Evaluation of Marketing Performance Levels of Customs Brokerage Firms with Interval-Valued Pythagorean Fuzzy AHP-WASPAS Hybrid Model
Abstract
This study aims to systematically evaluate the marketing performance of customs brokerage companies serving international trade enterprises. The objective is to identify and prioritize the key criteria influencing marketing performance in this highly competitive and regulated sector. The research adopts a hybrid fuzzy multi-criteria decision-making (MCDM) methodology. The main criteria and sub-criteria were identified through semi-structured expert interviews. The Interval-Valued Pythagorean Fuzzy Analytic Hierarchy Process (IVPF-AHP) was employed to assess the relative importance of each criterion. Subsequently, the Interval-Valued Pythagorean Fuzzy Weighted Aggregated Sum Product Assessment (IVPF-WASPAS) method was applied to evaluate the marketing performance of 85 customs brokerage companies in Mersin, Türkiye. These methods were preferred due to their ability to effectively address uncertainty in expert judgments and provide reliable evaluation results. The analysis revealed that personnel experience is the most significant determinant of marketing performance, while location is the least influential. Legal compliance and staff attitude also emerged as critical factors. The study provides a ranking of companies based on comprehensive criteria, highlighting substantial variation in performance across the sector. The results offer actionable guidance for customs brokerage managers to improve their marketing strategies.
Keywords
References
- World Bank, “Logistics Performance Index (LPI)”, available at: https://lpi.worldbank.org/sites/default/files/2023-04/LPI_2023_report_with_layout.pdf, (2023).
- Cemberci, M., Civelek, M. E. and Canbolat, N., “The moderator effect of global competitiveness index on dimensions of logistics performance index”, Procedia-social and behavioral sciences, 195:1514-1524, (2015). DOI: https://doi.org/10.1016/j.sbspro.2015.06.453.
- Sernero, R.,“Customs broker services operational performance: basis for the development of corporate strategy”, Journal of Interdisciplinary Perspectives, 2(7):432-445, (2024). DOI: https://doi.org/10.69569/jip.2024.0190.
- World Customs Organizatio, “WCO Customs Brokers Guidelines”, available at: https://www.wcoomd.org/-/media/wco/public/global/pdf/topics/facilitation/instruments-and%20tools/tools/customs-brokers/customs-brokers-guidelines.pdf?db=web, (2018).
- Phan, T. T. H. and Mohanty, S., “Assessment of customs brokerage performance in Vietnam: a study of the analytic hierarchy process (AHP)”, World Customs Journal, 18(1):68-80, (2024). https://doi.org/10.55596/001c.117318.
- Djankov, S., Freund, C. and Pham, C. S., “Trading on time”, The review of Economics and Statistics, 92(1): 166-173, (2010). DOI: https://doi.org/10.1162/rest.2009.11498.
- Clark, X., Dollar, D. and Micco, A., “Port efficiency, maritime transport costs, and bilateral trade”, Journal of development economics, 75(2):417-450, (2004). DOI: https://doi.org/10.1016/j.jdeveco.2004.06.005.
- Hummels, D. L. and Schaur, G., “Time as a trade barrier”, American Economic Review, 103(7): 2935-2959, (2013). DOI: https://doi.org/10.1257/aer.103.7.2935
Details
Primary Language
English
Subjects
Industrial Engineering
Journal Section
Research Article
Authors
İpek Gürsoy
*
0000-0002-6409-7177
Türkiye
Hasan Ayyıldız
0000-0003-1954-6719
Türkiye
Ertuğrul Ayyıldız
0000-0002-6358-7860
Türkiye
Early Pub Date
November 4, 2026
Publication Date
-
Submission Date
February 16, 2026
Acceptance Date
September 1, 2026
Published in Issue
Year 2026 Number: Advanced Online Publication