Evaluation of Online Grocery Platform Alternatives Using Fuzzy ZNumbers

Duygu      Sergi; Irem   Ucal   Sari

doi:10.2174/2666294901666220621105325

Abstract

Background: Retail management has evolved into a new business model with the development of online shopping habits. There may be significant differences between onsite service and online service in terms of customer expectations.

Introduction: In this study, companies providing online grocery services in Turkey are evaluated by examining the services they provide from the perspective of customers. Fuzzy Z numbers, which also add the reliability of linguistic assessments to the analysis, are used in order to better describe the uncertainty.

Methods: Fuzzy Z-analytic hierarchy method (FZ-AHP) is used to weight the decision criteria, and fuzzy Z-Grey relational analysis (FZ-GRA) method is used to find the best online market company.

Results: As a result of the analysis, it is revealed that the most important criteria for online grocery shopping are minimum order amount and brand diversity. The results are also compared with ordinary fuzzy methods.

Conclusion: The comparison of the methods used in the study shows that although the ranks of the criteria and alternatives are the same, using fuzzy Z linguistic scale results in a wider interval for the weights and the scores of the alternatives, which could change the ordering, especially in cases where criterion weights or alternative scores are very close to each other.

Keywords: Retail Management, Online Grocery Shopping, Fuzzy Analytic Hierarchy Process, Fuzzy Grey Relational Analysis, Fuzzy Z-numbers, MCDM.

Graphical Abstract

[1]
M. Ucgun, In the food retail sector determination of the factors that affect the private label products to the store loyalty: Example of discount stores.. M.S. thesis, Cag University: Mersin, Turkey, 2020.
[2]
S. Gönen,  and N.Ö. İyigün, "Investigation of factors affecting consumers’ purchasing decision in online market shopping", Working Paper Series 1.1. pp. 1-17, 2020.
[3]
S. Gençtürk,  and Y. Öztürkoğlu, "New generation retailing: COVID-19 process from market to home service innovation research", J. Entrep. Innov. Manag., vol. 9, no. 2, pp. 49-69, 2020.
[4]
M. Baskol, "The effects of E-retail service quality on repurchase intention", BERJ, vol. 7, no. 4, p. 107, 2016.
[5]
 Turkish Federation of Shopping Centers And Retailers (TAMPF) & Nielsen. (2021, February)", TAMPF - Nielsen Retail Index. Available from: https://www.gidaperakendecileri.org/?p=2247
[6]
İ. Öztürk, "“Retail sector in Turkey”, Çag Univ", J. Soc. Sci., vol. 3, no. 1, pp. 69-81, 2006.
[7]
B. Yurt, Changes in retail sector and its effects on human resources management.. M.S. thesis, Istanbul University: Istanbul, Turkey,
2019.
[8]
E. Senkal,  and A. Oztel, "Measuring of financial performance of the retail sector by entropy based COPRAS method: The carrefoursa case", J. Manag. Econ. Literature Islamic Polit. Sci., vol. 5, no. 1, pp. 8-24, 2020.
[9]
G. Hanus, "Consumer behaviour during online grocery shopping", CBU International Conference Proceedings. vol. Vol. 4, 2016.
[10]
 TUBISAD. E-Commerce 2019 Market Size in Turkey. 2020 Available from: http://www.tubisad.org.tr/tr/images/pdf/dd-tusiad-eticaret-raporu-2019.pdf
[11]
M. Delicay,  The rise of retail e-commerce - Opportunities, Challenges and Advice " Republic of Turkey Strategy and Budget Presidency. 2020", Available from: https://www.sbb.gov.tr/wp-content/uploads/2021/01/Perakende_E-Ticaretin_Yukselisi.pdf
[12]
E.E. Başar,  and A. Durmaz, Innovation: Economic and social trends., Imaj Yayınevi: Ankara, 2018.
[13]
M. Marangoz,  and A.E. Aydin, "Changing shopping habits of consumers and omnichannel retailing", J. Consum. Consump. Res., vol. 9, no. 1, pp. 71-93, 2017.
[14]
E.D. Ozdemir,  and K. Cirag, "Evaluating local competition factors in food retailing industry: Antalya region example", Anemon Muş Alparslan Uni. J. Soc. Sci.. vol. 6, no. pp. 263-270, 2018.
[15]
 "KMPG. “Sectoral Overview 2020 – Retail”, 2020", Available from: https://assets.kpmg/content/dam/kpmg/tr/pdf/2020/01/sektorel-bakis-2020-perakende.pdf (Received: 24.03.2021).
[16]
 "PWC, “Growing While Transforming Turkish Retail Sector”, 2016", Available from: https://www.pwc.com.tr/tr/publications/industrial/retail-consumer/pdf/donusurken-buyuyen-turkiye-perakende-sektoru-raporu.pdf
[17]
 "TÜİK: Turkish Statistical Institute, “Statistics by subject”, 2020", Available from: http://www.tuik. gov.tr/Start.do (Received: 24.03.2021).
[18]
J. Palmer, J. Kallio, T. Saarinen, M. Tinnila, V.K. Tuunainen,  and E. van Heck, "Online grocery shopping around the world: Examples of key business models", Comm. Assoc. Inform. Syst., vol. 4, no. 1, p. 3, 2000.
 [http://dx.doi.org/10.17705/1CAIS.00403]
[19]
T.L. Saaty, The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation., McGraw-Hill. Inc.: New York, NY, 1980.
[20]
N. Ghorui, A. Ghosh, E.A. Algehyne, S.P. Mondal,  and A.K. Saha, "A. K. AHP-TOPSIS “Inspired shopping mall site selection problem with fuzzy data”", Mathematics, vol. 8, no. 8, p. 1380, 2020.
 [http://dx.doi.org/10.3390/math8081380]
[21]
E. Eroğlu, "Factors affecting consumer preferences for retail industry and retailer selection using analytic hierarchy process", Kafkas Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, vol. 4, no. 6, pp. 43-57, 2013.
[22]
R. Gopalan,  and B. Satpathy, "Evaluation of retail service quality–a fuzzy AHP approach", Benchmarking (Bradf.), vol. 22, no. 6, pp. 1058-1080, 2015.
 [http://dx.doi.org/10.1108/BIJ-05-2013-0052]
[23]
G. Kabir, M. Ahsan,  and A. Hasin, "Framework for benchmarking online retailing performance using fuzzy AHP and TOPSIS method", Int. J. Ind. Eng. Comput., vol. 3, no. 4, pp. 561-576, 2012.
 [http://dx.doi.org/10.5267/j.ijiec.2012.03.003]
[24]
I. Masudin,  and T.E. Saputro, "Evaluation of B2C website based on the usability factors by using fuzzy AHP & hierarchical fuzzy TOPSIS", IOP Conf. Ser.: Mater. Sci. Eng..
 vol. 114, p. 012091, 2016. [http://dx.doi.org/10.1088/1757-899X/114/1/012091]
[25]
R. Li,  and T. Sun, "Assessing factors for designing a successful B2C E-Commerce website using fuzzy AHP and TOPSIS-Grey methodology", Symmetry (Basel), vol. 12, no. 3, p. 363, 2020.
 [http://dx.doi.org/10.3390/sym12030363]
[26]
J.L. Deng, "Control problems of grey systems", Syst. Control Lett., vol. 1, no. 5, pp. 288-294, 1982.
 [http://dx.doi.org/10.1016/S0167-6911(82)80025-X]
[27]
X.C. Xiao, X.Q. Wang, K.Y. Fu,  and Y.J. Zhao, "Grey relational analysis on factors of the quality of web service", Phys. Procedia, vol. 33, pp. 1992-1998, 2012.
 [http://dx.doi.org/10.1016/j.phpro.2012.05.313]
[28]
A. Karimi, B. Ahmadpour,  and M.R. Marjani, "Using the fuzzy grey relational analysis method in wastewater treatment process selection", Iran. J. Health Saf. Environ., vol. 5, no. 3, pp. 1041-1050, 2018.
[29]
S. Liu, Forrest. Grey systems: Theory and applications., Springer Science & Business Media: Berlin, 2010.
[30]
J.L. Deng, The primary methods of grey system theory., Huazhong University of Science and Technology Press: Wuhan, 2005.
[31]
S. Goyal,  and S. Grover, "Applying fuzzy grey relational analysis for ranking the advanced manufacturing systems", Grey Syst., vol. 2, no. 2, pp. 284-298, 2012.
 [http://dx.doi.org/10.1108/20439371211260243]
[32]
L. Hongjiu, L. Qingyang,  and H. Yanrong, "Evaluating risks of mergers & acquisitions by grey relational analysis based on interval-valued intuitionistic fuzzy information", Math. Probl. Eng..
 vol. 2019, p. 3728029, 2019. [http://dx.doi.org/10.1155/2019/3728029]
[33]
K. Guo,  and Q. Zhang, "Detecting communities in social networks by local affinity propagation with grey relational analysis", Grey Syst., vol. 5, no. 1, pp. 31-40, 2015.
 [http://dx.doi.org/10.1108/GS-11-2014-0039]
[34]
I. Ertugrul, T. Oztas, A. Ozcil,  and G.Z. Oztas, "Grey relational analysis approach in academic performance comparison of university: A case study of Turkish universities", Eur. Sci. J., vol. 7881, pp. 128-139, 2016.
[35]
J. Tang, H.L. Zhu, Z. Liu, F. Jia,  and X.X. Zheng, "Urban sustainability evaluation under the modified TOPSIS based on grey relational analysis", Int. J. Environ. Res. Public Health, vol. 16, no. 2, p. 256, 2019.
 [http://dx.doi.org/10.3390/ijerph16020256] [PMID:  30658429]
[36]
Y. Liu, X. Huang, J. Duan,  and H. Zhang, "The assessment of traffic accident risk based on grey relational analysis and fuzzy comprehensive evaluation method", Nat. Hazards, vol. 88, no. 3, pp. 1409-1422, 2017.
 [http://dx.doi.org/10.1007/s11069-017-2923-2]
[37]
C.Y. Huang, C.C. Hsu, M.L. Chiou,  and C.I. Chen, "The main factors affecting Taiwan’s economic growth rate via dynamic grey relational analysis", PLoS One.
 vol. 15, no. 10, p. e0240065, 2020. [http://dx.doi.org/10.1371/journal.pone.0240065] [PMID:  33017439]
[38]
J.S. Fan, J.W. Xu,  and H. Ren, "An evaluation method of combined forces electronic countermeasure capability based on grey relational analysis", J. Phys. Conf..
 vol. 1550, no. 3, p. 032151, 2020. [http://dx.doi.org/10.1088/1742-6596/1550/3/032151]
[39]
D. Kuchta, D. Sergi,  and I. Ucal Sari, "Selection of the best face recognition system for check in and boarding services In:", Intelligent and Fuzzy Techniques in Aviation 4.0: Theory and Applications, C. Kahraman, S. Aydin. Eds. Cham: Springer, 2021, pp. 361-384.
[40]
O.M. Olabanji,  and K. Mpofu, "Appraisal of conceptual designs: Coalescing fuzzy analytic hierarchy process (F-AHP) and fuzzy grey relational analysis (F-GRA)", Results Eng..
 vol. 9, p. 100194, 2021. [http://dx.doi.org/10.1016/j.rineng.2020.100194]
[41]
Z. Ayag,  and F. Samanlioglu, "Fuzzy AHP-GRA approach to evaluating energy sources: A case of Turkey", Int. J. Energy Sect. Manag., vol. 14, no. 1, pp. 40-58, 2020.
 [http://dx.doi.org/10.1108/IJESM-09-2018-0012]
[42]
S. Guru,  and D.K. Mahalik, "A comparative study on performance measurement of Indian public sector banks using AHP-TOPSIS and AHP-grey relational analysis", Opsearch, vol. 56, no. 4, pp. 1213-1239, 2019.
 [http://dx.doi.org/10.1007/s12597-019-00411-1]
[43]
H. Ding, Q. Wu, D. Zhao, W. Mu,  and S. Yu, "S. “Risk assessment of karst collapse using an integrated fuzzy analytic hierarchy process and grey relational analysis model”", Geomech. Eng., vol. 18, no. 5, pp. 515-525, 2019.
[44]
N. Yildiz,  and F. Tuysuz, "F. “A hybrid multi-criteria decision making approach for strategic retail location investment: Application to Turkish food retailing”", Socioecon. Plann. Sci..
 vol. 68, p. 100619, 2019. [http://dx.doi.org/10.1016/j.seps.2018.02.006]
[45]
Y. Ozdemir, K.G. Nalbant,  and H. Basligil, "Personnel selection for promotion using an integrated fuzzy analytic hierarchy process-Grey relational analysis methodology: A real case study", Anadolu Üniversitesi Bilim Ve Teknoloji Dergisi A-Uygulamalı Bilimler ve Mühendislik, vol. 19, no. 2, pp. 278-292, 2018.
 [http://dx.doi.org/10.18038/aubtda.326726]
[46]
S.M. Hatefi,  and J. Tamošaitienė, "Construction projects assessment based on the sustainable development criteria by an integrated fuzzy AHP and improved GRA model", Sustainability (Basel), vol. 10, no. 4, p. 991, 2018.
 [http://dx.doi.org/10.3390/su10040991]
[47]
S. Büyüksaatçi Kiriş,  and T. Özcan, "Evaluation of stores’ performances via fuzzy AHP and grey relational analysis integrated balance scorecard method in the retail sector", Engineering and Technology Management Summit, vol. 2018, pp. 30-40, 2018.
[48]
T.K. Wang, Q. Zhang, H.Y. Chong,  and X. Wang, "Integrated supplier selection framework in a resilient construction supply chain: An approach via Analytic Hierarchy Process (AHP) and Grey Relational Analysis (GRA)", Sustainability (Basel), vol. 9, no. 2, p. 289, 2017.
 [http://dx.doi.org/10.3390/su9020289]
[49]
M.S. Pakkar, "An integrated approach to grey relational analysis, analytic hierarchy process and data envelopment analysis", J. Cent. Cathedra, vol. 9, no. 1, pp. 71-86, 2016.
 [http://dx.doi.org/10.1108/JCC-08-2016-0005]
[50]
K. Melis, K. Campo, L. Lamey,  and E. Breugelmans, "A bigger slice of the multichannel grocery pie: When does consumers’ online channel use expand retailers’ share of wallet?", J. Retailing, vol. 92, no. 3, pp. 268-286, 2016.
 [http://dx.doi.org/10.1016/j.jretai.2016.05.001]
[51]
Z. Anesbury, M. Nenycz‐Thiel, J. Dawes,  and R. Kennedy, "How do shoppers behave online? An observational study of online grocery shopping", J. Consum. Behav., vol. 15, no. 3, pp. 261-270, 2016.
 [http://dx.doi.org/10.1002/cb.1566]
[52]
S.L. Chin,  and Y.N. Goh, "Consumer purchase intention toward online grocery shopping: View from Malaysia", Glob. Bus. Manag. Res., vol. 9, pp. 221-238, 2017.
[53]
A. Sreeram, A. Kesharwani,  and S. Desai, "Factors affecting satisfaction and loyalty in online grocery shopping: An integrated model", J. Indian Bus. Res., vol. 9, no. 2, pp. 107-132, 2017.
 [http://dx.doi.org/10.1108/JIBR-01-2016-0001]
[54]
R. Bauerová, "R. “Consumers’ Decision-making in online grocery shopping: The impact of services offered and delivery conditions”", Acta Univ. Agric. Silvic. Mendel. Brun., vol. 66, no. 5, pp. 1239-1247, 2018.
 [http://dx.doi.org/10.11118/actaun201866051239]
[55]
R. Bauerová,  and M. Klepek, "Technology acceptance as a determinant of online grocery shopping adoption", Acta Univ. Agric. Silvic. Mendel. Brun., vol. 66, no. 3, pp. 737-746, 2018.
 [http://dx.doi.org/10.11118/actaun201866030737]
[56]
T.E. İşçioğlu, "Determinants of repeat online grocery buying intention and a proposed model", Pazarlama ve Pazarlama Araştırmaları Dergisi, vol. 11, no. 21, pp. 99-124, 2018.
[57]
F. Driediger,  and V. Bhatiasevi, "Online grocery shopping in Thailand: Consumer acceptance and usage behavior", J. Retailing Consum. Serv., vol. 48, pp. 224-237, 2019.
 [http://dx.doi.org/10.1016/j.jretconser.2019.02.005]
[58]
T.T.H. Nguyen, N. Nguyen, T.B.L. Nguyen, T.T.H. Phan, L.P. Bui,  and H.C. Moon, "Investigating consumer attitude and intention towards online food purchasing in an emerging economy: An extended tam approach", Foods, vol. 8, no. 11, p. 576, 2019.
 [http://dx.doi.org/10.3390/foods8110576] [PMID:  31731668]
[59]
R. Singh, "Why do online grocery shoppers switch or stay? An exploratory analysis of consumers’ response to online grocery shopping experience", Int. J. Retail Distrib. Manag., vol. 47, no. 12, pp. 1300-1317, 2019.
 [http://dx.doi.org/10.1108/IJRDM-10-2018-0224]
[60]
T. Akçaci,  and F.B. Kurt, "“Consumer confidence on online supermarket shopping”, Dicle University", Journal of Economics and Administrative Sciences, vol. 10, no. 20, pp. 414-433, 2020.
[61]
L.A. Zadeh, "A note on Z-numbers", Inf. Sci., vol. 181, no. 14, pp. 2923-2932, 2011.
 [http://dx.doi.org/10.1016/j.ins.2011.02.022]
[62]
N. Yildiz,  and C. Kahraman, Evaluation of Social Sustainable Development Factors Using Buckley’s Fuzzy AHP Based on ZNumbers In:ntelligent and Fuzzy Techniques in Big Data Analytics and Decision Making. C. Kahraman, S. Cebi, S. Cevik Onar, B. Oztaysi, A. Tolga, I. Sari, Eds. Cham: Springer, 2019, pp. 770-778.
[63]
I. Otay,  and C. Kahraman, "Solar PV power plant location selection using a Z-fuzzy number based AHP", Int. J. Ana. Hierarchy Pro, vol. 10, no. 3, 2018.
[64]
J.J. Buckley, "Fuzzy hierarchical analysis", Fuzzy Sets Syst., vol. 17, no. 3, pp. 233-247, 1985.
 [http://dx.doi.org/10.1016/0165-0114(85)90090-9]
[65]
A.T. Gumus, A.Y. Yayla, E. Çelik,  and A. Yildiz, "A combined fuzzy-AHP and fuzzy-GRA methodology for hydrogen energy storage method selection in Turkey", Energies, vol. 6, no. 6, pp. 3017-3032, 2013.
 [http://dx.doi.org/10.3390/en6063017]
[66]
L. Chen,  and J. Ren, "Multi-attribute sustainability evaluation of alternative aviation fuels based on fuzzy ANP and fuzzy grey relational analysis", J. Air Transp. Manage., vol. 68, pp. 176-186, 2018.
 [http://dx.doi.org/10.1016/j.jairtraman.2017.10.005]
[67]
 "STRATEJICO. Market On Screen: Online B2C Food Retailers. (2020, June)", Available from: https://stratejico.com/_upload/pdf/Erkandaki_Market_Online_B2C_Gda_Perakendecileri.pdf

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DOI https://dx.doi.org/10.2174/2666294901666220621105325	Print ISSN 2666-2949
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Evaluation of Online Grocery Platform Alternatives Using Fuzzy ZNumbers

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