Exploratory and confirmatory factor analysis of digital entrepreneur skills

Chairul Huda Atma Dirgatama
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Abstract

Research in the field of entrepreneurship has become an intriguing area for further investigation. In an era where digital advancements are ubiquitous, previous researchers have identified a gap: the lack of a specific instrument to identify digital entrepreneur skills. Therefore, this study aims to determine the constructs of students’ digital entrepreneur skills. The analysis techniques include confirmatory factor analysis (CFA), exploratory factor analysis (EFA), Pearson correlation, Kendall’s, Spearman’s, and Cronbach’s alpha. The study was conducted over five phases with 235 participants from university students in Indonesia who run or own a business. The results revealed strong instrument validity with robustness ranging from significant Pearson, Kendall’s, and Spearman’s analyses (<0.05) and Cronbach’s alpha (>0.60). The exploratory factor analysis indicated a Kaiser-Meyer-Olkin value of 0.954 (>0.05) and Bartlett’s test (0.000 < 0.05), with all items having values of anti-image (>0.50), communalities (> 0.50), and factor loadings (> 0.40), uncovering three components. Lastly, the CFA demonstrated an overall good fit model, with high first-order factor loadings (>0.60) and a second-order construct digital entrepreneur skills comprising three components: interpersonal digital skills with a factor loading of 0.890, idea and technology management skills (0.920), and adaptation and innovation skills (1.020). The study highlights the critical need for students to develop digital entrepreneurial skills encompassing interpersonal digital skills, ideation, and technology management, as well as adaptation and innovation abilities to thrive in the digital economy and enhance their personal and professional growth. AcknowledgmentI want to thank all those who have helped make this research a success, especially for Sebelas Maret University as a place of affiliation and all respondents willing to participate in my study.
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数字企业家技能的探索性和确认性因素分析
创业领域的研究已成为一个值得深入探讨的领域。在数字化进步无处不在的时代,以往的研究人员发现了一个空白点:缺乏一种特定的工具来识别数字化创业技能。因此,本研究旨在确定学生数字创业技能的建构。分析技术包括确认性因子分析(CFA)、探索性因子分析(EFA)、皮尔逊相关、肯德尔相关、斯皮尔曼相关和克朗巴赫α相关。研究分五个阶段进行,共有 235 名印度尼西亚经营或拥有企业的大学生参与。研究结果表明,该工具具有很强的有效性,皮尔逊、肯德尔和斯皮尔曼分析(<0.05)和克朗巴赫α分析(>0.60)均有显著的稳健性。探索性因子分析结果显示,Kaiser-Meyer-Olkin 值为 0.954 (>0.05),Bartlett 检验值为 0.000 (< 0.05),所有项目都具有反像值 (>0.50)、共性 (> 0.50) 和因子负荷 (>0.40),从而发现了三个成分。最后,CFA 显示模型总体拟合良好,一阶因子载荷(>0.60)较高,二阶结构数字企业家技能由三个部分组成:人际数字技能(因子载荷为 0.890)、创意和技术管理技能(0.920)以及适应和创新技能(1.020)。本研究强调,学生亟需发展数字创业技能,包括人际数字技能、构思和技术管理,以及适应和创新能力,以便在数字经济中茁壮成长,并促进个人和职业发展。 鸣谢我要感谢所有帮助本研究取得成功的人,特别是感谢塞贝拉斯马雷特大学作为我的附属机构,以及所有愿意参与我的研究的受访者。
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来源期刊
CiteScore
2.90
自引率
0.00%
发文量
152
审稿时长
11 weeks
期刊介绍: The purpose of the journal is coverage of different aspects of management and governance, such as international organizations and communities’ management, state and regional governance, company’s management, etc. The key aspects of planning, organization, motivation and control in various areas and in different countries are subject of the journal''s scope. The journal publishes articles, which are focused on existing and new methods, techniques and approaches in the field of management. It publishes contemporary and innovative researches, including theoretical and empirical research papers.
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