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This paper aims to analyze the digital servitization (DS) process with the paradox theory lens. The purpose is to catch how intra- and inter-organizational tensions generate complexity along a DS journey to find “where” and “when” industrial companies can intervene to face them.

The methodology is a qualitative, in-depth single case study, which longitudinally explores the DS strategy of a manufacturer along with three phases of development: design, implementation and assessment.

The analysis reveals six intra- and inter-organizational tensions in DS and provides insights on tensions’ origin and how to face them. A theoretical framework on DS complexity and an empirical framework on tensions’ origin is produced.

The research combines service and organizational paradox literature. Together with a longitudinal methodology, it results in a spatial and temporal analysis of DS, from which theoretical and managerial implications are drawn.

The efficiency of each of an organization’s individual workers determines its effectiveness. The study aims to explore the relationship between human resource management (HRM) practices and organizational effectiveness with employee performance as a mediating variable.

Data were collected from 800 police officers in the Greater Accra and Tema regions. The data were supported by the hypothesized relationship. Construct reliability and validity was established through confirmatory factor analysis. The proposed model and hypotheses were evaluated using structural equation modeling.

The results show that career planning and employee performance were significantly related. Self-managed teams and employee performance were shown to be nonsignificantly related. Similarly, performance management and employee performance were shown to be nonsignificantly related. Employee performance significantly influenced organizational effectiveness. The results further indicate that employee performance mediates the relationship between HRM practices and organizational effectiveness.

The generalizability of the findings will be constrained due to the research’s police service focus and cross-sectional data.

The study’s findings will serve as valuable pointers for the police administration in the adoption, design and implementation of well-articulated and proactive HRM practices to improve the abilities, skills, knowledge and motivation of officer’s to inordinately enhance the effectiveness of the service.

By evidencing empirically that employee performance mediates the relationship between HRM practice and organizational effectiveness, the study extends the literature.