scieee Open visual document viewer

The influence of the Big Five, WOM communication and satisfaction on consumer loyalty in the Republic of Serbia

Djukic, Suzana

Abstract

The concept of consumer loyalty plays an important role in business existence in the current competitive business environment. Consumer loyalty is researched in different ways by considering the characteristics of the consumer’s personality, mutual communication between consumers, and their satisfaction with the company, products/services and numerous other determinants. Consumer personality is a potential marketing strategy for increasing loyalty towards a company, product and/or service, because many customers choose products that match their personality. The manner of communicating and conveying the experience of the product also depends on the consumer’s personality traits, and this further affects a consumer’s loyalty. Also, consumer satisfaction is another concept of qualitative and quantitative assessment of consumers after purchase, and it is a predictor of consumer loyalty and a free source of promotion for the company. The authors’ goal is to examine the relationship between the concept of consumer personality, word of mouth (WOM) communication, consumer satisfaction, and loyalty on the mobile phone market in the Republic of Serbia, and then to make relevant conclusions about the mutual influence of the given factors in relation to the conducted empirical analysis. The data was obtained with the help of an online survey questionnaire, while the results were processed in statistical software packages for social sciences SPSS and AMOS. The research results show that all the researched variables included in the paper (Big Five, WOM communication, satisfaction) significantly influence consumer loyalty on the aforementioned market in the Republic of Serbia. The research explicitly builds on and contributes to previous literature on brand management, as it analyzes important predictors of consumer loyalty within a specific research area. Future studies could strengthen the existing literature by analyzing consumer loyalty towards a specific brand.

Full text

211 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade The in luence o he Big Fi e, WOM communica ion and sa is ac ion on consume loyal y in he Republic o Se bia Suzana Djukic1, Jelena S anko ic2 1 Uni e si y o Nis, Facul y o Economics, Depa men o Business Managemen , Se bia, ORCID: 0000-0003-1640- 2365, [email p o ec ed]; 2 Uni e si y o Nis, Facul y o Economics, Depa men o Business Managemen , Se bia, ORCID: 0000-0002-1405- 3790, [email p o ec ed]. Abs ac : The concep o consume loyal y plays an impo an ole in business exis ence in he cu en compe i i e business en i onmen . Consume loyal y is esea ched in di e en ways by conside ing he cha ac e is ics o he consume ’s pe sonali y, mu ual communica ion be ween consume s, and hei sa is ac ion wi h he company, p oduc s/se ices and nume ous o he de e minan s. Consume pe sonali y is a po en ial ma ke ing s a egy o inc easing loyal y owa ds a company, p oduc and/o se ice, because many cus ome s choose p oduc s ha ma ch hei pe sonali y. The manne o communica ing and con eying he expe ience o he p oduc also depends on he consume ’s pe sonali y ai s, and his u he a ec s a consume ’s loyal y. Also, consume sa is ac ion is ano he concep o quali a i e and quan i a i e assessmen o consume s a e pu chase, and i is a p edic o o consume loyal y and a ee sou ce o p omo ion o he company. The au ho s’ goal is o examine he ela ionship be ween he concep o consume pe sonali y, wo d o mou h (WOM) communica ion, consume sa is ac ion, and loyal y on he mobile phone ma ke in he Republic o Se bia, and hen o make ele an conclusions abou he mu ual in luence o he gi en ac o s in ela ion o he conduc ed empi ical analysis. The da a was ob ained wi h he help o an online su ey ques ionnai e, while he esul s we e p ocessed in s a is ical so wa e packages o social sciences SPSS and AMOS. The esea ch esul s show ha all he esea ched a iables included in he pape (Big Fi e, WOM communica ion, sa is ac ion) signi ican ly in luence consume loyal y on he a o emen ioned ma ke in he Republic o Se bia. The esea ch explici ly builds on and con ibu es o p e ious li e a u e on b and managemen , as i analyzes impo an p edic o s o consume loyal y wi hin a speci ic esea ch a ea. Fu u e s udies could s eng hen he exis ing li e a u e by analyzing consume loyal y owa ds a speci ic b and. Keywo ds: Big Fi e, WOM communica ion, sa is ac ion, consume loyal y, Republic o Se bia. JEL Classi ica ion: M30, M31. APA S yle Ci a ion: Djukic, S., & S anko ic, J. (2024). The in luence o Big Fi e, WOM communica ion and sa is ac ion on consume loyal y in he Republic o Se bia. E&M Economics and Managemen , 27(4), 211–229. h ps://doi.o g/10.15240/ ul/001/2024-5-023 Ea ly Access Publica ion Da e: Oc obe 14, 2024. 212 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade In oduc ion The concep o consume loyal y is a key opic o ma ke ing esea che s. Consume loyal y esea ch was ocused on iden i ying ac o s ha de e mine loyal y, de e mining he s eng h o he ela ionship be ween hose ac o s, and ega ding hei ela ionship wi h wo possible ou comes o loyal y: pu chase in en ion and loyal y ac ion (pu chase). The ype and cha - ac e is ics o he p oduc /se ice, p oduc p ice, he ma ke size (in e ms o he num- be and s uc u e o consume s), as well as he in ensi y o he o e , i.e., compe i o s, signi ican ly de e mine he s eng h o he con- nec ion be ween loyal y de e minan s, loyal y in en ion, and ac ion (Chesnoko a e al., 2014; Rowley, 2005). Howe e , he ci cums ances in which com- panies seek o de elop a ac i e consume loyal y s a egies ha e changed d as ically in ecen yea s, especially in he pe iod du - ing and a e he global pandemic. Namely, wo d o mou h (WOM) communica ion became he main ac o in shaping consume s’ p e e - ences and a i udes and hei in en ion o i s and epea pu chases (Mau i & Minazzi, 2013; Meine s e al., 2010). WOM communica ion be- ween consume s is in ensi ied in he i ual en- i onmen o he ex en ha i becomes he basic sou ce o consume in o ma ion, b and e alua- ion, and inal consume choice. The in luence o he company and i s messages, especially p opaganda ones, on he c ea ion o consume p e e ences and a i udes is dec easing, while he in luence o WOM is becoming a mo e signi ican . The la es esea ch on di e en p oduc /se ice ca ego ies con i ms his wi hin he dai y indus y (Nguyen e al., 2022), bank- ing indus y (Hasan e al., 2020), ou ism and hospi ali y (Se a Can allops & Sal i, 2014), spo s se ice (Alguacil e al., 2018), he au o- mobile indus y (Choi e al., 2022), he ai line indus y (Seo e al., 2020), and mobile com- me ce (S e ko e al., 2023). Howe e , indi iduals di e in hei p o- pensi y o WOM. The e a e indi iduals who p edominan ly spend hei ee ime in he i - ual space, exchanging in o ma ion and expe i- ences h ough a ious pla o ms, especially h ough social media (SM). They in ensi ely ansmi and ecei e in o ma ion and sa is y all hei in o ma ion needs on SM. On he o he hand, he e a e indi iduals who a e scep ic o in o ma ion ansmi ed ia i ual means, and selec i ely conside he use ulness and ele ance o in o ma ion om such sou ces. Indi iduals’ inclina ions owa ds WOM, includ- ing eWOM, depend on a ious ac o s, such as pe sonali y cha ac e is ics, he deg ee o sa is- ac ion wi h exis ing pu chases, and he deg ee o a achmen o he b and and/o company (Alguacil e al., 2018; Hosseinali e al., 2014; Kazemi e al., 2013). Pe sonali y cha ac e is ics a ec all as- pec s o a pe son’s beha io , including hei buying and consump ion beha io . Pe sonali y ai s a e in e nal psychological cha ac e is ics ha de e mine and e lec he way a pe son esponds o hei en i onmen (Hall & Lindzei, 1998). Pe sonali y is complex o esea ch be- cause i canno be seen, and only he e ec s o i s mani es a ion can be analyzed. Acco ding o pe sonali y ai s, indi iduals di e in open- ness, iendliness, a ionali y, emo ionali y, c e- a i i y, and impulsi eness. T ai heo y is one o he i e pe sonali y heo ies ha explici ly explains a se o pe sonali y cha ac e is ics ha can be used o desc ibe and unde s and peo- ple’s gene al p edisposi ions. One pe sonali y ai mani es s in a di e en way in each indi id- ual. Acco ding o Allpo (1961), one pe son’s s ubbo nness is di e en om any o he pe - son’s s ubbo nness, and he way one pe son’s s ubbo nness in e ac s wi h hei ex a e sion and c ea i i y canno be duplica ed by any o he indi idual. In acco dance wi h he abo e, he e a e wo schools o ai heo y. The i s school belie es ha all people ha e he same se o ai s and ha each o hem is di e en because he deg ee o mani es a ion o each ai is di e en . Ano he school conside s ha indi idual di e ences a ise om a combina ion o ai s, which a ies om pe son o pe son, so ha each pe son has hei own se o spe- ci ic ai s (S e nbe g, 2000). Beginning wi h his second school, he app oach ha is dominan ly used in pe sonali y ai esea ch began wi h Gal on (1884), and con inued wi h Big Fi e model (McC ae & Cos a, 1990). This model is conside ed one o he p ima y benchma ks in pe sonali y ai heo y. A la ge numbe o au- ho s use his model in esea ch, gi en ha i explici ly explains human beha io (Anas asiei & Dospinescu, 2018; Rahman e al., 2018; Seo e al., 2020). The e o e, he pape con ibu es o he ai heo y o pe sonali y by examin- ing se a iables in he mobile phone ma ke in Se bia. 213 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade Indi iduals’ p e e ences o WOM depend on he deg ee o sa is ac ion wi h p e ious pu - chases. In addi ion o he ac ha sa is ied con- sume s buy mo e and mo e o en han hose who a e no sa is ied, hey sp ead posi i e in o ma ion abou he b and and he company (Hasan e al., 2020). On he o he hand, dis- sa is ied consume s sp ead nega i e in o ma- ion abou he b and and company o o he consume s, and change he b and i hei dis- sa is ac ion is cumula i e. Howe e , he deg ee o sa is ac ion de e mines no only he inclina- ion owa ds bu also he in ensi y o eWOM. I has been p o en ha a highe deg ee o sa - is ac ion esul s in mo e in ense WOM and in- luence on consume s’ in en ions and/o u u e pu chases (Anas asiei & Dospinescu, 2018; Kazemi e al., 2013; Seo e al., 2020). The mobile phone indus y is one o he mos dynamic, since echnological p og ess and knowledge ha e in luenced he neces- si y o in ensi ely inno a e in o de o sa is y inc easingly demanding consume s. In o de o main ain hei ma ke posi ions, mobile phone manu ac u e s mus ind new bases o p oduc di e en ia ion and c ea e addi ional bene i s o consume s. The dominance o sma phones and hei use in sea ching o in o ma ion, mo- bile shopping h ough apps/websi es, en e ain- men , and gi ing e iews has adically changed he way o compe ing in he a o emen ioned ma ke (Gibson, 2021; Nica, 2021; S ehel e al., 2021). This has become mo e p onounced in ecen yea s due o he global pandemic. This is con i med by da a ha e eals ha he numbe o sma phones sold in he wo ld inc eased e e y yea be ween 2009 and 2019. A sligh downwa d end was no ed and e- sea ched in 2020 (1.35 billion), as compa ed o 2019 (1.54 billion), bu a sligh inc ease was no ed and esea ched in 2021 (1.43 billion) as compa ed o 2020 (S a is a, 2022). Acco ding o he Republic Ins i u e o S a is ics o Se bia, 95.5% o indi iduals owned a mobile phone in 2021, which is 1.4% mo e han was he case in 2020; o he o al numbe o mobile phone owne s, 93% use a mobile phone o cha ing o e he in e ne , 84.7% use i o send online messages (Skype, Vibe , Wha sapp, Messen- ge ), 74.3% use i o pa icipa e in social ne - wo ks, and 74.3% use i o sea ch in o ma ion abou p oduc s and se ices (Republic Ins i u e o S a is ics o Se bia, 2022). P e ious da a indica es ha , in u u e yea s, companies mus de elop a ac i e and expe ien ial ma ke - ing means o achie e consume sa is ac ion and loyal y in o de o e ain hei consume s (Ma ques & Dias, 2022). This u he means ha i is necessa y o analyze he ac o s ha in luence he decision-making p ocess, such as WOM communica ion gene a ed by consume s (Choi & Lee, 2017), us and pe cei ed isk (Guo e al., 2018), pe sonal cha ac e is ics (Seo e al., 2020), sa is ac ion (And onie e al., 2021; Lăză oiu e al., 2020), and in en ion o pu chase p oduc s and se ices (Boonsi i - omachai & Sud-On, 2020). S a ing wi h he impo ance o WOM o he pu chasing decisions o mode n consume s, hei a ac ion and e en ion, he cha ac e is- ics o consume s’ pe sonali ies and he deg ee o hei sa is ac ion as p edic o s o WOM and consume loyal y, he main esea ch goal o he au ho s in his pape is o examine whe h- e hese a iables ha e an impac on consume loyal y in he ield o mobile phones ade in he Republic o Se bia. In he esea ch model, pe sonali y cha - ac e is ics and consume sa is ac ion a e he wo an eceden s o WOM. Pe sonal- i y cha ac e is ics we e in es iga ed acco ding o he Big Fi e model (ex o e sion, accep - abili y, conscien iousness, neu o icism, and openness), whe eby he connec ion be ween he i e pe sonali y cha ac e is ics indi idually and he deg ee o consume sa is ac ion wi h he indi idual’s endency owa ds WOM we e es ed. In he second pa o he model, an in- di idual’s endency owa ds WOM is iewed as a di ec an eceden o consume loyal y, and consume sa is ac ion is iewed as bo h a di ec and an indi ec an eceden o con- sume loyal y. This pape con ibu es o illing he gap in he exis ing li e a u e h ough se - e al aspec s. Fi s , new a iables a e in eg a ed in o he esea ch in o de o ge o know and unde s and he ac o s ha in luence consume loyal y in he esea ched ma ke in he Republic o Se bia. Second, he con ibu ion o he pape is e lec ed in he small numbe o esea ches in his ield in he Republic o Se bia. Thi d, he applied s a is ical analysis (SEM model) p o ides mo e indica i e esul s, on he basis o which ele an conclusions we e eached in he in e p e a ion o he concep s o he Big Fi e, WOM communica ion, consume sa is ac- ion and loyal y. Finally, he Republic o Se bia is cha ac e ized by nume ous mig a ions, and 214 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade he e o e he in eg a ion o di e en peoples who also exhibi di e en pe sonal cha ac- e is ics. Based on he analysis o pe sonal cha ac e is ics and se hypo heses, ce ain conclusions can be d awn in ela ion o whe he he popula ion o Se bia is co dial and p one o ecommenda ions o an isocial and closed o communica ion. The s a ing assump- ion is ha he mo e consume s a e p one o WOM and sa is ied wi h he b and, he highe hei loyal y o he b and will be in he u u e. On he basis o he conduc ed empi ical e- sea ch, as well as exis ing esea ch, we will be able o conduc a compa a i e analysis and p o ide guidelines o he s a egic esponse o he company. 1. Theo e ical backg ound 1.1 Big Fi e and WOM communica ion The cha ac e is ics o an indi idual’s pe sonali y signi ican ly in luence all aspec s o hei beha - io , including hei pu chasing and consump ion beha io . Th ough hei beha io , a pe son s i es o achie e an ideal e sion o hem- sel es, and hei shopping and consump ion beha io should enable and ein o ce his. Pe - sonali y is de ined as he pa e n o hough s, eelings, a i udes, habi s and beha io o each indi idual ha pe sis s o e ime in di e en si ua ions, dis inguishing one indi idual om o he s (Guile a e al., 2019). The pe sonali y ai s o an indi idual as a consume a e ana- lyzed in ma ke ing on he basis o a pe sonal concep (Casidy e al., 2009). In consump ion, he pe sonal concep ep esen s he a i ude ha a pe son has abou hemsel es which is mani es ed h ough pu chases. Howe e , indi iduals change o e ime – hey adop new pe sonali y ai s and de elop a di e en way o hinking. This means ha he concep o pe - sonali y ai s is a dynamic ca ego y and should be con inuously esea ched (Pe in, 2003). A pe son’s sel -awa eness is a key ac o o he pe sonal mindse . Acco ding o James (1892), he e a e h ee ypes o pe sonal iden i y. Ma e ial iden i y is he i s one, and i ocuses on he indi idual, amily and his o he p ope y. Social iden i y is he second, and i shows how o he people pe cei e he indi idu- al. The hi d is he spi i ual iden i y, and i shows he inne being (a i udes, mo i es, emo ions, opinions, and wishes). Acco ding o Cooley (1998), an Ame ican sociologis , social iden i y is he mos popula . He desc ibed he o ming o iden i y as a e lec ion in he mi o , which means ha e e y pe son o ms hei iden i y acco ding o he manne in which o he people see him o he . The model ha is dominan ly used in he analysis o pe sonali y ai s is he Big Fi e model o McC ae and Cos a (1990), which in ol es i e dimensions: ex o e sion, ac- cep abili y, conscien iousness, neu o icism, and openness. Ex o e sion, as a ai , e e s o people who a e ac i e, communica i e, un and op imis ic. Resea ch shows ha ex o- e ed people ha e a posi i e a i ude owa ds he social en i onmen (Ge be e al., 2011). Ad- di ionally, ex o e sion mani es s i sel h ough he cha ac e is ic o obus ness. People who possess such ai s show a s ong po en ial o leade ship (Ba one e al., 2009; Judge & Bono, 2000). Based on he esea ch, a ini y owa ds leade ship can only be obse ed in he example o ex o e sion o conscien iousness (Ba one e al., 2009). Acco dingly, his esea ch was ope a ionalized based on he ollowing h ee pe sonali y ai s: alka i e, social, asse i eness (McC ae & Cos a, 1990). Accep abili y is a ai o indi iduals who a e so -hea ed, kind-hea ed, and us ing, and who app ecia e he quali y o in e pe sonal o ien a ion. Emo ions a e mo e powe ul and ha de o powe in people who a e cha ac e ized by accep abili y, i.e., pleasan ness (Finley e al., 2016). Also, people who a e pleas- an wan o main ain posi i e ela ionships in hei social en i onmen (Jensen-Campbell & G a- ziano, 2001). In his esea ch, he accep abili y dimension was o med based on he ollowing emo ions: ough and ca e ul (McC ae & Cos a, 1990). Conscien iousness e e s o people who a e o ganized, eliable, diligen , sel -disciplined, punc ual, idy, ambi ious and pe sis en (Ko- ma aju e al., 2011). Resea ch shows ha conscien iousness has a posi i e co ela ion wi h egocen ic pe ec ionism (S oebe e al., 2009), al hough he di e ences be ween high conscien iousness and pe ec ionism a e sig- ni ican . On he one hand, people who s i e o pe ec ionism a e no pleased wi h he ealized esul s, and a e usually mo i a ed by he lack o success. On he o he hand, people who pos- sess he cha ac e is ic o conscien iousness a e mo i a ed by he desi e o success and show sa is ac ion wi h inished asks (Hewi & Fle , 2007). Analyzing a la ge numbe o ai s, he ol- lowing pe sonali y ai s we e applied in he pa- pe wi hin he dimension o conscien iousness: 215 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade undamen al, lazy, and e icien (McC ae & Cos a, 1990). Neu o icism, as a ai , conce ns people who a e ne ous, emo ional, and insecu e. Such pe sons e y o en ha e un ealis ic ideas, a e p one o psychological p oblems and o en eac inapp op ia ely. The emo ions ope a ional- ized in he esea ch a e ca ing, as kni ing, and elaxed (McC ae & Cos a, 1990). Openness is he cha ac e is ic o people wi h b oad in e - es s, who a e c ea i e, o iginal, and imagina i e. Such pe sons e y o en app ecia e wo king on hemsel es, ha e a highe le el o ole ance, and explo e he unknown. The ollowing pe son- ali y cha ac e is ics we e applied in his pape : o iginal, alues a is ic expe iences, and imagi- na i e (McC ae & Cos a, 1990). Knowledge o pe sonali y cha ac e is ics is key o unde s anding he consume s’ enden- cy owa ds WOM, as i is one o he main ac o s in luencing consume beha io in he p ocess o sea ching, choosing and using p oduc s. When making a pu chase decision, consume s go h ough di e en le els o isk (Mundel e al., 2018). I is belie ed ha consume s publishing hei ecommenda ions and con eying hei pe sonal expe ience can signi ican ly mi iga e he isk o a pu chase (Li & Du, 2011). In con- di ions o sa u a ion o in o ma ion ob ained h ough mass media and doub s abou he u h and objec i i y o such in o ma ion, WOM be- comes he mos ele an sou ce o in o ma ion in he pu chase p ocess o many consume s (Anas asiei & Dospinescu, 2018; Boonsi i oma- chai & Sud-On, 2020; Seo e al., 2020). Con- sequen ly, WOM ep esen s a eliable sou ce o in o ma ion in mode n condi ions, which has a huge in luence on he o ma ion o consume a i udes and u u e pu chase in en ions. Namely, an indi idual’s endency owa ds WOM is la gely de e mined by hei pe sonal- i y ai s. Resea ch conduc ed by Hosseinali e al. (2014) indica ed a signi ican connec ion be ween mos pe sonali y cha ac e is ics ac- co ding o he Big Fi e model (ex o e sion, ag eeableness, openness, and neu o icism) and he endency o ansmi WOM. Thus, o example, he au ho s Anas asiei and Dospi- nescu (2018) poin ou ha each pe sonali y ai is ela ed o ha pe sonali y’s endency owa ds WOM, especially in he online en i on- men (e-WOM). Hence, i is posi ed: H1: The e is a signi ican posi i e ela- ionship be ween he Big Fi e and WOM communica ion. 1.2 WOM communica ion and consume sa is ac ion and loyal y Unde s anding he ela ionship be ween con- sume sa is ac ion and WOM communica ion is key o managing he in en ion o sa is ied con- sume s o sp ead posi i e WOM abou he com- pany and i s b ands (Popp & Wo a schek, 2017). Namely, WOM communica ion can be posi i e o nega i e, and i is di ec ly ela ed o he deg ee o consume sa is ac ion. When consume expec a ions a e no me , he consume is p one o nega i e WOM, which shows hei us a ion and inc easing anxie y, and wa ns o hem wan ing and/o seeking compensa ion (Yang & Mundal, 2022). The p o- pensi y o nega i e WOM is g ea e han simply complaining o he company. This ou come is ex- emely un a o able because i is ansmi ed o a la ge numbe o people in a i al en i onmen ia eWOM (Yang & Mundal, 2022). They sp ead b and ha e (Zhang e al., 2020). Con inued dis- sa is ac ion leads o swi ching o ano he b and. Posi i e WOM, on he o he hand, is a a- o able ou come o he company, and i is ela - ed o he ul illmen o consume expec a ions, i.e., hei sa is ac ion. Sa is ied consume s con ey posi i e commen s ha ha e a posi- i e impac on b and epu a ion (Iqbal e al., 2021). This si ua ion helps he company a ac new cus ome s and inc ease hei p opensi y o make pu chases. Sa is ied consume s p o- mo e he company wi hou di ec compensa- ion om he company, which has much mo e c edibili y han he company’s p omo ional messages. The connec ion be ween consume sa is ac ion and hei in en ion, i.e., he desi e o alk abou hei sa is ac ion o o he consum- e s was i s con i med in ma ke ing esea ch almos h ee decades ago. The posi i e ela- ionship be ween sa is ac ion and WOM in en- ion is pa icula ly p onounced in he se ice ma ke due o he in angible na u e o se ices, as p o en by esea ch (P ayag e al., 2017). Howe e , consume sa is ac ion does no necessa ily lead o WOM. The e a e s udies ha ha e no con i med a posi i e ela ionship be ween hese a iables. Swanson and Hsu (2012) came o he conclusion ha cus om- e s who a e sa is ied wi h hei pu chases do no necessa ily ecommend he company o con ince o he s o buy. The ela ionship be- ween sa is ac ion and posi i e in en ions owa ds eWOM has also no been con i med in he ield o es au an se ices (Yang, 2017). 216 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade On he basis o he a o emen ioned, we o mu- la ed he ollowing hypo hesis: H2: The e is a signi ican posi i e ela- ionship be ween consume sa is ac ion and WOM communica ion. Nume ous s udies ha e shown ha WOM communica ion di ec ly and p opo ionally posi i ely a ec s consume loyal y, i.e., u u e pu chase in en ion (Skackauskiene e al., 2016). The s eng h o he ela ionship be ween hese wo a iables is condi ioned by he le el o consume loyal y con eyed by WOM, ha is, indi ec ly by he le el o ealized sa is ac ion as a p edic o o loyal y (Wang e al., 2010). Mo e loyal consume s show a g ea e endency o exp ess hei posi i e a i udes and b and ecommenda ions han hose consume s who a e less loyal (Wo hing on e al., 2010). Howe e , he ques ion a ises o whe he consume s’ g ea e endency owa ds posi i e WOM means g ea e loyal y o he b and in he u u e. The e o e, he in e se ela ionship be ween hese wo a iables was no he sub- jec o he au ho ’s esea ch, i.e., whe he WOM endency can be conside ed an an eced- en o b and loyal y. The e o e, i is pos ed: H3: The e is a signi ican posi i e ela- ionship be ween WOM communica ion and consume loyal y. 1.3 Consume sa is ac ion and loyal y Consume sa is ac ion is he e alua ion o cus ome s a e a pu chase, and is based on he concep o alue (Lin & Wang, 2006). Acco ding o Yang e al. (2017), sa is ac ion can be measu ed by obse ing he a ia ions in he eeling el be o e and a e he cus- ome uses any p oduc o se ice. Sa is ac ion leads o loyal y, which means ha sa is ac ion is a necessa y an eceden o consume s o be- come loyal (Mo ei a e al., 2016). Ensu ing sa is ac ion is he main ool o c e- a ing long- e m consume loyal y and achie ing supe io business pe o mance. In he long un, ealized cus ome sa is ac ion has a posi i e impac on u u e cash low, ma ke sha e and p o i s. Sa is ied consume s a e less sensi i e o p ice changes and c oss-selling (Kazemi e al., 2013; Rahi & Ishaq, 2020). G ea e busi- ness pe o mance is also he esul o he in lu- ence o sa is ied consume s on a ac ing new consume s (Sama & Mazu i, 2019). P e ious s udies ha e shown ha a sa is- ied cus ome is a ee sou ce o b and and business p omo ion, which educes he cos o a ac ing new cus ome s. In acco dance wi h he a o emen ioned esea ch, we hypo hesize he ollowing: H4: The e is a signi ican posi i e ela ion- ship be ween cus ome sa is ac ion and loyal y. 2. Resea ch me hodology 2.1 Resea ch sample The esea ch was conduc ed in he e i o y o Se bia be ween June and Augus 2022, and he o al numbe o esponden s was 300. An online su ey ques ionnai e was dis ibu ed Fig. 1: Concep ual esea ch model based on he de eloped hypo heses Sou ce: own Big Fi e WOM Sa is ac ion Loyal y H1 1 H2 1 H3 1 H4 1 Ex o e sion Accep abili y Conscien iousness Neu o icism Openness 217 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade o a simple andom sample. The su ey ques- ionnai e was o mula ed in such a way ha he esponden s had o answe each ques ion. The esponden s we e in o med a he begin- ning o he ques ionnai e ha he ques ion- nai e is anonymous and ha he da a will only be used o esea ch pu poses. The numbe o ques ionnai es used in he pape is 294, due o he elimina ion o ex eme poin s in he SPSS p og am, based on he box plo diag am. The demog aphic cha ac e is ics o he sample a e shown in Tab. 1. 2.2 Measu es Empi ical esea ch was conduc ed wi h he help o su ey me hods, while an online ques ion- nai e s uc u ed as ollows was used o collec in o ma ion. Fi s , he posed ques ions included he demog aphic cha ac e is ics o he espon- den s, ollowed by s a emen s ela ed o he di- mensions o he consume ’s pe sonali y and s a emen s ela ed o WOM communica ion wi h consume s, consume sa is ac ion, and loyal y. A o al o 14 i ems we e adap ed om McC ae and Cos a (1990) o measu e pe sonali y cons uc s: ex o e sion – 3 i ems (e.g., “I am a alka i e pe son”); accep abili y – 2 i ems (e.g., “I am a ough pe son”); conscien ious- ness – 3 i ems (e.g., „I am a undamen al pe - son”); neu o icism – 3 i ems (e.g., „I am a ca ing pe son”); and openness – 3 i ems (e.g., „I am a o iginal pe son”). To measu e WOM com- munica ion wi h consume s, 2 i ems we e adap ed in acco dance wi h Liu (2006), while sa is ac ion was examined based on 2 i ems which we e adap ed in acco dance wi h Fo nell (1992). Findings ega ding consume loyal y we e adap ed om Aake (1997) and Ra ch o d (1987), and we e measu ed by 4 i ems. The e- sponden s exp essed hei deg ee o ag eemen wi h he o e ed s a emen s using a i e-poin Like scale, whe ein g ade 1 means comple ely disag ee and g ade 5 means comple ely ag ee. C onbach eliabili y es ima es we e used o as- sess he in e nal consis ency o he scales. 2.3 S a is ical analysis In o de o each ele an conclusions, da a analysis was pe o med in he s a is ical so - wa e packages o social sciences (The S a- is ical Package o Social Sciences – SPSS, e sion 21) and AMOS ( e sion 18). Rega ding Elemen Numbe o esponden s Pe cen age sha e (%) Gende 294 100.00 Male 105 35.71 Female 189 64.29 Age 294 100.00 Up o 20 yea s 24 8.16 21–30 yea s 207 70.41 31–40 yea s 63 21.43 Educa ion 294 100.00 High school 62 21.09 College/uni e si y 95 32.31 Facul y/mas e 137 46.60 S a us 294 100.00 Employed 215 73.13 Unemployed 34 11.56 S uden 45 15.31 Sou ce: own Tab. 1: Demog aphic cha ac e is ics o he esponden s 218 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade he s a is ical analyses, desc ip i e s a is ics we e used i s , ollowed by explo a o y ac o analysis (EFA). C onbach’s alpha coe icien was used as a measu e o he in e nal consis- ency o indings wi hin he ob ained ac o s. In addi ion, he i o he model was examined h ough con i ma o y ac o analysis (CFA) by calcula ing he alues o se e al impo an i indices (χ2/d , CFI, TLI, IFI, GFI, NFI, RFI, RMSEA). In o de o examine he signi icance and s eng h o he ela ionships in he p oposed model, he model o s uc u al equa ions (s uc- u al equa ion modeling – SEM) was applied. In pa icula , he s eng h o he es ed ela ion- ships was e alua ed by analyzing he alues o s anda dized eg ession coe icien s. Be o e ha , he assump ions o he applica ion o SEM analysis we e examined, ha is, he p ope - ies o linea i y, no mali y, and mul icollinea i y we e es ed. 3. Resea ch esul s 3.1 Valida ion o a esea ch ool The i s s ep o he analysis was o calcula e he a i hme ic mean and s anda d de ia ion o each s a emen wi hin he i e dimensions o he Big Fi e. The goal o he desc ip i e analysis is o de e mine he homogenei y and he e ogenei y be ween he iews o he espon- den s. The esul s a e p esen ed in Tab. 2. By in e p e ing he esul s o he a i hme ic mean and s anda d de ia ion, i can be no ed ha he esponden s gene ally belie e ha all he ac o s examined in he pape (Big Mani es a iablesMean SD Fac o loading Sou ce o mani es a iables Ex o e sion Talka i e 4.61 0.743 0.839 McC ae and Cos a (1990) Social 4.57 0.726 0.842 McC ae and Cos a (1990) Asse i eness 4.01 1.041 0.832 McC ae and Cos a (1990) Accep abili y Rough4.00 1.335 0.249 McC ae and Cos a (1990) Ca e ul 4.49 0.682 0.232 McC ae and Cos a (1990) Conscien iousness Fundamen al 4.61 0.738 0.839 McC ae and Cos a (1990) Lazy 3.59 1.497 0.851 McC ae and Cos a (1990) E icien 4.59 0.625 0.844 McC ae and Cos a (1990) Neu o icism Ca ing 4.66 0.677 0.844 McC ae and Cos a (1990) Fas kni ing 4.18 1.075 0.841 McC ae and Cos a (1990) Relaxed 4.22 1.076 0.840 McC ae and Cos a (1990) Tab. 2: Values o desc ip i e s a is ics (a i hme ic mean and s anda d de ia ion) and ac o loading – Pa 1 219 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade Fi e, WOM, sa is ac ion, loyal y) in luence hei beha io when i comes o consume loyal y owa ds b ands o mobile phones. The highes alue o he a i hme ic mean e e s o s a e- men s ela ed o communica ion (4.91) and loyal y (4.83). The lowes alue o he a i h- me ic mean was ob ained in he s a emen ha e e s o he concep o he consume ’s pe sonali y, ha is, wi hin he dimension o conscien iousness, and ha o consume s who a e lazy (3.59). By analyzing he alue o he s anda d de ia ion, i can be s a ed ha he mos homogeneous a i udes o he espon- den s a e in ela ion o he s a emen „I would like o sha e my expe ience o buying he b and wi h o he people” (s anda d de ia ion 0.334), while he g ea es he e ogenei y o a i udes can be seen in he s a emen “I am sa is ied wi h his b and and i s pe o mance” (s anda d de ia ion 1.697). The ini ial phase o he s a is ical analy- sis is de o ed o es ing he eliabili y and Mani es a iables Mean SD Fac o loading Sou ce o mani es a iables Openness O iginal 4.42 0.791 0.830 McC ae and Cos a (1990) Pe son alues a is ic expe iences 4.47 0.986 0.834 McC ae and Cos a (1990) Imagina i e 4.47 0.840 0.835 McC ae and Cos a (1990) WOM I would ecommend he b and o o he people (Wom1). 3.74 1.630 0.825 Liu (2006) I would like o sha e my expe ience o buying he b and wi h o he people (Wom2). 4.91 0.334 0.825 Liu (2006) Sa is ac ion I am sa is ied wi h his b and and i s pe o mance (S1). 3.71 1.697 0.601 Fo nell (1992) My choice o buy his b and was a wise one (S2). 4.47 1.013 0.601 Fo nell (1992) Loyal y Whene e possible I choose my a o i e b and, he p ice di e ence be ween indi idual b ands a ec s my in en ion o buy my a o i e b and (LOY1). 4.83 0.434 0.820 Aake (1997) I wan o pay a highe p ice when buying my a o i e b and and wi hou hinking (LOY2). 4.48 0.990 0.752 Aake (1997) I buy my a o i e b and because I am sa is ied and acquain ed wi h he b and (LOY3). 4.44 0.914 0.583 Ra ch o d (1987) I hink i is he bes choice o me (LOY4). 4.30 1.039 0.648 Ra ch o d (1987) Sou ce: own Tab. 2: Values o desc ip i e s a is ics (a i hme ic mean and s anda d de ia ion) and ac o loading – Pa 2 226 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade Cooley, C. H. (1998). On sel and social o ganiza ion. Uni e si y o Chicago P ess. E anschi zky, H., Ramaseshan, B., Woi- se schläge , D. M., Richelsen, V., Blu , M., & Backhaus, C. (2011). Consequences o cus ome loyal y o he loyal y p og am and o he company. Jou nal o he Academy o Ma - ke ing Science, 40(5), 625–638. h ps://doi.o g/ 10.1007/s11747-011-0272-3 Finley, A. J., C owell, A. L., Ha mon-Jones, E., & Schmeichel, B. J. (2016). The in luence o ag eeableness and ego deple ion on emo- ional esponding. Jou nal o Pe sonali y, 85(5), 643–657. h ps://doi.o g/10.1111/jopy.12267 Fo nell, C. (1992). A na ional cus ome sa - is ac ion ba ome e : The Swedish expe ience. Jou nal o Ma ke ing, 56(1), 6–21. h ps://doi. o g/10.1177/002224299205600103 Gal on, F. (1884). Measu emen o cha ac- e . Fo nigh ly Re iew, 36, 179–185. Ge be , A. S., Hube , G. A., Dohe y, D., & Dowling, C. M. (2011). The Big Fi e pe sonal- i y ai s in he poli ical a ena. Annual Re iew o Poli ical Science, 14(1), 265–287. h ps://doi. o g/10.1146/annu e -polisci-051010-111659 Gibson, P. (2021). In e ne o hings sensing in as uc u es and u ban big da a analy ics in sma sus ainable ci y go e nance and man- agemen . Geopoli ics, His o y, and In e na ional Rela ions, 13(1), 42–52. Guile a, T., Ba alla, I., Fo né, C., & Sole - González, J. (2019). Empa hy and big i e pe sonali y model in medical s uden s and i s ela ionship o gende and special y p e e ence: A c oss-sec ional s udy. BMC Medical Educa- ion, 19(1). h ps://doi.o g/10.1186/s12909-019- 1485-2 Guo, Y., Bao, Y., S ua , B. J., & Le-Nguy- en, K. (2018). To sell o no o sell: Explo ing selle s’ us and isk o cha geback aud in c oss-bo de elec onic comme ce. In o ma ion Sys ems Jou nal, 28(2), 359–383. h ps://doi.o g/ 10.1111/isj.12144 Hai , J., Black, W., Babin, B., Ande son, R., & Ta ham, R. (2006). Mul i a ia e da a analysis (6 h ed.). Pea son P en ice Hall. Hall, C. S., & Lindzey, G. (1998). Theo ies o pe sonali y. Wiley. Hasan, H., Al-Dmou , H. H., & Al- Dmou , R. H. (2020). The e ec o eWOM on e-loyal y: The media ing ole o e-sa is ac ion. In e na ional Jou nal o Cus ome Rela ionship Ma ke ing and Managemen , 11(3), 82–100. h ps://doi.o g/10.4018/ijc mm.2020070105 Hennig-Thu au, T., Gwinne , K. P., Walsh, G., & G emle , D. D. (2004). Elec onic wo d-o -mou h ia consume -opinion pla - o ms: Wha mo i a es consume s o a icula e hemsel es on he in e ne ? Jou nal o In e ac- i e Ma ke ing, 18(1), 38–52. h ps://doi.o g/ 10.1002/di .10073 Hewi , P. L., & Fle , G. L. (2007). When does conscien iousness become pe ec ion- ism? Cu en Psychia y, 6(7), 49–60. Hin on, P. R., B ownlow, C., McMu ay, I., & Cozens, B. (2004). SPSS explained. Rou - ledge. h ps://doi.o g/10.4324/9780203642597 Hosseinali, A., Seyed, S. M., Reza, T., Seyed, A. H. T., & Elham, M. (2014). An in es i- ga ion on he e ec s o pe sonal cha ac e is ics on wo d o mou h ad e isemen . Managemen Science Le e s, 4, 393–396. h ps://doi.o g/ 10.5267/j.msl.2013.12.010 Huang, H. H., Mi chell, V., & Rosenaum-El- lio , R. (2012). A e consume and b and pe son- ali ies he same? Psychology & Ma ke ing, 29(5), 334–349. h ps://doi.o g/10.1002/ma .20525 Iqbal, J., Malik, M., Yousa , S., & Yaqub, R. M. S. (2021). B and epu a ion, b and expe ience, and elec onic wo d o mou h owa d sma phone: In es iga ing he media - ing ole o b and lo e. Jou nal o Public A ai s, 21(3), 1–7. h ps://doi.o g/10.1002/pa.2455 James, W. (1892). Psychology: B ie e cou se. Macmillan and Co. h ps://doi.o g/ 10.1037/11630-000 Jensen-Campbell, L. A., & G aziano, W. G. (2001). Ag eeableness as a mode a o o in e - pe sonal con lic . Jou nal o Pe sonali y, 69(2), 323–362. h ps://doi.o g/10.1111/1467-6494. 00148 Judge, T. A., & Bono, J. E. (2000). Fi e- ac o model o pe sonali y and ans- o ma ional leade ship. Jou nal o Applied Psy- chology, 85(5), 751–765. h ps://doi.o g/10.1037/ 0021-9010.85.5.751 Kazemi, A., PaEmami, V. M., Abbasza- deh, A., & Pou zamani, J. (2013). Impac o b and iden i y on cus ome loyal y and wo d o mou h communica ions, conside ing media ing ole o cus ome sa is ac ion and b and commi - men (Case s udy: Cus ome s o Mella Bank in Ke manshah). In e na ional Jou nal o Academ- ic Resea ch in Economics and Managemen Sciences, 2(4), 1–13. h ps://doi.o g/10.6007/ ija ems/ 2-i4/1 Koma aju, M., Ka au, S. J., Schmeck, R. R., & A dic, A. (2011). The Big Fi e pe sonali y 227 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade ai s, lea ning s yles, and academic achie e- men . Pe sonali y and Indi idual Di e ences, 51(4), 472–477. h ps://doi.o g/10.1016/j.paid. 2011.04.019 Lăză oiu, G., Negu iţă, O., G ecu, I., G ecu, G., & Mi an, P. C. (2020). Consume s’ decision-making p ocess on social comme ce pla o ms: Online us , pe cei ed isk, and pu - chase in en ions. F on ie s in Psychology, 11, 890. h ps://doi.o g/10.3389/ psyg.2020.00890 Le uky ėa, N., & U bona ičius, S. (2022). Impac o he cong uence be ween b and pe sonali y and consume pe sonali y on emo- ional loyal y: Wha makes Apple and Samsung di e en . Ma ke -T žiš e, 34(1), 59–77. h ps:// doi.o g/10.22598/m /2022.34.1.59 Li, F., & Du, T. C. (2011). Who is alking? An on ology-based opinion leade iden i ica- ion amewo k o wo d-o -mou h ma ke ing in online social blogs. Decision Suppo Sys- ems, 51(1), 190–197. h ps://doi.o g/10.1016/ j.dss.2010.12.007 Lin, H.-H., & Wang, Y.-S. (2006). An ex- amina ion o he de e minan s o cus ome loy- al y in mobile comme ce con ex s. In o ma ion & Managemen , 43(3), 271–282. h ps://doi.o g/ 10.1016/j.im.2005.08.001 Liu, Y. (2006). Wo d o mou h o mo ies: I s dynamics and impac on box o ice e enue. Jou - nal o Ma ke ing, 70(3), 74–89. h ps://doi.o g/ 10.1509/jmkg.70.3.074 Ma ques, H. S., & Dias, A. (2022). The in- luence o expe ien ial ma ke ing on cus ome sa is ac ion and loyal y. Jou nal o P omo ion Managemen , 28(7), 994–1018. h ps://doi.o g/ 10.1080/10496491.2022.2054903 Mau i, A. G., & Minazzi, R. (2013). Web e iews in luence on expec a ions and pu chas- ing in en ions o ho el po en ial cus ome s. In- e na ional Jou nal o Hospi ali y Managemen , 34, 99–107. h ps://doi.o g/10.1016/j.ijhm.2013. 02.012 McC ae, R. R., & Cos a, P. T. (1990). Pe - sonali y in adul hood. Guild o d P ess. Meine s, N., Schwa ing, U., & Seebe g- e , B. (2010). The enaissance o wo d-o -mou h ma ke ing: A ‘new’ s anda d in wen y- i s cen u y ma ke ing managemen ? In e na ional Jou nal o Economic Science Resea ch, 3(2), 79–97. Mo ei a, A. C., Sil a, P. M., & Mou in- ho, V. F. (2016). Di e ences be ween s aye s, swi che s, and hea y swi che s: A s udy in he elecommunica ions se ice ma ke . Ma ke ing In elligence & Planning, 34(6), 843–862. h ps:// doi.o g/10.1108/mip-07-2015-0128 Mundel, J., Huddles on, P., Behe, B., Sage, L., & La ona, C. (2018). An eye acking s udy o minimally b anded p oduc s: Hedo- nism and b anding as p edic o s o pu chase in en ions. Jou nal o P oduc & B and Manage- men , 27(2), 146–157. h ps://doi.o g/10.1108/ jpbm-07-2016-1282 Nguyen, O. D. Y., Lee, J. J., Ngo, L. V., & Quan, T. H. M. (2022). Impac s o c isis emo ions on nega i e wo d-o -mou h and beha iou al in en ion: E idence om a milk c isis. Jou nal o P oduc & B and Manage- men , 31(4), 536–550. h ps://doi.o g/10.1108/ jpbm-05-2020-2901 Nica, E. (2021). U ban big da a analy ics and sus ainable go e nance ne wo ks in in e- g a ed sma ci y planning and managemen . Geopoli ics, His o y, and In e na ional Rela- ions, 13(2), 93–106. h ps://doi.o g/10.22381/ ghi 13220217 Pe in, L. A. (2003). The science o pe so- na li y. Ox o d Uni e si y P ess. Popp, B., & Wo a schek, H. (2017). Con- sume -b and iden i ica ion e isi ed: An in eg a- i e amewo k o b and iden i ica ion, cus ome sa is ac ion, and p ice image and hei ole o b and loyal y and wo d o mou h. Jou nal o B and Managemen , 24(3), 250–270. h ps:// doi.o g/10.1057/s41262-017-0033-9 P ayag, G., Hosany, S., Muska , B., & Del Chi- appa, G. (2017). Unde s anding he ela ionships be ween ou is s emo ional expe iences, pe - cei ed o e all image, sa is ac ion, and in en ion o ecommend. Jou nal o T a el Resea ch, 56(1), 1–48. h ps://doi.o g/10.1177/0047287515620567 Rahi, S., & Ishaq, M. (2020). Fac o s in lu- encing online shopping beha io wi h media ing ole o cus ome pe cei ed alue. In P oceed- ings o 51s In e na ional Scien i ic Con e ence on Economic and Social (pp. 121–134). Va az- din De elopmen and En ep eneu ship Agency. Rahman, M. S., Mannan, M., Hos- sain, M. A., Zaman, M. H., & Hassan, H. (2018). Taci knowledge-sha ing beha io among he academic s a : T us , sel -e icacy, mo i a- ion and Big Fi e pe sonali y ai s embedded model. In e na ional Jou nal o Educa ional Managemen , 32(5), 761–782. h ps://doi.o g/ 10.1108/ijem-08-2017-0193 Ra ch o d, B. T. (1987). New insigh s abou he FCB g id. Jou nal o Ad e ising Resea ch, 27(4), 24–38. 228 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade Republic Ins i u e o S a is ics o Se bia. (2022). Use o in o ma ion and communica- ion echnologies in he Republic o Se bia, 2021. h ps://publikacije.s a .go . s/G2021/Pd / G202116016.pd Rowley, J. (2005). The ou Cs o cus- ome loyal y. Ma ke ing In elligence & Plan- ning, 23(6), 574–581. h ps://doi.o g/10.1108/ 02634500510624138 Sama , R., & Mazu i, A. G. (2019). Does gami ied elemen s in luence on use ’s in en- ion o adop in e ne banking wi h in eg a- ion o UTAUT and gene al sel -con idence. In e na ional Jou nal o Business Excellence, 19(3), 394–414. h ps://doi.o g/10.1504/ijbex. 2019.102835 Šeimienė, E. (2015). Impac o cong uen- cies be ween b and pe sonali y, ypical b and use and consume pe sonali y on pu chase in en ion [PhD hesis.]. Vilnius Uni e si y. Seo, E. J., Pa k, J.-W., & Choi, Y. J. (2020). The e ec o social media usage cha ac e is ics on e-WOM, us , and b and equi y: Focus- ing on use s o ai line social media. Sus ain- abili y, 12(4), 1691. h ps://doi.o g/10.3390/ su12041691 Se a Can allops, A., & Sal i, F. (2014). New consume beha io : A e iew o esea ch on eWOM and ho els. In e na ional Jou nal o Hospi ali y Managemen , 36, 41–51. h ps://doi. o g/10.1016/j.ijhm.2013.08.007 Skackauskiene, I., Vilkai e-Vai one, N., Raudeliuniene, J., & Da ida iciene, V. (2016). A model o measu ing passenge loyal y. T ans- po , 31(1), 100–107. h ps://doi.o g/10.3846/ 16484142.2015.1094748 S a is a. (2022). Numbe o sma phones sold o end use s wo ldwide om 2007 o 2023. h ps://www.s a is a.com/s a is ics/263437/ global-sma phone-sales- o-end-use s-since- 2007/ S e ko, R., Ga u o a, B., Olea o a, M., Bacik, R., & Nebesky, L. (2023). Ex ended mod- el o mobile shopping accep ance: An empi ical s udy o consume beha io . E&M Economics and Managemen , 26(4), 148–166. h ps://doi. o g/10.15240/ ul/001/2023-5-002 S ehel, V., B adley, C., Sule , P., & Bilan, S. (2021). Cybe -physical sys em-based eal- ime moni o ing, indus ial big da a analy ics, and sma ac o y pe o mance in sus ainable manu ac u ing in e ne o hings. Economics, Managemen , and Financial Ma ke s, 16(1), 42–51. S e nbe g, R. J. (2000). In elligence and wis- dom. In R. J. S e nbe g (Ed.), Handbook o in- elligence (pp. 631–649). Camb idge Uni e si y P ess. h ps://doi.o g/10.1017/cbo9780511807 947.029 S oebe , J., O o, K., & Dalbe , C. (2009). Pe ec ionism and he Big Fi e: Conscien- iousness p edic s longi udinal inc eases in sel -o ien ed pe ec ionism. Pe sonali y and Indi idual Di e ences, 47(4), 363–368. h ps:// doi.o g/10.1016/j.paid.2009.04.004 Swanson, S. R., & Hsu, M. K. (2012). The e - ec o eco e y locus a ibu ions and se ice ail- u e se e i y on wo d-o -mou h and epu chase beha io s in he hospi ali y indus y. Jou nal o Hospi ali y & Tou ism Resea ch, 35(4), 511–529. h ps://doi.o g/10.1177/1096348010382237 Teimou i, H., Fanae, N., Jenab, K., Khou y, S., & Moslehpou , S. (2016). S udying he ela ionship be ween b and pe sonali y and cus ome loyal y: A case s udy o Samsung mobile phone. In e na ional Jou nal o Busi- ness and Managemen , 11(2), 1–10. h ps://doi. o g/10.5539/ijbm. 11n2p1 Wang, Y. J., He nandez, M. D., & Mino , M. S. (2010). Web aes he ics e ec s on pe cei ed on- line se ice quali y and sa is ac ion in an e- ail en i onmen : The mode a ing ole o pu chase ask. Jou nal o Business Resea ch, 63(9–10), 935–942. h ps://doi.o g/10.1016/j.jbus es.2009. 01.016 Wo hing on, S., Russell-Benne , R., & Hä el, C. (2010). A i-dimensional app oach o audi ing b and loyal y. Jou nal o B and Managemen , 17(4), 243–253. h ps://doi.o g/ 10.1057/bm.2009.24 Yacouel, N., & Fleische , A. (2012). The ole o cybe media ies in epu a ion building and p ice p emiums in he online ho el ma ke . Jou - nal o T a el Resea ch, 51(2), 219–226. h ps:// doi.o g/10.1177/0047287511400611 Yang, C. (2017). In e cul u al non e bal communica ion compe ence as in e cul u al esponsi eness in he second language lea n- ing class oom. In In e cul u al esponsi eness in he second language lea ning class oom (pp. 127–147). IGI Global. h ps://doi.o g/ 10.4018/978-1-5225-2069-6.ch008 Yang, J., Guo, F., & Zhang, M. (2017). Op imal planning o swapping/cha ging s a ion ne wo k wi h cus ome sa is ac ion. T anspo - a ion Resea ch Pa E: Logis ics and T ans- po a ion Re iew, 103, 174–197. h ps://doi. o g/10.1016/j. e.2017.04.012 229 2024, olume 27, issue 4, pp. 211–229, DOI: 10.15240/ ul/001/2024-5-023 Ma ke ing and T ade Yang, J., & Mundel, J. (2022). E ec s o b and eedback o nega i e eWOM on b and lo e/ha e: An expec ancy iola ion app oach. Jou nal o P oduc & B and Managemen , 31(2), 279–292. h ps://doi.o g/10.1108/jpbm-05-2020- 2900 Zhang, Y., Zhang, J., & Sakulsinlapako n, K. (2020). Lo e becomes ha e? O lo e is blind? Mo- de a ing e ec s o b and lo e upon consume s’ e alia ion owa ds b and ailu e. Jou nal o P oduc & B and Managemen , 30(3), 415–432. h ps://doi.o g/10.1108/jpbm-07-2019-2470