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Decoding effectiveness and efficiency in AI-enabled public services

A configurational pathway to citizen and employee satisfaction

Bibliographic Data

ID13137608
AuthorsNovianita Rulandari (0000-0002-1336-2110, Universitas Muhammadiyah Palangkaraya), Andri Dayarana K Silalahi (0000-0002-5399-3742, Chaoyang University of Technology, corresponding author), Do Thi Thanh Phuong (Chaoyang University of Technology), Ixora Javanisa Eunike (0000-0002-9214-7637, Chaoyang University of Technology, corresponding author)
Year2025
Volume7
Publication date2025-07-29
Open AccessYes
TypeARTICLE
VenueFrontiers in Political Science (JOURNAL)
Journal identifiersISSN: 2673-3145 • E-ISSN: 2673-3145
PublisherFrontiers Media (PUBLISHER • CH)
DOI10.3389/fpos.2025.1560180
OpenAlexW4413098853
LanguageEN
References cited86

The integration of AI in public services often poses a paradox: while it can streamline operations, it may simultaneously undermine service effectiveness, ultimately shaping how both citizens and employees perceive service quality. Seeking to address gaps in our understanding of service-related factors in AI-driven settings, this study employs fuzzy-set Qualitative Comparative Analysis (fsQCA) on survey data collected in Indonesia over an 8-month period from 457 citizens and 429 employees. The results reveal six configurations underpinning employee satisfaction and dissatisfaction, alongside four configurations driving citizen satisfaction and dissatisfaction. On the employee side, satisfaction thrives when service accessibility, operational effectiveness, and resource utilization are well-coordinated, whereas dissatisfaction emerges in the presence of fragmented workflows and the lack of key enablers. From the citizen perspective, satisfaction is fueled by trust-building elements such as service accuracy, transparency, and perceived service value, whereas their absence or misalignment leads to dissatisfaction. By unraveling these pathways, this study extends public administration and AI adoption literature, offering insights into how AI-enabled services can balance organizational objectives with user-centric needs. The findings highlight the importance of harnessing AI's efficiencies without sacrificing core service qualities, ultimately guiding strategies to optimize public service outcomes

Business · Customer satisfaction · Economics · Knowledge management · Management · Political science · Public relations · Public service · Qualitative comparative analysis · Service (business · Service quality · Survey data collection · Transparency (behavior · Underpinning · Workflow · Computer Science · Engineering · Public Policy and Administration Research · Qualitative Comparative Analysis Research · Supply Chain Resilience and Risk Management · Marketing

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