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Fuzzy Methods in Marketing Research: Brief Literature Review

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22 sty 2025

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Ageeva, E., Melewar, T., Foroudi, P., Dennis, C. and Jin, Z. (2018). Examining the influence of corporate website favorability on corporate image and corporate reputation: Findings from fsQCA. Journal of Business Research, 89, 287–304. https://doi.org/10.1016/j.jbusres.2018.01.036. Search in Google Scholar

Alkahtani, M., Khalid, Q., Jalees, M., Omair, M., Hussain, G. and Pruncu, C. (2021). E-Agricultural Supply Chain Management Coupled with Blockchain Effect and Cooperative Strategies. Sustainability, 13(2), 816. https://doi.org/10.3390/su13020816 Search in Google Scholar

Amini, M., Keshavarz, E., Keshavarz, A. and Bagheri, S. (2017). Evaluating the non-financial performance of state-owned, semi-private and private universities using FAHP technique. International Journal of Business Innovation and Research, 12(2), 152–174. https://doi.org/10.1504/IJBIR.2017.081399 Search in Google Scholar

Aswani, R., Kar, A. and Vigneswara, P. (2018). Detection of Spammers in Twitter marketing: A Hybrid Approach Using Social Media Analytics and Bio Inspired Computing. Information Systems Frontiers, 20, 515–530. https://doi.org/10.1007/s10796-017-9805-8 Search in Google Scholar

Banerjee, A. (2022). Fuzzy Logic–Based Comparison of Predicted Sales Records of Competing Products. Vision: The Journal of Business Perspective, 26(1), 25–30. https://doi.org/10.1177/0972262920971473 Search in Google Scholar

Baykasoğlu A., Gölcük İ. and Akyol D. (2017). A fuzzy multiple-attribute decision making model to evaluate new product pricing strategies. Annals of Operations Research, 251, 205–242. https://doi.org/10.1007/s10479-015-1895-4 Search in Google Scholar

Bernal, E., Mozas, A., Fernández, D. and Medina, M. (2021). Online popularity as a development factor for cooperatives in the winegrowing sector. Journal of Business Research, 123, 79–85. https://doi.org/10.1016/j.jbusres.2020.09.064. Search in Google Scholar

Bhatt, N., Guru, S., Thanki, S. and Sood, G. (2021). Analysing the factors affecting the selection of ERP package: a fuzzy AHP approach. Information Systems and e-Business Management, 19, 641–682. https://doi.org/10.1007/s10257-021-00521-8 Search in Google Scholar

Brennan, M. L., Arlt, S. P., Belshaw, Z., Buckley, L., Corah, L., Doit, H., Fajt, V. R., Grindlay, D., Moberly, H. K., Morrow, L. D., Stavisky, J. and White, C. (2020). Critically Appraised Topics (CATs) in veterinary medicine: Applying evidence in clinical practice. Frontiers in Veterinary Science, 7, 314. https://doi.org/10.3389/fvets.2020.00314 Search in Google Scholar

Capatina, A., Micu, A., Micu, A., Bouzaabia, R. and Bouzaabia, O. (2018). Country-based comparison of accommodation brands in social media: An fsQCA approach. Journal of Business Research, 89, 235–242. https://doi.org/10.1016/j.jbusres.2017.11.017. Search in Google Scholar

Challoumis, C. (2015). Fuzzy Logic Concepts in Economics. Available at SSRN: https://ssrn.com/abstract=3185732v http://dx.doi.org/10.2139/ssrn.3185732 Search in Google Scholar

Chen, D. and Chen, T. (2021). Research on Sustainable Management Strategies for the Machine Tool Industry during the COVID-19 Pandemic in Taiwan. Sustainability, 13(23), 13449. https://doi.org/10.3390/su132313449 Search in Google Scholar

Chen, N., Yang, X. and Shadbolt, N. (2020). The Balanced Scorecard as a Tool Evaluating the Sustainable Performance of Chinese Emerging Family Farms—Evidence from Jilin Province in China. Sustainability, 12(17), 6793. https://doi.org/10.3390/su12176793 Search in Google Scholar

Chiang, J., Chiou, C., Doong, S. and Chang, I. (2020). Research on the Construction of Performance Indicators for the Marketing Alliance of Catering Industry and Credit Card Issuing Banks by Using the Balanced Scorecard and Fuzzy AHP. Sustainability, 12(21), 9005. https://doi.org/10.3390/su12219005 Search in Google Scholar

Chierici, R., Bosco, B., Mazzucchelli, A. and Chiacchierini, C. (2021). Enhancing Brand Awareness, Reputation and Loyalty: The Role of Social Media. International Journal of Business and Management, 14(1), 216. https://doi.org/10.5539/ijbm.v14n1p216. Search in Google Scholar

Chirra, S. and Kumar, D. (2018). Analysis of supply chain issues under sales promotional schemes using FAHP. International Journal of Logistics Systems and Management, 31(2), 224–248. https://doi.org/10.1504/IJLSM.2018.094936 Search in Google Scholar

Chou, T.-Y. (2020). Using FQFD and FGRA to Enhance the Advertising Effectiveness of Cross-Regional E-Commerce Platforms. Mathematics, 8(4), 650. https://doi.org/10.3390/math8040650 Search in Google Scholar

Dairo, A. and Szűcs, K. (2021). Fuzzy Analytics Application in Digital and Consumer Marketing: A Literature Review. Marketing and Smart Technologies, 205, 135–144. https://doi.org/10.1007/978-981-33-4183-8_12. Search in Google Scholar

Davis, P. (2013). What is the Lifespan of a Research Article? . Available at http://phil-davis.org. Search in Google Scholar

Doğan, G., Taşkın, Z., Kulczycki, E. and Pölönen, J. (2022). What makes top 20 JIF journals “top”?: Exploring characteristics of journals indexed in the Journal Citation Reports. 26th International Conference on Science, Technology and Innovation Indicators, 1-8. https://doi.org/10.5281/zenodo.6906891 Search in Google Scholar

D’Urso, P., Disegna, M. and Massari, R. (2020). Satisfaction and Tourism Expenditure Behaviour. Social Indicators Research, 149, 1081–1106. https://doi.org/10.1007/s11205-020-02272-4 Search in Google Scholar

D’Urso, P., Manca, G., Waters, N. and Girone, S. (2019). Visualizing regional clusters of Sardinia’s EU supported agriculture: A Spatial Fuzzy Partitioning Around Medoids. Land Use Policy, 83, 571–580. https://doi.org/10.1016/j.landusepol.2019.01.030. Search in Google Scholar

Du, X., Gao, Y., Chang, L., Lang, X., Xue, X. and Bi, D. (2020) Assessing the application of big data technology in platform business model: A hierarchical framework. PLoS ONE, https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0238152 Search in Google Scholar

Duan, S., Wibowo, S. and Chong, J. (2021). A Multicriteria Analysis Approach for Evaluating the Performance of Agriculture Decision Support Systems for Sustainable Agribusiness. Mathematics, 9(8), 884. https://doi.org/10.3390/math9080884 Search in Google Scholar

D’Urso, P., Di Monte, I., Massari, R. and Cappelli, C. (2017). Consumer behaviour and online advertising: A fuzzy approach to the market segmentation. Micro & Macro Marketing, 2, 213–228, doi: 10.1431/86970 Search in Google Scholar

Emmaru, T. (2021). Consumer recognition of department store business category in Japan: Comparing consideration of store image to the shopping center. Journal of Global Scholars of Marketing Science, 31(4), 526–542. https://doi.org/10.1080/21639159.2020.1808805 Search in Google Scholar

Farsijani, H., Shirmohammadi, Y., Bazazzadeh, S. and Eghbal, R. (2018). Identification and prioritisation of AIDA promotion model tools by use of fuzzy AHP approach. International Journal of Operational Research, 32(1), 92 – 113. https://doi.org/10.1504/IJOR.2018.091203 Search in Google Scholar

Ferrer-Comalat, J., Corominas-Coll, D. and Linares-Mustarós, S. (2020). Fuzzy Logic in Economic Models. Journal of Intelligent & Fuzzy Systems, 38(5), 5333-5342. https://doi.org/10.3233/JIFS-179627 Search in Google Scholar

Forghani, E., Sheikh, R., Hosseini, S. and Sana, S. (2022). The impact of digital marketing strategies on customer’s buying behavior in online shopping using the rough set theory. International Journal of System Assurance Engineering and Management, 13, 625–640. https://doi.org/10.1007/s13198-021-01315-4 Search in Google Scholar

Foroudi, P., Jin, Z., Gupta, S., Foroudi, M. and Kitchen, P. (2018). Perceptional components of brand equity: Configuring the Symmetrical and Asymmetrical Paths to brand loyalty and brand purchase intention. Journal of Business Research, 89, 462–474. https://doi.org/10.1016/j.jbusres.2018.01.031. Search in Google Scholar

Frasquet, M. and Miquel, M. (2021). Competitive (versus loyal) showrooming: An application of the push-pull-mooring framework. Journal of Retailing and Consumer Services, 62, 102639. https://doi.org/10.1016/j.jretconser.2021.102639. Search in Google Scholar

Ghandour, A. (2018): FAHP-based to-do-list for eCommerce websites the case of SMEs in Abu Dhabi. International Journal of Economics and Business Research, 15(1), 52–71. https://doi.org/10.1504/IJEBR.2018.088521 Search in Google Scholar

Ghasemi, P., Mehdiabadi, A., Spulbar, C. and Birau, R. (2021). Ranking of Sustainable Medical Tourism Destinations in Iran: An Integrated Approach Using Fuzzy SWARAPROMETHEE. Sustainability, 13(2), 683. https://doi.org/10.3390/su13020683 Search in Google Scholar

Gligor, D. and Bozkurt, S. (2020). FsQCA versus regression: The context of customer engagement. Journal of Retailing and Consumer Services, 52, 101929. https://doi.org/10.1016/j.jretconser.2019.101929. Search in Google Scholar

Göçer, A., Vural, C. and Deveci, D. (2019). Drivers of and barriers against market orientation: a study of Turkish container ports. Maritime Economics & Logistics, 21, 278–305. https://doi.org/10.1057/s41278-017-0092-6 Search in Google Scholar

Gryshova, I., Demchuk, N., Koshkalda, I., Stebliuk, N. and Volosova, N. (2019). Strategic Imperatives of Managing the Sustainable Innovative Development of the Market of Educational Services in the Higher Education System. Sustainability, 11(24), 7253. https://doi.org/10.3390/su11247253 Search in Google Scholar

Hernández, A. and Hidalgo, D. (2020) Fuzzy Logic in Business, Management and Accounting. Open Journal of Business and Management, 8, 2524-2544. https://doi.org/10.4236/ojbm.2020.86157 Search in Google Scholar

Ho, C., Tsai, B., Chen, C. and Lu, M. (2021). Exploring Green Marketing Orientations toward Sustainability the Hospitality Industry in the COVID-19 Pandemic. Sustainability, 13(8), 4348. https://doi.org/10.3390/su13084348 Search in Google Scholar

Hsu, T. and Tang, J. (2020). Development of hierarchical structure and analytical model of key factors for mobile app stickiness. Journal of Innovation & Knowledge, 5(1), 68-79. https://doi.org/10.1016/j.jik.2019.01.006. Search in Google Scholar

Hu, D., Zhou, K., Li, F. and Ma, D. (2022). Electric vehicle user classification and value discovery based on charging big data. Energy, 249, 123698. https://doi.org/10.1016/j.energy.2022.123698. Search in Google Scholar

Ilgaz, H., Natividad, G. and Altun, A. (2023). Literature Reviews and Systematic Reviews of Research: The Roles and Importance. In: Spector, J.M., Lockee, B.B., Childress, M.D. (eds) Learning, Design, and Technology. Springer, Cham. https://doi.org/10.1007/978-3-319-17461-7_141 Search in Google Scholar

Jabbarzadeh, A., Aliabadi, L. and Yazdanparast, R. (2021). Optimal payment time and replenishment decisions for retailer’s inventory system under trade credit and carbon emission constraints. Operational Research, 21, 589–620. https://doi.org/10.1007/s12351-019-00457-5 Search in Google Scholar

Jenson, I., Doyle, R. and Miles, M. (2020). An entrepreneurial marketing process perspective of the role of intermediaries in producing innovation outcomes. Journal of Business Research, 112, 291–299. https://doi.org/10.1016/j.jbusres.2019.09.054. Search in Google Scholar

Jin, Y. (2019). Applying Fuzzy Clustering to Examine Marketing Strategy of Tourism Brand in Mobile Internet Era. Journal of Electronic Commerce in Organizations, 17(2), 13. DOI: 10.4018/JECO.2019040103 Search in Google Scholar

Kahraman, C., Yazıcı, İ. and Karaşan, A. (2018). A Literature Survey on the Usage of Fuzzy MCDM Methods for Digital Marketing. Intelligent Systems, 54-72. https://doi.org/10.4018/978-1-5225-5643-5.ch003 Search in Google Scholar

Kazemi, M. and Aliei, M. (2019). Segmenting critical success factor for generating corporate entrepreneurship based on fuzzy DEMATEL and fuzzy AHP in Iranian institutes. International Journal of Procurement Management, 12(5), 549–571. https://doi.org/10.1504/IJPM.2019.102142 Search in Google Scholar

Krishen, A., Berezan, O., Agarwal, S., Kachroo, P. and Raschke, R. (2021). The digital self and virtual satisfaction: A cross-cultural perspective. Journal of Business Research, 124, 254–263. https://doi.org/10.1016/j.jbusres.2020.11.056 Search in Google Scholar

Kumar, V., Raghunath, K., Muthukumaran, V. Joseph R., Beschi I. and Uday, A. (2022). Aspect based sentiment analysis and smart classification in uncertain feedback pool. International Journal of System Assurance Engineering and Management, 13 (1), 252–262. https://doi.org/10.1007/s13198-021-01379-2 Search in Google Scholar

Lee, C., Chen, Y., Tsui, P., Che, C. and Chiang, M. (2021). Application of Fuzzy Delphi Technique Approach in Sustainable Inheritance of Rural Cooking Techniques and Innovative Business Strategies Modeling. Agriculture, 11(10), 924. https://doi.org/10.3390/agriculture11100924 Search in Google Scholar

Leon, E., Blanco, F., Alfaro, V., Gil, A. and Merigo, J. (2021). Fuzzy systems in innovation and sustainability. Computational and Mathematical Organization Theory, 27, 377–383. https://doi.org/10.1007/s10588-021-09334-z Search in Google Scholar

Lesko, A., Ratushnnyak, O. and Glushchenko, L. (2017). Development of methodology for efficiency evaluation of cluster interaction of industrial enterprise. Technology Audit and Production Reserves, 2(34), 31–35. https://doi.org/10.15587/2312-8372.2017.98325 Search in Google Scholar

Leung, K., Luk, C., Choy, K., Lam, H. and Lee, C. (2019). A B2B flexible pricing decision support system for managing the request for quotation process under e-commerce business environment. International Journal of Production Research, 57(20), 6528-6551. https://doi.org/10.1080/00207543.2019.1566674 Search in Google Scholar

Li, D., Shi, Q. and Li M. (2018). Using an attribute conversion approach for sample generation to learn small data with highly uncertain features. International Journal of Production Research, 56(14), 4954–4967. https://doi.org/10.1080/00207543.2018.1444813 Search in Google Scholar

Li, S., Chan, F., Tsang, Y. and Lam, H. (2021). New Product Idea Selection in the Fuzzy Front End of Innovation: A Fuzzy Best-Worst Method and Group Decision-Making Process. Mathematics, 9(4), 337. https://doi.org/10.3390/math9040337 Search in Google Scholar

Liang, X. and Frösén, J. (2020). Examining the link between marketing controls and firm performance: The mediating effect of market-focused learning capability. Journal of Business Research, 109, 545–556. https://doi.org/10.1016/j.jbusres.2019.01.021. Search in Google Scholar

Liao, H., Yang, S., Zavadskas, E. and Škare, M. (2023) An overview of fuzzy multi-criteria decision-making methods in hospitality and tourism industries: bibliometrics, methodologies, applications and future directions. Economic Research - Ekonomska Istraživanja, 36(3), 1 - 42. https://doi.org/10.1080/1331677X.2022.2150871 Search in Google Scholar

Lin, H., Wang, C., Chen, J. and Wu, B. (2016). New statistical analysis in marketing research with fuzzy data. Journal of Business Research, 69(6), 2176-2181. https://doi.org/10.1016/j.jbusres.2015.12.026. Search in Google Scholar

Lin, R., Chuang, W., Chuang, C. and Chang, W. (2021). Applied Big Data Analysis to Build Customer Product Recommendation Model. Sustainability, 13(9), 4985. https://doi.org/10.3390/su13094985 Search in Google Scholar

Lin, Y.-S. (2017). Causal complexity for passengers’ intentions to re-ride. Quality & Quantity, 51, 1925–1937. https://doi.org/10.1007/s11135-016-0339-9 Search in Google Scholar

Liozu, S., Feurer, S., Hinterhuber, A. and Woodside, A. (2021). Configurational theory and practices of firms employing multiple pricing policies: assessing effective and ineffective pricing recipes in firm contexts. Journal of Revenue and Pricing Management, 20, 420–435. https://doi.org/10.1057/s41272-021-00306-1 Search in Google Scholar

Liu, Y.-Y. and Chiu, Y.-H. (2017). Evaluation of the Policy of the Creative Industry for Urban Development. Sustainability, 9(6), 1009. https://doi.org/10.3390/su9061009 Search in Google Scholar

Luo, Y. and Xu, X. (2019) Predicting the Helpfulness of Online Restaurant Reviews Using Different Machine Learning Algorithms: A Case Study of Yelp. Sustainability, 11(19), 5254. https://doi.org/10.3390/su11195254 Search in Google Scholar

Martin, J., Román, C., Moreira, P., Moreno, R. and Oyarce, F. (2021). Does the access transport mode affect visitors’ satisfaction in a World Heritage City? The case of Valparaiso, Chile. Journal of Transport Geography, 91,102969. https://doi.org/10.1016/j.jtrangeo.2021.102969. Search in Google Scholar

Martínez, R., Carrasco, R., Sanchez-Figueroa, C. and Gavilan, D. (2021). An RFM Model Customizable to Product Catalogues and Marketing Criteria Using Fuzzy Linguistic Models: Case Study of a Retail Business. Mathematics, 9(16), 1836. https://doi.org/10.3390/math9161836 Search in Google Scholar

Meftahy, M. and Kabbouri, M. (2022). Application of neuro-fuzzy methods for stock market forecasting: a systematic review. International Journal of Accounting, Finance, Auditing, Management and Economics, 3(5-1), 437-454. https://doi.org/10.5281/zenodo.7158440. Search in Google Scholar

Moodley, R., Chiclana, F., Caraffini, F. and Carter, J. (2020). A product-centric data mining algorithm for targeted promotions. Journal of Retailing and Consumer Services, 54(6), 101940. https://doi.org/10.1016/j.jretconser.2019.101940. Search in Google Scholar

Mosavi, A. and Afsar, A. (2018). Customer Value Analysis in Banks Using Data Mining and Fuzzy Analytic Hierarchy Processes. International Journal of Information Technology & Decision Making, 17(03), 819–840. https://doi.org/10.1142/S0219622018500104 Search in Google Scholar

Naser, A., Zanjirchi, S. and Jalilian, N. (2021). Process-oriented improvement: a modern look at drawing the organizational progress roadmap. International Journal of Productivity and Performance Management, 70(3), 567–591. https://doi.org/10.1108/IJPPM-08-2019-0385 Search in Google Scholar

Nazam M., Hashim M., Baig S., Abrar M., Rehman H., Nazim M., Raza A. and Tan A. (2020). Categorizing the barriers in adopting sustainable supply chain initiatives: A way-forward towards business excellence. Cogent Business & Management, 7(1), 1825042. https://doi.org/10.1080/23311975.2020.1825042 Search in Google Scholar

Nedeljković, M., Puška, A., Suzić, R. and Maksimović, A. (2022). Multicriteria Model of Support for the Selection of Pear Varieties in Raising Orchards in the Semberija Region (Bosnia and Herzegovina). Sustainability, 14(3), 1584. https://doi.org/10.3390/su14031584 Search in Google Scholar

Nilashi, M., Mardani, A., Liao, H., Ahmadi, H., Manaf, A. and Almukadi, W. (2019). A Hybrid Method with TOPSIS and Machine Learning Techniques for Sustainable Development of Green Hotels Considering Online Reviews. Sustainability, 11(21), 6013. https://doi.org/10.3390/su11216013 Search in Google Scholar

Pappas, I. and Woodside, A. (2021). Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing. International Journal of Information Management, 58, 102310. https://doi.org/10.1016/j.ijinfomgt.2021.102310. Search in Google Scholar

Pramanik, P. and Maiti, M. (2019). An inventory model with variable demand incorporating unfaithfulness of customers under two-level trade credit. European Journal of Industrial Engineering, 13(4), 461–488. https://doi.org/10.1504/EJIE.2019.100957 Search in Google Scholar

Pramanik, P., Maiti, M.K., Maiti, M. (2018). An appropriate business strategy for a sale item. Operational Research Society of India, 55(1), 85–106. DOI: 10.1007/s12597-017-0310-0 Search in Google Scholar

Puška, A., Nedeljković, M., Prodanović, R., Vladisavljević, R. and Suzić, R. (2022). Market Assessment of Pear Varieties in Serbia Using Fuzzy CRADIS and CRITIC Methods. Agriculture, 12(2), 139. https://doi.org/10.3390/agriculture12020139 Search in Google Scholar

Qi, Q. (2021). GRA and CRITIC Method for Intuitionistic Fuzzy Multiattribute Group Decision Making and Application to Development Potentiality Evaluation of Cultural and Creative Garden. Mathematical Problems in Engineering, 2021, 9957505. https://doi.org/10.1155/2021/9957505 Search in Google Scholar

Rahman, R. (2018). Building brand awareness: The role of celebrity endorsement in advertisements. Journal of Global Scholars of Marketing Science, 28(4), 363–384. https://doi.org/10.1080/21639159.2018.1509366 Search in Google Scholar

Rahmanzadeh, S., Pishvaee, M. and Rasouli, M. (2020). Integrated innovative product design and supply chain tactical planning within a blockchain platform. International Journal of Production Research, 58(7), 2242–2262. https://doi.org/10.1080/00207543.2019.1651947 Search in Google Scholar

Rajab, S. and Sharma, V. (2017). Neuro-fuzzy approach in business applications: a decade survey. International Journal of Business Information Systems, 26(4), 451–487. https://doi.org/10.1504/IJBIS.2017.087748 Search in Google Scholar

Rosário, A., Dias, J. and Ferreira, H. (2023). Bibliometric Analysis on the Application of Fuzzy Logic into Marketing Strategy. Businesses, 3(3), 402–423. http://dx.doi.org/10.3390/businesses3030025 Search in Google Scholar

Goswami, R., Roy, K., Dutta, S., Ray, K., Sarkar, S., Brahmachari, K., Nanda, M., Mainuddin, M., Banerjee, H., Timsina, J. and Majumdar, K. (2021). Multi-faceted impact and outcome of COVID-19 on smallholder agricultural systems: Integrating qualitative research and fuzzy cognitive mapping to explore resilient strategies. Agricultural Systems, 189, 103051, https://doi.org/10.1016/j.agsy.2021.103051. Search in Google Scholar

Sakas, D., Kamperos, I., Reklitis, D., Giannakopoulos, N., Nasiopoulos, D., Terzi, M. and Kanellos, N. (2022). The Effectiveness of Centralized Payment Network Advertisements on Digital Branding during the COVID-19 Crisis. Sustainability, 14(6), 3616. https://doi.org/10.3390/su14063616 Search in Google Scholar

Sakas, D. and Reklitis, D. (2021). The Impact of Organic Traffic of Crowdsourcing Platforms on Airlines’ Website Traffic and User Engagement. Sustainability, 13(16), 8850. https://doi.org/10.3390/su13168850 Search in Google Scholar

Salonen, A., Terho, H., Böhm, E. Virtanen A. and Rajala R. (2021). Engaging a product-focused sales force in solution selling: interplay of individual- and organizational-level conditions. Journal of the Academy of Marketing Science, 49, 139–163 https://doi.org/10.1007/s11747-020-00729-z Search in Google Scholar

Schüller, D. and Doubravský, K. (2019). Fuzzy Similarity Used by Micro-Enterprises in Marketing Communication for Sustainable Development. Sustainability, 11(19), 5422. https://doi.org/10.3390/su11195422 Search in Google Scholar

Septianto, F., An, J. and Soegianto, B. (2019). Personalized giving: Configurational approach in examining demographics, morality, and prosocial intentions. Journal of Global Scholars of Marketing Science, 29(3), 330–342. https://doi.org/10.1080/21639159.2019.1622433 Search in Google Scholar

Shahin, A. and Mahdian, E. (2020). Ranking the indicators of open innovation adoption based on NPD factors. International Journal of Business Innovation and Research, 22(3), 408–428. https://doi.org/10.1504/IJBIR.2020.107969 Search in Google Scholar

Sharma, M., Antony, R., Sehrawat, R., Cruz, A. and Daim, T. (2022). Exploring post-adoption behaviors of e-service users: Evidence from the hospitality sector /online travel services. Technology in Society, 68, 101781. https://doi.org/10.1016/j.techsoc.2021.101781. Search in Google Scholar

Shepherd, D. and Shi, F. (1998). Economic Modelling with Fuzzy Logic. IFAC Proceedings Volumes, 31(16), 435-440. https://doi.org/10.1016/S1474-6670(17)40518-0. Search in Google Scholar

Shukla, S., Mohanty, B. and Kumar, A. (2020). Strategizing SCM-M Interface Using DeLone and McLean Model of IS Success and Fuzzy Cognitive Maps: Perspectives on E-Commerce Success. Journal of Electronic Commerce in Organizations, 18(1), 59–88. http://doi.org/10.4018/JECO.2020010104 Search in Google Scholar

Sirb L., Molcut, A. and Nastor, F. (2018). The Adoption of Marketing Decisions by Using Fuzzy Logic for Market Segmentation and Competitive Advantage Achieving a Hypothetical Application in Automotive Industry. Ovidius University Annals, Economic Sciences Series, XVIII (1), 394–399. Search in Google Scholar

Souiden, N., Amara, N. and Chaouali, W. (2020). Optimal image mix cues and their impacts on consumers’ purchase intention. Journal of Retailing and Consumer Services, 54, 102011. https://doi.org/10.1016/j.jretconser.2019.102011. Search in Google Scholar

Sun, Y. (2021). Case based models of the relationship between consumer resistance to innovation and customer churn. Journal of Retailing and Consumer Services, 61, 102530. https://doi.org/10.1016/j.jretconser.2021.102530. Search in Google Scholar

Sun, Z. and Wang, P. (2017). A Mathematical Foundation of Big Data. New Mathematics and Natural Computation, 13(02), 83–99. https://doi.org/10.1142/S1793005717400014 Search in Google Scholar

Tandon, A., Sharma, H. and Aggarwal, A. (2019). Assessing Travel Websites Based on Service Quality Attributes Under Intuitionistic Environment. International Journal of Knowledge-Based Organizations, 9(1), 10. DOI: 10.4018/IJKBO.2019010106 Search in Google Scholar

Tang, J., Chen, C. and Tsai, P. (2022). Development of hybrid fuzzy multi-criteria decision approach to evaluate key factors for marketing strategic alliance formation based on multiple theories. Managerial and Decision Economics, 43(1), 241–261. https://doi.org/10.1002/mde.3381 Search in Google Scholar

Tang, J. and Hsu, T. (2018). Utilizing the Hierarchy Structural Fuzzy Analytical Network Process Model to Evaluate Critical Elements of Marketing Strategic Alliance Development in Mobile Telecommunication Industry. Group Decision and Negotiation, 27, 251–284. https://doi.org/10.1007/s10726-018-9554-1 Search in Google Scholar

Tarazona, R., Peris, M. and Devece, C. (2020). The Value of Cluster Association for Digital Marketing in Tourism Regional Development. Sustainability, 12(23), 9887. https://doi.org/10.3390/su12239887 Search in Google Scholar

Tin, K. and Lau, H. (2020). A business process decision model for client evaluation using fuzzy AHP and TOPSIS. International Journal of Industrial and Systems Engineering, 35(1), 57–79. https://doi.org/10.1504/IJISE.2020.106857 Search in Google Scholar

Tohidi, A., Ghorbani, M., Karbasi, A., Asgharpourmasouleh, A. and Hassani, B. (2020). Comparison of Fuzzy Multi-Criteria Decision-Making Methods to Rank Business Strategies and Marketing Resources. AGRIS on-line Papers in Economics and Informatics, 10(3), 101–114. DOI: 10.22004/ag.econ.309942 Search in Google Scholar

Toklu, M. and Taşkın, H. (2019). A Dynamic Performance Evaluation Model for SMEs Based on Fuzzy DEMATEL and Fuzzy ANP. International Journal of Operations Research and Information Systems, 10(3), 16–30. https://doi.org/10.4018/IJORIS.2019070102. Search in Google Scholar

Torres, P., Augusto, M. and Godinho, P. (2018). Do high brand equity and very high brand equity require different conditions? An empirical study using fsQCA. International Journal of Economics and Business Research, 16(2), 263–279. https://doi.org/10.1504/IJEBR.2018.094021 Search in Google Scholar

Tsafarakis, S., Zervoudakis, K., Andronikidis, A. and Altsitsiadis, E. (2020). Fuzzy self-tuning differential evolution for optimal product line design. European Journal of Operational Research, 287(3), 1161–1169. https://doi.org/10.1016/j.ejor.2020.05.018. Search in Google Scholar

Tsai, P., Tang, J. and Chen, C. (2022). Partnerships that go places: How to successfully market products from vendor partners at retail stores from the vendors’ perspective. Journal of Retailing and Consumer Services, 64, 102806. https://doi.org/10.1016/j.jretconser.2021.102806. Search in Google Scholar

Tseng, M., Lin, C., Sujanto, R., Lim, M. and Bui, T. (2021). Assessing Sustainable Consumption in Packaged Food in Indonesia: Corporate Communication Drives Consumer Perception and Behavior. Sustainability, 13(14), 8021. https://doi.org/10.3390/su13148021 Search in Google Scholar

Ullal, M., Hawaldar, I., Soni, R. and Nadeem, M. (2021). The Role of Machine Learning in Digital Marketing. SAGE Open, 11(4). https://doi.org/10.1177/21582440211050394 Search in Google Scholar

Velazquez, M., Gil, A., Leon, E. and Blanco, F. (2021). Innovation capabilities measurement using fuzzy methodologies: a Colombian SMEs case. Computational and Mathematical Organization Theory, 27, 384–413. https://doi.org/10.1007/s10588-020-09321-w Search in Google Scholar

Vujičić, M., Kennell, J., Morrison, A., Filimonau, V., Papuga I., Stankov, U. and Vasiljević, D. (2020). Fuzzy Modelling of Tourist Motivation: An Age-Related Model for Sustainable, Multi-Attraction, Urban Destinations. Sustainability, 12(20), 8698. https://doi.org/10.3390/su12208698 Search in Google Scholar

Wang, N. and Zhao, F. (2020). An Assessment of the Condition of Distribution Network Equipment Based on Large Data Fuzzy Decision-Making. Energies, 13(1), 197. https://doi.org/10.3390/en13010197 Search in Google Scholar

Wang, T., Thai, T., Ly, P. and Chi, T. (2021). Turning social endorsement into brand passion. Journal of Business Research, 126, 429–439. https://doi.org/10.1016/j.jbusres.2021.01.011. Search in Google Scholar

Xu, D., Zhang, X. and Feng, H. (2019). Generalized fuzzy soft sets theory-based novel hybrid ensemble credit scoring model. International Journal of Finance & Economics, 24(2), 903–921. https://doi.org/10.1002/ijfe.1698 Search in Google Scholar

Xu, Y., Huang, L., Guo, R., Zhang, X. and Zhu, J. (2020). Metrological Analysis of Online Consumption Evaluation Influence Commodity Marketing Decision Based on Data Mining. Mathematical Problems in Engineering, 2020, 10. https://doi.org/10.1155/2020/9345901 Search in Google Scholar

Yamagishi, K., Ocampo, L., Abellana, D.P. Tanaid, R., Tiu A., Medalla M., Selerio E., Go, C., Olorvida R., Maupo A., Maskariño, D. and Tantoo, E. (2021). The impact of social media marketing strategies on promoting sustainability of tourism with fuzzy cognitive mapping: a case of Kalanggaman Island (Philippines). Environment, Development and Sustainability, 23, 14998–15030. https://doi.org/10.1007/s10668-021-01283-6 Search in Google Scholar

Yan, Y. and Chu, D. (2021). Evaluation of Enterprise Management Innovation in Manufacturing Industry Using Fuzzy Multicriteria Decision-Making under the Background of Big Data. Mathematical Problems in Engineering, 2021, 10. https://doi.org/10.1155/2021/2439978 Search in Google Scholar

Yang, Y. and Huang, B. (2018). Evaluation Indicators and Development Strategies of Agricultural Revitalization for Rural Rejuvenation. Journal of Reviews on Global Economics, 7, 269–279. https://doi.org/10.6000/1929-7092.2018.07.24 Search in Google Scholar

Ye, F., Kang, W., Li, L. and Wang, Z. (2021). Why do consumers choose to buy electric vehicles? A paired data analysis of purchase intention configurations. Transportation Research Part A: Policy and Practice, 147, 14–27. https://doi.org/10.1016/j.tra.2021.02.014. Search in Google Scholar

Yurdakul, M. and İç, Y. (2019). Comparison of Fuzzy and Crisp Versions of an AHP and TOPSIS Model for Nontraditional Manufacturing Process Ranking Decision. Journal of Advanced Manufacturing Systems, 18(02), 167–192. https://doi.org/10.1142/S0219686719500094 Search in Google Scholar

Zeraatpisheh, M., Bakhshandeh, E., Emadi, M., Li, T. and Xu, M. (2020). Integration of PCA and Fuzzy Clustering for Delineation of Soil Management Zones and Cost-Efficiency Analysis in a Citrus Plantation. Sustainability, 12(14), 5809. https://doi.org/10.3390/su12145809 Search in Google Scholar