Training, Technological Infrastructure, and Electronic Medical Record User Satisfaction: A Cross-Sectional Study in Ibu Kota Nusantara, Indonesia
Abstract
The implementation of Electronic Medical Record (EMR) is an important part of the digital transformation of hospitals to improve operational efficiency. The success of EMR adoption is heavily influenced by human resources readiness and information technology infrastructure support. This study aimed to examine the associations of EMR training and technological infrastructure with perceived service efficiency and user satisfaction, including the potential mediating role of perceived service efficiency, among EMR users at Hospital X in Ibu Kota Nusantara. This quantitative research employed an analytical cross sectional survey design. The data collection was conducted from November 2025 to January 2026 at a private Type D general hospital in Ibu Kota Nusantara, Indonesia, involving 46 hospital employees selected through a census technique. Data were gathered using structured questionnaires and evaluated via path analysis. The results showed that EMR training (β = 0.327, p = 0.007) and technological infrastructure (β = 0.529, p < 0.001) significantly affect perceived service efficiency. Furthermore, training (β = 0.348, p = 0.005), infrastructure (β = 0.558, p < 0.001), and perceived service efficiency (β = 0.790, p < 0.001) exhibit significant positive direct associations with user satisfaction. Perceived service efficiency also significantly mediates the indirect relationships within the structural model. In conclusion, both training and technology infrastructure are critical drivers that optimize perceived service efficiency, which ultimately maximizes EMR user satisfaction.
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