen Clement Osunde
This theory’s model was driven by the need to empirically establish the possibility of smallholder’s in the Nigerian palm fruit value chain to compete with large-scale actors. Thereby, capturing a share of the consumer income which would promote sustainability. To achieve it, a theory submitted. Within this model, nineteen conceptual relationships were proposed to be contributors in the palm fruit value addition chain. A PLS-SEM technique was used to investigate the validity of these relationships. The primary data used for the investigation was surveyed from extension agents in Edo South agro-ecological zone of Edo State Nigeria. First, the article introduced the term Value Chain Theory. Next, it briefly familiarizes the readers with what structural equation modeling is all about, as well as its applications. Subsequently, the document preview literature on the pathways towards modeling a sustainable smallholder’s palm fruit’s value chain. Afterward, the researcher creates the path model for the drive of the investigation. Following that, the author ensured that the methodological approaches adopted in achieving the investigation were clearly specified. After which the results from the analysis ran were serially outlined and discussed. Last, but not least, the implications for the use of this model was highlighted and conclusion for the study was drawn. Thus, the author commended the robustness of the theory and, afterward, proposed a confirmatory test for the model. It was concluded that the tool exhibits prospects for promoting sustainability in the palm fruit value supply chain if properly adopted.
该理论模型的驱动因素是需要从经验上确定尼日利亚棕榈果价值链中小农与大型参与者竞争的可能性。这样,就能从消费者收入中分得一杯羹,从而促进可持续性。为了实现这一目标,提出了一个理论。在这个模型中,我们提出了19个概念关系,它们是棕榈果增值链中的贡献者。使用PLS-SEM技术来研究这些关系的有效性。调查使用的主要数据来自尼日利亚江户州江户南部农业生态区的推广人员。首先,介绍了价值链理论这一术语。接下来,它简要地使读者熟悉结构方程建模是关于什么的,以及它的应用。随后,该文件预览了关于建立可持续小农棕榈果实价值链的途径的文献。在此基础上,构建了调查驱动的路径模型。随后,发件人确保明确规定了在进行调查时所采用的方法学方法。之后,从分析运行的结果是连续概述和讨论。最后,但并非最不重要的是,强调了使用该模型的含义,并得出了研究结论。因此,作者赞扬了理论的稳健性,并随后提出了对模型的验证性检验。结论是,如果采用得当,该工具在促进棕榈果价值供应链的可持续性方面具有前景。
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引用次数: 0
HOW DETRIMENTAL IS PSYCHOLOGICAL CONTRACT BREACH TO AIRLINES? 心理契约违约对航空公司的危害有多大?
Q2 Decision Sciences Pub Date : 2020-01-15 DOI: 10.47263/jasem.4(1)04
Mohd Ariffin SitiZubaidah, S. Ng, J. Ho, M. Sambasivan, X. Lim
This study aims at understanding airline industry’s organizational changes conceptualized as psychological contract breach (PCB) among flight attendants, leading to dissatisfaction reflected in this study as counterproductive work behavior (CWB). PCB refers to organization’s inability in fulfilling obligations contained within the psychological contract, while CWB is defined as conducts that are harmful to organization. With 410 respondents, using Structural Equation Model (SEM), the results had shown that CWB increases as the PCB is heightened. This study adds value to the literature in three ways: PCB being tested among flight attendants; CWB being conceptualized using Hirschman’s Model of EVLN with an extension of acquiescent silence; and the application of Affective Events Theory (AET) in supporting the linkage between PCB and CWB in airline context.
本研究旨在了解航空业组织变革的概念,即空乘人员的心理契约违约(PCB),导致本研究反映的不满为反生产行为(CWB)。PCB是指组织无法履行心理契约所包含的义务,CWB是指对组织有害的行为。在410名受访者中,使用结构方程模型(SEM),结果表明,随着PCB的增加,CWB也会增加。本研究在三个方面增加了文献的价值:在空乘人员中测试PCB;利用Hirschman的EVLN模型对CWB进行概念化,并引入了默认沉默的扩展;情感事件理论(AET)在航空公司背景下支持PCB和CWB之间联系的应用。
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引用次数: 0
PAY SATISFACTION AND ORGANISATIONAL TRUST: AN IMPORTANCE-PERFORMANCE MAP ANALYSIS 薪酬满意度与组织信任:一个重要绩效图分析
Q2 Decision Sciences Pub Date : 2020-01-01 DOI: 10.47263/jasem.4(1)01
G. C. Gim, Wen-Sing Cheah
Using social exchange theory and equity theory, this paper examined the relationship between the four dimensions of pay satisfaction and organisational trust among Malaysian employees. The four dimensions of pay satisfaction are pay benefit satisfaction, pay level satisfaction, pay raise satisfaction,and pay structure and administration satisfaction. Questionnaires were distributed to Malaysians working in several industries. Partial least squares structural equation modeling (PLS-SEM) was used to assess both the measurement and structural model. Results from the structural model revealed that pay benefit satisfaction, pay raise satisfaction, and pay structure and administration satisfaction were positively related to organisational trust. To complement the standard structural model assessment, robustness checks were performed on the structural model in terms of non-linear effects, endogeneity, and unobserved heterogeneity. The checks concluded that there were no issues with regards to nonlinear effects and unobserved heterogeneity. However, the endogeneity test indicated that pay structure and administration satisfaction could be endogenous. Importance-performance map analysis (IPMA) was also performed to gauge the importance and performance of each dimension of pay satisfaction against organisational trust. The IPMA results revealed that pay structure and administration satisfaction was the most important factor yet it attained the lowest score on performance indicating that organisations in Malaysia should make an improvement to their pay structure and administration satisfaction.
本文运用社会交换理论和公平理论,考察了薪酬满意度四个维度与马来西亚员工组织信任之间的关系。薪酬满意度的四个维度分别是薪酬福利满意度、薪酬水平满意度、薪酬提升满意度和薪酬结构与管理满意度。向在几个行业工作的马来西亚人分发了调查问卷。采用偏最小二乘结构方程模型(PLS-SEM)对测量和结构模型进行评估。结构模型结果显示,薪酬福利满意度、加薪满意度、薪酬结构和管理层满意度与组织信任呈正相关。为了补充标准的结构模型评估,我们从非线性效应、内生性和未观察到的异质性方面对结构模型进行了鲁棒性检查。检查的结论是,在非线性效应和未观察到的异质性方面没有问题。然而,内生性检验表明,薪酬结构和管理层满意度可能是内生性的。重要性-绩效图分析(IPMA)也被用来衡量薪酬满意度的每个维度对组织信任的重要性和绩效。IPMA的调查结果显示,薪酬结构和管理满意度是最重要的因素,但它在绩效上获得了最低的分数,这表明马来西亚的组织应该改善他们的薪酬结构和管理满意度。
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引用次数: 5
期刊
Journal of Applied Structural Equation Modeling
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