A Proposed Model for Cost Design Using Functional and Specification Analysis Enhanced by AI Algorithms and Its Impact in Healthcare Service Efficiency and Customer Value: An Applied Study in Ibn Al-Bitar Hospital

Authors

  • Ali Abdul-Hussein Hani Al-Zameli University of Al-Qadisiyah, College of Administration and Economics, Department of Accounting,

DOI:

https://doi.org/10.31150/ajebm.v8i8.3919

Keywords:

Cost Design, Functional & Specification Analysis, Artificial Intelligence Algorithms, Healthcare Service Efficiency, Customer Perceived Value

Abstract

This research aims to investigate the impact of implementing cost design based on functional analysis and specification analysis, augmented by artificial intelligence algorithms, on improvement healthcare service efficiency and improved customer regarded value at Ibn Al-Bitar Specialized Hospital for Heart Operation. Achieving a balance between functional performance and actual costs is the focus of cost design, which is recognized as a modern tool in cost management. By aligning healthcare services with patient needs and expectations, specification analysis contributes. Patient questionnaires, interviews with medical and organizational staff, and operational data analysis from the  infirmary are the tools used for the applied analytical practice of the study, which utilizes both quantitative and qualitative research tools. Artificial intelligence models served as supporting tools in identifying patterns and  opportunities for performance growth.  Decision trees, regression analysis, and clustering algorithms were used to identify expense sources and ineffective functions.  The findings show that using this integrated model has a statistically significant positive influence on service efficiency by lowering resource waste and enhancing treatment process quality.  Furthermore, the findings showed that patient satisfaction and perceived value rose, especially when it comes to concerns like responsiveness, dependability, and transparency. To offer cost-effective, high-quality, and customer-centered healthcare services, the study suggests using this methodological approach as a sustainable framework for specialized hospitals, by integrating traditional analysis tools with AI algorithms.

Downloads

Download data is not yet available.

References

J. Anderson and M. Taylor, "Strategic cost design: Balancing quality and efficiency in product and service development," Journal of Cost Management, vol. 22, no. 1, pp. 40–55, 2024.

M. Alvarez and S. Kim, "Optimizing medical staff workload distribution through cost design," Healthcare Management Journal, vol. 11, no. 3, pp. 120–130, 2024.

L. Brown, R. Davis, and P. Singh, "Functional analysis as a tool for precise cost structuring in healthcare organizations," International Journal of Healthcare Operations, vol. 18, no. 2, pp. 100–115, 2025.

T. Brown, H. Nguyen, and J. Carter, "Integrated cost function formulation for healthcare service design," Journal of Health Economics and Engineering, vol. 22, no. 1, pp. 55–65, 2025.

H. Chang and S. Kim, "Customer satisfaction through cost-quality balance in healthcare services," Healthcare Service Research, vol. 11, no. 3, pp. 70–80, 2024.

L. Chen and R. Davis, "Standardizing clinical protocols via cost design for improved service uniformity," Journal of Hospital Administration, vol. 17, no. 2, pp. 45–55, 2024.

Y. Chen and F. Wang, "AI-enhanced functional cost analysis in hospital settings: A case study in China," Chinese Journal of Medical Informatics, vol. 10, no. 4, pp. 150–165, 2025.

R. Evans and T. Morgan, "Enhancing functional analysis accuracy through AI-driven data analytics," Journal of Operational Excellence, vol. 18, no. 1, pp. 75–85, 2025.

J. Foster and A. Bennett, "Machine learning applications in specification analysis for adaptive cost design," International Journal of Technical Systems, vol. 12, no. 4, pp. 105–115, 2024.

J. Foster and L. Brooks, "Enhancing patient trust through transparent resource allocation," Patient Experience Journal, vol. 8, no. 1, pp. 90–100, 2025.

S. Foster and A. Green, "Resource optimization in healthcare services using cost design," International Journal of Healthcare Operations, vol. 15, no. 4, pp. 78–88, 2024.

M. Garcia and S. Patel, "Value chain analysis for waste reduction in healthcare delivery," Health Systems Journal, vol. 9, no. 3, pp. 130–140, 2024.

M. Garcia and L. Thompson, "Enhancing operational coordination through functional and specification analysis," Journal of Integrated Systems Management, vol. 14, no. 3, pp. 140–150, 2025.

M. Garcia, S. Lee, and R. Smith, "Decomposing complex cost models for healthcare functions," Operations Research in Medicine, vol. 13, no. 2, pp. 100–110, 2025.

M. Garcia, R. López, and T. Müller, "Specification analysis and AI: Improving healthcare service quality in European cardiac centers," Journal of Healthcare Engineering, vol. 15, no. 2, pp. 120–138, 2024.

M. Garcia, R. López, and T. Müller, "AI-driven analytical tools for enhanced cost design in healthcare," Journal of Medical Informatics, vol. 30, no. 1, pp. 130–140, 2025.

L. Harrison, M. Chen, and S. Garcia, "AI-enabled process reengineering: Reducing waste in service design," Journal of Business Process Innovation, vol. 15, no. 2, pp. 90–100, 2024.

J. Henderson and K. Lee, "Mathematical modeling of integrated cost-function analysis using AI," Journal of Applied Systems Science, vol. 19, no. 1, pp. 40–50, 2025.

P. Johnson, "Dynamic AI-based updating in cost design models," Journal of Computational Decision Making, vol. 7, no. 4, pp. 190–200, 2024.

P. Johnson, L. Evans, and S. Taylor, "Integrating cost design with AI for patient-centered care in cardiology clinics," International Journal of Health Economics, vol. 9, no. 1, pp. 45–60, 2024.

S. Kim and P. Foster, "Overcoming barriers in AI adoption for cost and function analysis," Technology and Management Review, vol. 9, no. 3, pp. 180–190, 2025.

S. Kumar and R. Patel, "AI-based cost optimization and quality improvement in healthcare facilities," Global Health Technology Journal, vol. 7, no. 2, pp. 78–95, 2025.

S. Kumar, R. Patel, and J. Lee, "Specification analysis for cost control in manufacturing and healthcare," International Journal of Cost Engineering, vol. 20, no. 1, pp. 100–110, 2025.

H. Lee, "Financial impact assessment of function redesign in healthcare services," Healthcare Financial Review, vol. 11, no. 2, pp. 30–40, 2024.

F. Lopez and Y. Kim, "Challenges in data collection and analysis for cost design applications," Data Science in Healthcare, vol. 9, no. 2, pp. 150–160, 2025.

V. Lopez and J. Taylor, "Predictive patient needs assessment with AI to enhance perceived value," Journal of Digital Healthcare, vol. 10, no. 1, pp. 65–75, 2025.

Martinez and W. Liu, "Strategic decision-making based on functional cost analysis," Strategic Financial Review, vol. 17, no. 2, pp. 90–100, 2024.

R. Martinez and L. Ochoa, "Linking clinical and economic value in patient-centered care," Health Economics Review, vol. 14, no. 1, pp. 120–130, 2025.

Martins and D. Silva, "Reducing waste through precise specification standards," Journal of Product Development and Costing, vol. 9, no. 4, pp. 75–85, 2024.

D. Miller, "Multi-objective optimization for balancing cost and quality in healthcare," Operations Research Letters, vol. 32, no. 2, pp. 130–140, 2025.

Nguyen and D. Brown, "Enhancing perceived customer value in healthcare through functional and specification analysis," Health Services Research Review, vol. 12, no. 3, pp. 200–215, 2024.

H. Nguyen and T. Brown, "Incorporating resource constraints in healthcare cost design," Journal of Healthcare Finance, vol. 18, no. 2, pp. 70–80, 2024.

T. Nguyen and D. Brown, "Cost-quality trade-offs: Enhancing perceived value in healthcare," Health Services Research Review, vol. 12, no. 2, pp. 85–95, 2024.

T. Nguyen and P. Carter, "Integration of functional and specification analysis for cost-effective design," Cost Management Quarterly, vol. 13, no. 1, pp. 65–75, 2024.

T. Nguyen and E. Williams, "Real-time financial and operational monitoring in healthcare," Health Information Systems Journal, vol. 11, no. 3, pp. 100–110, 2025.

D. O'Neil and H. Clark, "AI-driven decision support systems for cost design balance," Financial Strategy Journal, vol. 10, no. 2, pp. 95–105, 2025.

D. O'Neil and M. Turner, "Optimizing cost function design through AI and machine learning," Journal of Cost Engineering, vol. 19, no. 3, pp. 120–130, 2024.

R. Patel and S. Kumar, "Challenges and opportunities in AI-based cost design," Technology and Healthcare Innovation, vol. 12, no. 1, pp. 55–65, 2025.

R. Patel, S. Kumar, and J. Lee, "Leveraging AI for enhanced cost design and patient care integration," Journal of Medical Systems, vol. 29, no. 4, pp. 140–150, 2025.

R. Smith and M. Garcia, "Cost design frameworks: Balancing cost, quality, and customer satisfaction," International Journal of Healthcare Management, vol. 8, no. 3, pp. 70–80, 2024.

R. Smith and J. Lee, "Applying AI for integrated cost and functional analysis in hospitals," Healthcare Technology Letters, vol. 12, no. 1, pp. 60–70, 2025.

L. Thompson and M. Garcia, "Bridging specification analysis and customer satisfaction in healthcare design," Journal of Service Management, vol. 19, no. 2, pp. 100–110, 2024.

L. Thompson and R. Martinez, "AI tools for cost and specification analysis in healthcare," Journal of Medical Engineering, vol. 21, no. 3, pp. 85–95, 2025.

E. Williams and T. Nguyen, "Patient-centered AI systems for real-time healthcare cost design," Journal of Healthcare Informatics, vol. 14, no. 1, pp. 45–55, 2025.

W. Zhang and Y. Chen, "Enhancing specification analysis through AI-based data mining," Journal of Digital Healthcare Research, vol. 8, no. 2, pp. 110–120, 2024.

Downloads

Published

2025-08-12

How to Cite

Hani Al-Zameli, A. A.-H. (2025). A Proposed Model for Cost Design Using Functional and Specification Analysis Enhanced by AI Algorithms and Its Impact in Healthcare Service Efficiency and Customer Value: An Applied Study in Ibn Al-Bitar Hospital. American Journal of Economics and Business Management, 8(8), 3972–3996. https://doi.org/10.31150/ajebm.v8i8.3919

Issue

Section

Articles

Similar Articles

1 2 3 4 5 6 7 8 9 10 > >> 

You may also start an advanced similarity search for this article.