Item Response Theory Analysis of a Work Ethic Scale: Evidence From Multi-Industry Samples in West Africa

IF 2.4 4区 管理学 Q3 MANAGEMENT
Simon Ntumi
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Abstract

In light of growing interest in cross-cultural workforce behaviors and the need for psychometrically sound tools to assess employee values, this study investigated the validity and fairness of a Work Ethic Scale across key industries in West Africa. This study examined the psychometric properties of an adapted Work Ethic Scale across major industries in West Africa using item response theory (IRT). A sample of 800 full-time employees from education, finance, manufacturing, and healthcare sectors in Ghana and Nigeria completed the scale. A two-parameter logistic model was applied to assess item discrimination, difficulty, differential item functioning (DIF), and measurement precision. Dimensionality assessment via exploratory factor analysis and Horn's parallel analysis confirmed essential unidimensionality. The first factor had an eigenvalue of 6.87 (34.35% variance explained), exceeding the parallel analysis criterion of 1.42. Subsequent factors fell below their respective thresholds, and model fit was confirmed [KMO = 0.91; Bartlett's χ²(190) = 2892.31, p < 0.001; TLI = 0.91; RMSR = 0.04]. IRT analysis showed strong item-level performance. Discrimination values (a-parameters) ranged from 0.98 to 2.25, with 17 of 20 items exceeding 1.20. The highest discrimination was observed for “I believe in earning rewards through effort” (a = 2.25, SE = 0.15), and the lowest for “I see leisure as less important than work” (a = 0.98, SE = 0.09). Difficulty parameters (b-values) ranged from −0.70 to 0.80, indicating that most items effectively targeted mid-levels of the work ethic trait. Model fit for all items was adequate (S-X² p values > 0.05). DIF analysis revealed five items with significant DIF across industries. Uniform DIF was found in “Work is central to my life” [χ²(3) = 19.88, p = 0.0002, η² = 0.08], while nonuniform DIF was observed for “I feel guilty when I'm not being productive” [χ²(3) = 21.10, p = 0.0001, η² = 0.07]. Test information function analysis showed peak information at θ = 0.0 (I = 1.93, SE = 0.79, R = 0.92), with decreasing precision at θ = ±2.0. A key recommendation is to revise or add items to enhance measurement precision at the lower and higher extremes of work ethic, ensuring a more balanced assessment across all trait levels.

职业道德量表的项目反应理论分析:来自西非多行业样本的证据
鉴于人们对跨文化劳动力行为的兴趣日益浓厚,以及对心理测量学上健全的工具来评估员工价值观的需求,本研究调查了西非关键行业职业道德量表的有效性和公平性。本研究运用项目反应理论(IRT)检验了西非主要行业的适应性职业道德量表的心理测量特性。在加纳和尼日利亚,来自教育、金融、制造业和医疗保健行业的800名全职员工完成了问卷调查。采用双参数逻辑模型评估项目辨别、难度、差异项目功能(DIF)和测量精度。通过探索性因子分析和霍恩平行分析进行维度评估,确认了基本的单维性。第一个因子的特征值为6.87(解释方差为34.35%),超过了1.42的平行分析标准。后续因素均低于各自阈值,模型拟合得到证实[KMO = 0.91;Bartlett χ²(190)= 2892.31,p < 0.001;tli = 0.91;rmsr = 0.04]。IRT分析显示了很强的项目水平表现。判别值(a参数)在0.98 ~ 2.25之间,20个项目中有17个项目超过1.20。“我相信通过努力可以获得回报”的歧视程度最高(a = 2.25, SE = 0.15),“我认为休闲不如工作重要”的歧视程度最低(a = 0.98, SE = 0.09)。难度参数(b值)范围从- 0.70到0.80,表明大多数项目有效地瞄准了中等水平的职业道德特质。所有项目的模型拟合都足够(S-X²p值>; 0.05)。DIF分析揭示了跨行业具有显著DIF的五个项目。均匀DIF出现在“工作是我生活的中心”中[χ²(3)= 19.88,p = 0.0002, η²= 0.08],而非均匀DIF出现在“当我没有效率时我感到内疚”中[χ²(3)= 21.10,p = 0.0001, η²= 0.07]。测试信息函数分析显示,在θ = 0.0处信息峰值(I = 1.93, SE = 0.79, R = 0.92),在θ =±2.0处精度降低。一个关键的建议是修改或增加项目,以提高在职业道德的较低和较高极端的测量精度,确保在所有特质水平上进行更平衡的评估。
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来源期刊
CiteScore
4.10
自引率
31.80%
发文量
46
期刊介绍: The International Journal of Selection and Assessment publishes original articles related to all aspects of personnel selection, staffing, and assessment in organizations. Using an effective combination of academic research with professional-led best practice, IJSA aims to develop new knowledge and understanding in these important areas of work psychology and contemporary workforce management.
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