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Standardization in Services: Assessing the Impact on Customer Satisfaction

Koval, Oksana

Abstract

To achieve high competitiveness, the companies need to satisfy varying customer needs. The changing nature of customer preferences leads to the increased complexity of the processes in service companies. In order to deliver the services of the high quality at the accepted costs, the companies resort to the process standardization. However, excessive process standardization may lead to company’s inability to cater to the different customer needs, and hinder firm competitiveness over time. The goal of the present study, thus, is to evaluate the impact of standardization on customer satisfaction, and identify factors that can further foster this relationship. We identify the factors that impact the standardization-customer satisfaction relationship through exploratory and confirmatory factor analysis, and then perform a structural equation model linking standardization to customer satisfaction in the system of multiple mediating factors. The analysis of 304 firms reveals the positive impact of standardization on customer satisfaction. We further evaluate the effect of employee rewards and recognition system, quality-oriented culture, management commitment, training and development as well as goal setting and project management on standardization-customer satisfaction relationship. The analysis reveals the triad of the factors that are cardinal to improvement of customer satisfaction through standardization: training on improvement methods, rewards and recognition of employees to stimulate their participation in improvement initiatives, as well as management commitment. Further analysis reveals certain regional differences in the prevailing factors contributing to standardization across studied countries. The study contributes to the scarce field of knowledge of standardization application in services domain as well as provide directions for the further scholarly work in the field of process improvement and standardization as well as guidelines for the practitioners conducting process improvement in their organizations.

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186 2019, XXII, 3 Ma ke ing and T ade 10.15240/ ul/001/2019-3-012 In oduc ion The se ice o ganiza ions de elop complex se ice o e ings and p ocedu es o ca e o he changing cus ome s’ equi emen s. The inc eased complexi y o he se ice p ocesses hal s e ec i eness o he ope a ions and may lead o he lowe i m compe i i eness o e ime (Schä e meye , Rosenk anz, & Hol en, 2012). The complexi y o se ice ope a ions induces long wai ing imes o cus ome s and high non- alue added cos s o he companies (Geo ge, 2003), and he di e si y o he se ice o e ings challenges e ec i eness o he p ocesses (Ca lbo g, Kinds öm, & Kowalkowski, 2013; Sil es o & Lus a o, 2015). Due o he di ec cus ome pa icipa ion in he se ice p oduc ion, cus ome has powe o signi ican ly impac and dis o se ice ope a ions (Zome dijk & de V ies, 2007). Thus, o ackle he issue o edundancy and imp o e pe o mance, companies make de e mined e o s o s anda dize hei ope a ions. The s anda diza ion boos s en e p ise pe o mance h ough cos , ime educ ion and quali y imp o emen (Da enpo , 2005; Müns e mann, Eckha d , & Wei zel, 2010). The uni ica ion o he business p ocesses leads o he imp o ed con ol and collabo a ion be ween depa men s (Wuellenwebe , Koenig, Beimbo n, & Wei zel, 2009). The d i e o con inuous imp o emen is now p ominen in he se ices segmen , and he p ocess s anda diza ion is c i ical o ensu e e ec i eness o imp o emen e o s (Ande son, Rung usana ham, Sch oede , & De a aj, 1995; Be ge , 1997). The goal o s anda diza ion and con inuous imp o emen is o achie e highe cus ome sa is ac ion in he ligh o he changing cus ome p e e ences, while deli e ing pe o mance bene i s (Ande son, Fo nell, & Rus , 1997; Deming, 1993; Imai, 1986; Like & Mo gan, 2006). Howe e , excessi e s anda diza ion may ha e nega i e impac on cus ome sa is ac ion, since s anda d ope a ions may no ailo o he needs o he a ied cus ome base (Babba , 1992; Hsiao, Chen, Chang, & Chiu, 2016; Lill ank, Shani, & Lindbe g, 2001). Thus, in he ace o he g owing cus omiza ion end, companies ace he con lic ing ade-o o mee cus ome demands and deli e pe o mance imp o emen s (Sil es o & Lus a o, 2015). Ou analysis o he li e a u e e eals he sca ci y o s udies on he impac o s anda diza ion on cus ome sa is ac ion, ye less in se ices. The s udy o Müns e mann, on S e en, Laume and Eckha d (2010) on s anda diza ion o human esou ce p ocesses p o ides o a a e excep ion. The p esen s udy con ibu es o he scan ield o knowledge o s anda diza ion applica ion in se ices, since he p e ious esea ch has mainly ocused on heal hca e, elecommunica ion and manu ac u ing indus ies. The majo i y o he s udies on s anda diza ion assesses he sa ing gains, o en o e looking he impo ance o cus ome sa is ac ion, e en hough cus ome sa is ac ion is linked o a highe cus ome e en ion and imp o ed e enue (Rus & Chung, 2006; Tyagi & Gup a, 2013). The exis ing accoun s also ail o conside s anda diza ion wi hin he wide o ganiza ional imp o emen p ocess ha o en akes place simul aneously. S anda diza ion o he ope a ions in ol es signi ican cos s due o he in es men in he design o he new p ocesses and employee aining (Wang, Wang, Ma, & Qiu, 2010). A he ini ial s age o s anda diza ion, he equi ed in es men may ou weigh he bene i s associa ed wi h he highe p ocess eliabili y and a minimal cus ome sa is ac ion imp o emen . Howe e , e ec i e implemen a ion o he s anda dized p ocesses will e en ually b ing in economies o scale and emendous imp o emen o he se ice quali y (Wang e al., 2010). STANDARDIZATION IN SERVICES: ASSESSING THE IMPACT ON CUSTOMER SATISFACTION Oksana Ko al, S ephen Naba eseh, Felici a Ch omjako á EM_3_2019.indd 186 05.09.2019 9:51:02 187 3, XXII, 2019 Ma ke ing and T ade Despi e he impo ance o s anda diza ion o mode n businesses, he condi ions os e ing e ec i eness o s anda diza ion emain la gely unde s udied. The p e ious esea ch has ocused on iden i ying wha le el o p ocess a ie y as opposed o s anda diza ion should be kep , in o de o mee cus ome equi emen s (A le bach, Bolsinge , & Röglinge , 2016). In hei esea ch, Schä e meye e al. (2012) ind ha complexi y o he p ocesses signi ican ly hinde s business p ocess s anda diza ion. Rome o e al. (2015) builds upon con ingency heo y and iden i ies h ee g oups o he ac o s ha impac s anda diza ion: ex e nal (di e ences in cul u e and legisla ion), in e nal (o ganiza ional s uc u e and le el o company dispe sion) as well as immedia e (manage ial p e e ences). S anda diza ion is inhe en o con inuous imp o emen ; ye , he e is a dea h, i no absence, o he esea ch ega ding how ac o s ha impac con inuous imp o emen , in luence s anda diza ion and ope a ional pe o mance o he i m. To esol e his disc epancy in ou esea ch we p o ide an al e na i e app oach o unde s anding he ac o s in luencing ela ionship be ween s anda diza ion and cus ome sa is ac ion h ough he p ism o con inuous imp o emen ; hus, we a gue ha ac o s ha a e p o en o in luence con inuous imp o emen will also os e s anda diza ion in he o ganiza ions. The goal o he esea ch is o assess he impac o con inuous imp o emen p ac ices on he s anda diza ion – cus ome sa is ac ion ela ionship in he con ex o he se ices i ms. The g owing dependence o he global economy on he se ices sec o and a lack o he esea ch on he se ice companies p o ide a compelling case o he s udy. 1. Li e a u e Re iew 1.1 S anda diza ion and Con inuous Imp o emen S anda diza ion o he ope a ions enables o ganiza ions o emo e non- alue added wo k h ough educ ion o complexi y and excessi e edundancy. The o ganiza ions employ p ocess s anda diza ion o achie e uni o mi y and anspa ency o he ope a ions ac oss alue chain (Wuellenwebe e al., 2009). Shaw, Holland, Kawalek, Snowdon and Wa boys (2007) conside s anda diza ion as an o ganiza ional e o o b ing ope a ions o a single s anda d business p ocess. S anda dized ope a ions educe a iance associa ed wi h each ask, minimize ambigui y, and help employees a oid cos ly mis akes (C osby, 1979; Gilson, Ma hieu, Shalley, & Ruddy, 2005). The uni ica ion o he p ocesses ensu es high quali y o he deli e ed se ices. Howe e , Taubi z (2014) ound ha excessi e s anda diza ion can lead o he e o s and iola ion o occupa ional sa e y. Shaw e al. (2007) de ine s anda diza ion as a pa o he “me a” p ocess o con inuous imp o emen in he o ganiza ion. The p ocess s anda diza ion is embedded wi hin he concep o con inuous imp o emen , ensu ing communica ion and in o ma ion low be ween he indi iduals and eams, in ol ed in he imp o emen p ojec s, h ough uni ica ion o he bes p ac ices and communica ion ools (Ma son & S au e , 2009; Nakamu a, 1993). In he Six Sigma DMAIC cycle (De ine-Measu e- Analyze-Imp o e Con ol) s anda diza ion is undamen al o he Con ol s age, whe e he newly es ablished e ined p ocesses a e documen ed, employees a e ained and he moni o ing plans a e es ablished; hus, making he new p ocess an accep ed s anda d (Boon Sin, Zailani, I anmanesh, & Ramayah, 2015; Pyzdek & Kelle , 2009). Con inuous Imp o emen (CI) is an umb ella concep ying oge he imp o emen me hodologies such as To al Quali y Manage- men , Lean and Six Sigma in o a comp ehensi e imp o emen app oach, bene i ing om he complemen a y na u e o he me hodologies (Be ge , 1997). Con inuous imp o emen is an ongoing e inemen o he s anda ds es ablished wi hin he o ganiza ion and s anda dized p ocesses a e he p e equisi e o he u he changes (Be ge , 1997; Nakamu a, 1993). As a es imony o his s a emen , Be ge (1997) p o ides an example o he PDCA (Plan-Do- Check-Ac ) loop o he Lean me hodology, whe e e e y imp o emen e o s leads o he es ablishmen o he new s anda d ope a ions ha a e con inuously imp o ed h ough he applica ion o PDCA. 1.2 Rela ionship be ween Se ices S anda diza ion and Cus ome Sa is ac ion Cus ome sa is ac ion (CS) is ypically iewed as an ex en o which pe cei ed se ice pe o mance co esponds o he p io cus ome expec a ions (Ande son EM_3_2019.indd 187 05.09.2019 9:51:02 188 2019, XXII, 3 Ma ke ing and T ade e al., 1997). The quali y o he p o ided se ice, as pe cei ed by he cus ome , has an in ica e impac on cus ome sa is ac ion, and is dependen on he homogenei y o he se ice quali y (Pa asu aman, Zei haml, & Be y, 1998; Rome o e al., 2015; Wang e al., 2010). The objec i e o he se ice ope a ions s anda diza ion is o sa is y as many cus ome s as possible, while accommoda ing only a limi ed numbe o cus ome needs, which is akin o he mass p oduc ion o goods (Simonson & Nowlis, 2000). Gilson e al. (2005) sugges ha cus ome s may pe cei e employees, ained o pe o m ope a ions based on he se o s anda ds, as mo e knowledgeable, which, in u n, should lead o he highe cus ome - pe cei ed quali y o he se ice. Thus, due o he high le el o in e ac ion wi h he cus ome s du ing he se ice p oduc ion, s anda diza ion o p ocesses could be especially ele an he se ice employees. The s anda diza ion o p ocesses ha e led o he eme gence o he e m “McDonaldiza ion” in he se ice indus ies (Ri ze , 2011). The s anda dized p ocesses p o ide an ad an age o p edic abili y and consis ency o he se ice s anda d; hus, deli e ing he same high le el o se ice quali y and cus ome sa is ac ion du ing e e y in e ac ion wi h he o ganiza ion (Ding & Keh, 2016; Hsieh & Hsieh, 2001). The echnological ad ancemen s and in en ion o sel -se ice echnologies has led o a highe le el o se ice consis ency, especially in a el, hospi ali y, banking and e ail indus ies (Le i , 1976). The esea che s ha e demons a ed ha cus ome sa is ac ion depends on he quali y o he se ice; howe e , li le esea ch has been done o add ess he ques ion o how s anda diza ion o he se ice a ec s cus ome sa is ac ion. The e is a disag eemen among schola s ega ding he na u e o he ela ionship be ween cus ome sa is ac ion and s anda diza ion. Ope a ions esea ch and p oduc ion managemen li e a u e sugges s ha his ela ionship is posi i e (C osby, 1979; Deming, 1993; Ju an, 1988). In hei esea ch Müns e mann, Eckha d , e al. (2010) ound ha s anda diza ion o he hi ing p ocess deli e ed 30% cos educ ion. In economics li e a u e, howe e , i is main ained ha an inc eased cus ome ocus leads o he g ow h o he p oduc ion cos s, lowe e iciency and p oduc i i y (Ande son e al., 1997; Ha , 1995; Wang e al., 2010). The esea che s Chiang and Wu (2014) pos ula e ha s anda diza ion o he se ice ope a ions leads o he inc ease o cus ome o ien a ion among employees. The e is also e idence o he posi i e impac o p ocess s anda diza ion on job sa is ac ion (Chiang & Wu, 2014; Hsieh & Hsieh, 2001). Howe e , Rus , Je ey, Jianmin and Zaho ik (1999) asse ha excessi e cus omiza ion can be ha m ul o he e en ion o cus ome s. Gilson e al. (2005) ha e simila indings: eams wi h he s anda d p ocesses achie e highe cus ome sa is ac ion, howe e , excessi e s anda diza ion may educe employee c ea i i y and p oblem sol ing skills, hus, esul ing in educ ion o cus ome sa is ac ion. Building on he p e ious esea ch we hypo hesize ha s anda diza ion posi i ely in luences cus ome sa is ac ion: Hypo hesis 1 (H1): S anda diza ion has a posi i e impac on cus ome sa is ac ion. 1.3 Fac o sIn luencingE ec i eness o S anda diza ion and Measu emen I em The s anda diza ion–cus ome sa is ac ion ela ionship is embedded wi hin he wide o ganiza ional con ex , and, consequen ly, is a ec ed by he he e ogeneous in e nal and ex e nal ac o s (Duncan, 1972). In ou esea ch we ollow p e ious s udies linking s anda diza ion o cus ome sa is ac ion. We conside s anda diza ion a pa o an ongoing con inuous imp o emen p ocess wi hin he o ganiza ion. Wi h his assump ion in mind, we build u he hypo heses and p opose he ollowing s a emen s ega ding s anda diza ion: 1) s anda diza ion is inhe en o con inuous imp o emen ; 2) con inuous imp o emen has a posi i e impac on cus ome sa is ac ion, hus, s anda diza ion also posi i ely impac s cus ome sa is ac ion; 3) he ela ionship be ween s anda diza ion and cus ome sa is ac ion can be impac ed by he ac o s, ha a e p o en o os e con inuous imp o emen . To e lec he complex ela ionship be ween s anda diza ion and cus ome sa is ac ion, we in oduce mul iple media o s, ollowing Shah and Golds ein (2006). The e is a scan esea ch ega ding ac o s ha in luence s anda diza ion in he i ms. Since s anda diza ion is one o he key elemen s o CI, in ou esea ch we a gue ha he ac o s, in luencing CI, also ha e impac on s anda diza ion. We d aw u he EM_3_2019.indd 188 05.09.2019 9:51:02 189 3, XXII, 2019 Ma ke ing and T ade hypo heses based on he no ion o ela edness o s anda diza ion o CI. The su ey i ems we e con ex ualized om p io esea ch and modi ied o applica ion in he se ices indus y. To ope a ionalize he cons uc s, he sui able measu emen s we e adap ed om he esea ch li e a u e (see Appendix A). In line wi h he li e a u e e iew we asked esea ch pa icipan s o e alua e in luence o S anda diza ion on imp o emen o cus ome sa is ac ion on he 1-5 Like - ype scale, whe e 1 is o S ongly Disag ee and 5 o S ongly Ag ee. We conside cus ome sa is ac ion as he majo indica o s o ope a ional pe o mance based on Imai (1986), Deming (1993); Bessan and F ancis (1999); Anand e al. (2009). We adap he S anda diza ion measu e om Deming (1993), Kim, Kuma and Kuma (2012) as well as Like (2006). Fig. 1 p o ides he model o he hypo hesized ela ionships. Employee Rewa ds and Recogni ion Rewa ds and ecogni ion aid in educing employee esis ance owa ds he changes, associa ed wi h he p ocess s anda diza ion and imp o emen p ojec s. When no ewa ded app op ia ely, employees may sabo age he imp o emen ini ia i e (Oláh, Szolnok, Nagy, Lengyel, & Popp, 2017; T on oll, B own, G emle , & Ed a dsson, 2011). A he same ime, o ganiza ions ha ha e designed employee ewa ds and ecogni ion sys ems ha ensu e high le el o employee in ol emen and pa icipa ion, epo be e esul s om p ocess imp o emen (Hab oo , 2016; Yang, Lee, & Cheng, 2014). In ou esea ch, we a gue ha employee ewa ds and ecogni ion acili a e p ocess s anda diza ion in he company. Iden i ica ion o he p ocess s anda diza ion oppo uni ies equi es e o s on he side o employees, and app op ia e ewa ds sys em will d i e employee mo i a ion owa ds highe s anda diza ion. Hypo hesis 2 (H2): E ec i e ecogni ion and ewa d sys em ein o ces he posi i e ela ionship be ween s anda diza ion and cus ome sa is ac ion. Quali y-O ien ed Cul u e The quali y-o ien ed cul u e engages employees a e e y le el by p omo ing sha ed alue o cus ome ocus. Consequen ly, in an a emp o deli e he se ice o p oduc o consis en ly high quali y, o ganiza ions end o s anda dize hei p ocesses. Resea che s acknowledge he undamen al ole o he quali y-o ien ed cul u e o e ec i eness o imp o emen e o s (Cal o-Mo a, Picón, Ruiz, & Cauzo, 2013; Hab oo , 2016). Quali y cul u e di ec ly in luences he le el o employee in ol emen in p ocess imp o emen and s anda diza ion (Tsi onis & Psychogios, 2016). Sophis ica ed quali y cul u e se es as an in eg a ing ool o o ganiza ions, and helps hem o o e come implemen a ion ba ie s (De e , Sch oede , & Mau iel, 2000; Dow, Samson, & Fo d, 1999; P ajogo & B own, 2006). We concep ualize his media o om De e e al. (2000); Bo olo i e al. (2015); Jayan h and Xu (2016). Hypo hesis 3 (H3): Quali y-o ien ed cul u e posi i ely media es he ela ionship be ween s anda diza ion and cus ome sa is ac ion. Managemen Commi men The managemen o he o ganiza ion should be he d i ing o ce behind imp o emen ini ia i e (Powell, 1995; Bessan & F ancis,1999; Bo olo i e al., 2015; Hab oo , 2016). Leade ship can demons a e i s commi men o he imp o emen and s anda diza ion by p o iding esou ces a he ope a ional le el and de ining s a egic goals ha inco po a e p ocess imp o emen a he o ganiza ional le el (Haikonen, Sa olainen, & Jä inen, 2004). Managemen commi men o p ocess imp o emen acili a es us in leade ship among employees, which u he os e s employee au onomy and p oac i e p ocess imp o emen (Anand e al., 2009; Ch omjako á, 2016). P ocess imp o emen should in ol e employees om he shop loo o he op-le el managemen in o de o be e ec i e (Like & Mo gan, 2006). Leade ship o he o ganiza ions should exempli y he co e con inuous imp o emen alues and ensu e ha he esou ces, equi ed o p ocess imp o emen s and s anda diza ion a e alloca ed; hus demons a ing commi men o he imp o emen e o (Imai, 1986; Kaye & Ande son, 1999). Acco dingly, we hypo hesize ha high managemen commi men will lead o he high le els o p ocess s anda diza ion. Hypo hesis 4 (H4): Managemen commi - men ein o ces he posi i e ela ionship be ween s anda diza ion and cus ome sa is ac ion. T aining and De elopmen o Employees T aining o employees is a complex ac o ha can be iewed as an educa ion on he EM_3_2019.indd 189 05.09.2019 9:51:02 190 2019, XXII, 3 Ma ke ing and T ade job- ela ed skills o on he imp o emen me hod. In he p oposed esea ch, we ake he la e s ance and assess impac o he aining on imp o emen me hodology on he cus ome sa is ac ion and s anda diza ion. The p e ious s udies la gely ocus on he job- ela ed, a he han on speci ic imp o emen me hodology aining (Pon , Fu lan, & Vinelli, 2009; Zeng, Phan, & Ma sui, 2013) and he e is a gene al lack o he s udies on he impac o he imp o emen me hodology aining on he ope a ional pe o mance. Howe e , Polli (2013) obse ed he ounda ional ole o aining o he e ec i eness o imp o emen e o in he o ganiza ion. Thus, we hypo hesize ha aining in imp o emen echniques will acili a e s anda diza ion in he company. We a gue ha app op ia e aining equips employees wi h he se o skills o iden i y s anda diza ion oppo uni ies: Hypo hesis 5 (H5): T aining and de elopmen o employees ha e a posi i e impac on he s anda diza ion-cus ome sa is ac ion ela ionship. Goal Se ing and P ojec Managemen The p ope selec ion and coo dina ion o imp o emen p ojec s co esponding o he s a egic goals can lead o an imp o ed ope a ional e ec i eness (Choo, Linde man, & Sch oede , 2007; Kaynak, 2003; Powell, 1995). The de eloped sys em o he imp o emen p ojec s, aligned wi h he s a egic goals o he company, a e ca dinal o sus ainabili y o he imp o emen ini ia i e beyond he ini ial oll-ou (Anand e al., 2009; Cal o-Mo a e al., 2013). Fo a long- e m e ec i eness o imp o emen ini ia i e, he o ganiza ion needs o igo ously selec p ojec s ha mee cus ome s’ needs (Jääskeläinen, Laihonen, & Lönnq is , 2014); o he wise, ailu e o adop a cus ome - ocused app oach may lead o de e io a ion o o ganiza ional pe o mance. O ganiza ions ha iden i y p ojec s based on hei impo ance o he s a egic p io i ies a e mo e in eg a ed and able o o e come unnecessa y complexi y (Galeazzo, Fu lan, & Vinelli, 2016). Resea che s emphasize he necessi y o a uni ied coo dina ion and goal se ing o imp o emen ini ia i es and asce ain posi i e impac o p ojec managemen on e ec i eness o he imp o emen ini ia i e (Gonzalez & Ma ins, 2016). Thus, we a gue ha he o ganiza ions exe cising goal se ing and p ojec managemen o imp o emen ini ia i e would bene i om a highe le el o p ocess s anda diza ion. We adap he media o Goal Se ing and P ojec Managemen om Galeazzo e al. (2016), Kaynak (2003), Sabella, Kashou and Om an (2014). Hypo hesis 6 (H6): Goal se ing and p ojec managemen ein o ce he posi i e ela ionship be ween s anda diza ion and cus ome sa is ac ion. 2. Me hodology – Da a Collec ion and Sample The da a was collec ed h ough he su ey ins umen in ou coun ies: he Czech Republic, Poland, Slo ak Republic and Hunga y ha o m a Viseg ad Fou (V4) g oup. We used da abases om he na ional in es men and de elopmen agencies o iden i y ini ial con ac s in he se ice companies (see ABSL, 2016; CzechIn es , 2015; HIPA, 2015; PITA, 2015; SARIO, 2015), and u he used snowballing echnique as well as in o ma ion a ailable online o each wide esea ch sample (Edmondson & McManus, 2007). To ga he da a om he se ice i ms wi h su icien numbe o manage s, we aimed a selec ing companies wi h mo e han 100 employees. Expe ience in con inuous imp o emen o a ailabili y o es ablished imp o emen p og am in he company was ano he selec ion c i e ion. The i ms we e solici ed o pa icipa ion by email, calling o pe sonal isi when app op ia e. To ensu e eliabili y and comp ehensi eness o he su ey ins umen , we consul ed 2 acul y membe s, 2 senio consul an s as well as 4 con inuous imp o emen manage s. Upon ecei ing mani old eedback, he ins umen was modi ied p io o la ge-scale s udy. As a inal s ep in p epa a ion o he su ey, we conduc ed a pilo s udy on wen y- wo companies o con i m he easibili y o selec ed app oach and ins umen (Dillman, Smy h, & Ch is ian, 2014). A cus om web-su ey ha gene a ed and sen a unique link o he esponden s was used o da a collec ion. Cus omized online su ey ensu ed secu i y and p i acy o he esea ch pa icipan s (Dillman e al., 2014). To ensu e eliabili y o he esul s and o a oid bias, we aimed a collec ing mul iple esponses om op manage s, eam leade s and on -line employees a he pa icipa ing (Woodside, 2016). We applied a pessimis ic app oach o agg ega e da a a he company le el h ough sub ac ion o he minimum alues om he esponses in each case (Has ie, Tibshi ani, & F iedman, 2001). The inal esponse a e EM_3_2019.indd 190 05.09.2019 9:51:03 191 3, XXII, 2019 Ma ke ing and T ade accoun ed o 62%. The sample consis s o 304 companies ha p o ide a wide spec um o se ices: inance, accoun ing, human esou ces, logis ics, in o ma ion echnology (including sys ems suppo ), cus ome suppo and p ocu emen . Since Viseg ad g oup expe ienced economic ansi ion and inc eased pa icipa ion in he in e na ional se ices ade (OECD, 2015), we expec a p onounced a iabili y in he CI pe o mance and p ac ices (Sch oede & Flynn, 2001; Zeng e al., 2013). Tab. 1 p o ides an o e iew o he pa icipa ing companies. 3. Resul s To clea ly asce ain he e ec o media o s on he ou come a iable (Cus ome Sa is ac ion), he media ing a iables and hei espec i e bes esponses we e u he analyzed. O e 58.1% o he esponden s epo o ha e an e ec i e ecogni ion and ewa d sys ems, 67.3% ha e a co po a e cul u e o ien ed on quali y, 64.9% ha e commi men o managemen o he imp o emen ini ia i e, 30.6% deli e p ope aining and lea ning o p ojec pa icipan s and 87% se clea goals o imp o emen o p og am. 3.1 Reliabili y Tes The eliabili y analysis was ca ied ou using C onbach Alpha o iden i y he ela ionship be ween i ems and he le el o in e nal consis ency. C onbach’s coe icien α alues o mo e han 0.7 we e conside ed o be consis en and eliable. The highe he alue o C onbach’s coe icien α o he close alpha is o 1.0, he highe he eliabili y o he measu emen i em. As indica ed in Tab. 2, he C onbach’s alpha alue o he s anda diza ion cons uc was 0.898 and 0.798 o he media o s. The alues eco ded o all he cons uc s signi y a e y s ong in e nal consis ency measu emen componen s and he eliabili y o u he analysis gua an eed. 3.2 Explo a o y Fac o Analysis Explo a o y Fac o Analysis (EFA) was pe o med on he da a o condense and summa ize da a Se ices b anch Czech Republic Slo ak Republic Hunga y Poland Finance 17 6 12 14 Accoun ing 16 5 15 15 Human Resou ces 12 5 9 14 Logis ics 10 3 7 17 In o ma ion Technology 15 5 10 15 Cus ome Suppo 18 5 19 13 P ocu emen 9 3 7 8 To al 97 32 79 96 % o basic sample 54% 53% 72% 12% Sou ce: own based on ABSL CZ (2016), HIPA (2015), PITA (2015), SARIO (2015) Tab. 1: Demog aphics o pa icipa ing companies Cons uc C onbach’s Alpha (α) C onbach’s Alpha Based on S anda dized I ems N o I ems S anda diza ion 0.898 0.900 4 Media o s 0.798 0.899 5 Sou ce: own Tab. 2: Reliabili y s a is ics EM_3_2019.indd 191 05.09.2019 9:51:03 192 2019, XXII, 3 Ma ke ing and T ade in o smalle componen s. The use o EFA u he e ealed he con e gence le el o i ems. The EFA assis ed in hypo hesizing concep s in he ini ial analysis. Acco ding o Hai , Ta ham, Ande son, and Black (1998), ac o loadings g ea e han 0.30 a e signi ican , 0.40 a e impo an while 0.50 o mo e a e e y signi ican . Also by ule o humb, ac o loadings o 0.50 o g ea e a e conside ed e y signi ican o be used o u he analysis. This pape adop ed ac o loadings o 0.50 o g ea e o be e y signi ican and u he applied he 0.50 ac o loading in he Pa h analysis o he hypo heses. P io o he ac o analysis, an ap io i analysis based on he P incipal Componen Analysis (PCA) was ca ied ou o de e mine he sui abili y o ac o analysis on he da a using he Kaise -Meye - Olkin (KMO) Measu e o Sampling Adequacy and he Ba le ’s Tes o Sphe ici y. As indica ed in Tab. 3, he Ba le ’s Tes o Sphe ici y is s a is ically signi ican a a P = 0.00, a KMO o 0.778 and a co ela ion ma ix p oducing co ela ions o 0.30 o abo e be ween a iables. The PCA was adap ed o p oduce he eigen alues in he ac o loadings able. Eigen alues o a leas 1 we e highly e ained. Howe e , o he ini ial alues close o one we e also conside ed, since he measu emen a iables a e ew. Th ee measu emen i ems in s anda diza ion accoun o 90.881% o o al a iance and wo media ing a iables accoun ed o 70.33% o o al a iance as indica ed in Tab. 3. Fo con e gen and disc iminan alidi y, he cons uc s/dimensions sa is ied p io equi emen s wi h ac o loadings g ea e han 0.50. 3.3 Con i ma o yFac o AnalysisUsing S uc u al Equa ion Models (SEM) To espond o he hypo hesis, i s he di ec impac o s anda diza ion on CS was assessed. Then media ion a iables such as ewa ds, quali y-o ien ed cul u e, managemen commi men , aining and goal se ing we e in oduced o asce ain he impac o such media o s on he ou comes wi h he e ec Componen Ini ial Eigen alues Ex ac ion Sums o Squa ed Loadings To al % o Va iance Cumula i e %To al % o Va iance Cumula i e % S anda diza ion A1 1.809 47.324 57.324 1.809 47.324 47.324 A2 1.454 22.003 69.327 1.454 22.003 69.327 A3 1.001 21.554 90.881 1.001 21.554 90.881 A4 .866 9.119 100.00 Media o s C1 1.56 44.18 44.18 1.56 44.18 44.18 C2 1.03 26.15 70.33 1.03 26.15 70.33 C3 .75 15.75 86.08 C4 .70 13.92 100.00 KMO and Ba le ’s Tes Kaise -Meye -Olkin Measu e o Sampling Adequacy .778 Ba le ’s Tes o Sphe ici y App ox. Chi-Squa e 2,278.132 d . 92 Sig. .000 Sou ce: own No e: Ex ac ion me hod: P incipal Componen Analysis. Tab. 3: To al a iance explained EM_3_2019.indd 192 05.09.2019 9:51:03 193 3, XXII, 2019 Ma ke ing and T ade on he La en Va iable (see Appendix A). Co ela ions we e de e mined o analyze he s eng h o ela ionship be ween he a iables. F om Tab. 4, h ee measu emen i ems o s anda diza ion signi ican ly ela e o he ou come a iable o cus ome sa is ac ion. The model gene a ed o espond o he hypo heses was e alua ed o alida e he in e nal consis ency eliabili y, con e gen alidi y and disc iminan alidi y. The A e age Va iance Ex ac ed (AVE) was used o alida e he con e gen alidi y o he la en a iable in he model. I can be obse ed in Tab. 5 ha all he measu emen i ems a e abo e he h eshold o 0.5 as by ule o humb. The squa e oo o AVE, using he Fo nell-Lacke C i e ion Disc iminan Validi y Tes , has high diagonal esul s o 0.722. This con i ms he disc iminan alidi y o he model. 3.4 Tes ing Impac o Media o s on S anda diza ion-Cus ome Sa is ac ion Rela ionship Cus ome sa is ac ion is dependen on a lo o a iables. Companies may misapp op ia e ce ain condi ions o cus ome sa is ac ion wi hou ca e ully aligning a iables o in luence. This pape u he assessed he pa ame e s closely associa ed wi h cus ome sa is ac ion by de eloping six hypo heses. The model in Fig. 1, and he esul s deplo ed in Tab. 6 p esen he pic o ial indings. Using he s anda diza ion la en a iables wi h media o s applied, he model in Fig. 1 inco po a es Cus ome sa is ac ion as he ou pu a iable. The model is highly i o be analyzed and deployed in p ac ical se ings. A ca e ul analyses o he i indices in Tab. 6 indica e ha chi-squa e is no signi ican a a es s a is ic o 0.05, RMSEA < 0.05 and CFI is 0.971. F om Tab. 6 and Fig. 2, H3 and H6 a e he hypo heses no suppo ed in he analysis. The g ea e he le el o s anda diza ion in a company, he highe he posi i e impac on CS. This esul is suppo ed by a 99.974% o accu acy, 0.000 P- alue and a T-s a is ic o abo e 2. Fo CS o be enhanced, ewa ds and ecogni ion o employees in ol ed in s anda diza ion mus be in place, which is con i med by he esul o he second hypo hesis wi h a p- alue o 0.011. The o he measu emen indices a o he conclusion d awn o hypo hesis 2. The commi men o managemen La en Va iable S anda diza ion A1 A2 A3 A4 Cus ome Sa is ac ion 0.459** 0.384** 0.223* −0.411 P-Value 0.000 0.003 0.000 0.103 Sou ce: own No e: **, * Co ela ion is signi ican a 0.01 and 0.05 le els ( wo ailed), espec i ely. La en Va iable Symbols Boo s apped T-Value (loadings) Loadings Composi e Reliabili y C onbach’s Alpha AVE S anda diza ion A1 3.657 0.792 0.850 0.750 0.587 A2 3.302 0.696 A3 4.500 0.822 A4 3.046 0.676 Sou ce: own Tab. 4: Co ela ions o la en a iable and ou come Tab. 5: Quali y c i e ia EM_3_2019.indd 193 05.09.2019 9:51:03 194 2019, XXII, 3 Ma ke ing and T ade Fig. 1: Model wi h media o s o cus ome sa is ac ion Sou ce: own Hypo hesis Model Pa h Coe icien P-Value S.E. T-S a is ic Ou come H1 S anda diza ion → CS 0.740 0.000 0.026 3.913 Suppo ed H2 S anda diza ion → Rewa ds →CS 0.243 0.011 0.000 2.442 Suppo ed H3 S anda diza ion → Quali y cul u e →CS −0.021 0.881 0.143 2.113 No Suppo ed H4 S anda diza ion → managemen commi men →CS 0.153 0.001 0.016 3.318 Suppo ed H5 S anda diza ion → employee aining →CS 0.093 0.021 0.052 3.854 Suppo ed H6 S anda diza ion → Goal se ing and P ojec Managemen →CS 0.347 0.057 0.033 3.616 No Suppo ed Chi2 = 733.726 P > chi2 = 0.058 R2 = 0.980 RMSEA = 0.034 d = 304 CFI = 0.971 Sou ce: own Tab. 6: Hypo heses e alua ion and i indices o Cus ome Sa is ac ion (CS) EM_3_2019.indd 194 05.09.2019 9:51:04 201 3, XXII, 2019 Ma ke ing and T ade Zeng, J., Phan, C. A., & Ma sui, Y. (2013). Supply chain quali y managemen p ac ices and pe o mance: An empi ical s udy. Ope a ions Managemen Resea ch, 6(1-2), 19-31. h ps:// doi.o g/10.1007/s12063-012-0074-x. Zome dijk, L. G., & de V ies, J. (2007). S uc u ing on o ice and back o ice wo k in se ice deli e y sys ems – An empi ical s udy o h ee design decisions. In e na ional Jou nal o Ope a ions & P oduc ion Managemen , 27(1), 108-131. h ps://doi. o g/10.1108/01443570710714565. Ing. Oksana Ko al, Ph.D. Tomas Ba a Uni e si y in Zlin Facul y o Managemen and Economics Depa men o Indus ial Enginee ing and In o ma ion Sys ems Czech Republic [email p o ec ed] Ing. S ephen Naba eseh, Ph.D. Tomas Ba a Uni e si y in Zlin Facul y o Managemen and Economics Depa men o S a is ics and Quan i a i e Me hods Czech Republic [email p o ec ed] p o . Ing. Felici a Ch omjako á, Ph.D. Tomas Ba a Uni e si y in Zlin Facul y o Managemen and Economics Depa men o Indus ial Enginee ing and In o ma ion Sys ems Czech Republic [email p o ec ed] EM_3_2019.indd 201 05.09.2019 9:51:05 202 2019, XXII, 3 Ma ke ing and T ade Measu emen I em I em Code I em Desc ip ion Suppo ing Re e ences Independen Va iable S anda diza ion A1 We usually de elop s anda d ope a ing p ocedu es o all p ocesses. Peng, Sch oede , & Shah, 2008; Pon e al., 2009; Taylo , Taylo , & McSweeney, 2013; Ungan, 2006 A2 We end o s anda dize p ocesses be ween se ed clien s. Anand e al., 2009; Gonzalez & Ma ins, 2016; Like & Mo gan, 2006 A3 We usually use Bes P ac ices as an example o ollow and change o he p ocesses acco dingly. Chak a o y, 2009; Kaye & Ande son, 1999; Sabella e al., 2014 A4 We end o s anda dize p ocesses be ween se ed coun ies. Deming, 1993; Kim e al., 2012; Like & Mo gan, 2006; Powell, 1995; Swa ling & Olausson, 2011 Media o s Employee Rewa ds and Recogni ion C1 Ou company has es ablished an e ec i e ecogni ion and ewa d sys em o s imula e employee pa icipa ion in Con inuous Imp o emen . Bessan & F ancis, 1999; Deming, 1993; Dow e al., 1999; Nai , Malho a, & Ahi e, 2011; Yang e al., 2014 Quali y Cul u e C2 Ou company has a s ong co po a e cul u e o ien ed on quali y and suppo s associa ed cul u al changes. Bo olo i e al., 2015; Cal o-Mo a e al., 2013; Dow e al., 1999; Gonzalez & Ma ins, 2016; Hab oo , 2016; Jayan h & Xu, 2016; Sabella e al., 2014 Managemen Commi men C3 Managemen o he company shows a s ong commi men o CI h ough egula communica ion abou CI, pa icipa ion in he imp o emen e en s and isible suppo o he CI p og am. Anand, Chhajed, & Del in, 2012; Bo olo i e al., 2015; Cal o-Mo a e al., 2013; Hab oo , 2016; Nai e al., 2011; Powell, 1995; Samson & Te zio ski, 1999 T aining and de elopmen C4 Ou company ensu es ha employees, pa icipa ing in CI p ojec s, ecei ed p ope aining and lea ning oppo uni ies. Bo olo i e al., 2015; Dow e al., 1999; Hab oo , 2016; Jayan h & Xu, 2016; Laux, Johnson, & Cada, 2015; Pon e al., 2009; Yang e al., 2014; Zeng e al., 2013 Goal Se ing and P ojec Managemen C5 Ou company se s goals and imp o emen p ojec s ha ocus on cus ome needs. Anand e al., 2009; Cal o-Mo a e al., 2013; Galeazzo e al., 2016; Kaynak, 2003; Sabella e al., 2014 Ou come Va iable Cus ome Sa is ac ion D2 We ha e imp o ed cus ome sa is ac ion h ough con inuous imp o emen p ojec s in ou company. Ande son e al., 1995; Deming, 1993; Imai, 1986; Jayan h & Xu, 2016; Pie cy & Rich, 2009 Sou ce: own No e: All i ems use i e-poin Like - ype scales, whe e 1 = s ongly disag ee and 5 = s ongly ag ee. Appendix A: Measu emen i em o SEM models EM_3_2019.indd 202 05.09.2019 9:51:05 203 3, XXII, 2019 Ma ke ing and T ade Abs ac sTanda dizaTion in se ices: assessing The impacT on cusTome saTis acTion Oksana Ko al, S ephen Naba eseh, Felici a Ch omjako á To achie e high compe i i eness, he companies need o sa is y a ying cus ome needs. The changing na u e o cus ome p e e ences leads o he inc eased complexi y o he p ocesses in se ice companies. In o de o deli e he se ices o he high quali y a he accep ed cos s, he companies eso o he p ocess s anda diza ion. Howe e , excessi e p ocess s anda diza ion may lead o company’s inabili y o ca e o he di e en cus ome needs, and hinde i m compe i i eness o e ime. The goal o he p esen s udy, hus, is o e alua e he impac o s anda diza ion on cus ome sa is ac ion, and iden i y ac o s ha can u he os e his ela ionship. We iden i y he ac o s ha impac he s anda diza ion-cus ome sa is ac ion ela ionship h ough explo a o y and con i ma o y ac o analysis, and hen pe o m a s uc u al equa ion model linking s anda diza ion o cus ome sa is ac ion in he sys em o mul iple media ing ac o s. The analysis o 304 i ms e eals he posi i e impac o s anda diza ion on cus ome sa is ac ion. We u he e alua e he e ec o employee ewa ds and ecogni ion sys em, quali y-o ien ed cul u e, managemen commi men , aining and de elopmen as well as goal se ing and p ojec managemen on s anda diza ion- cus ome sa is ac ion ela ionship. The analysis e eals he iad o he ac o s ha a e ca dinal o imp o emen o cus ome sa is ac ion h ough s anda diza ion: aining on imp o emen me hods, ewa ds and ecogni ion o employees o s imula e hei pa icipa ion in imp o emen ini ia i es, as well as managemen commi men . Fu he analysis e eals ce ain egional di e ences in he p e ailing ac o s con ibu ing o s anda diza ion ac oss s udied coun ies. The s udy con ibu es o he sca ce ield o knowledge o s anda diza ion applica ion in se ices domain as well as p o ide di ec ions o he u he schola ly wo k in he ield o p ocess imp o emen and s anda diza ion as well as guidelines o he p ac i ione s conduc ing p ocess imp o emen in hei o ganiza ions. Key Wo ds: S anda diza ion, cus ome sa is ac ion, con inuous imp o emen , S uc u al Equa ion Modeling (SEM). JEL Classi ica ion: L8, L12, O33. DOI: 10.15240/ ul/001/2019-3-012 EM_3_2019.indd 203 05.09.2019 9:51:05