Cognitive and affective dimensions of waiting time satisfaction in Indonesian spicy noodle chains

Authors

  • Ivan Jonston Paulus Department of Management, Faculty of Business and Economics, Universitas Surabaya, Surabaya
  • Bobby Ardiansyahmiraja Department of Management, Faculty of Business and Economics, Universitas Surabaya, Surabaya
  • Marco Antonio Jose Yohanes Department of Management, Faculty of Business and Economics, Universitas Surabaya, Surabaya
  • Jun Kajee Southern Utah University, Cedar City

DOI:

https://doi.org/10.31106/jema.v22i2.24211

Keywords:

Perceived Waiting Time, Waiting Area Attractiveness, Cognitive Satisfaction, Affective Satisfaction, Customer Satisfaction, Fast-Dining Experience, Spicy Noodle Chain

Abstract

This study introduces and conceptualizes the “Spicy Noodle Chain” as a distinct fast-dining category, identifying cognitive satisfaction, rooted in fairness and efficiency, as the primary driver of customer satisfaction and loyalty in fast-paced dining contexts. It examines how waiting time satisfaction influences overall customer satisfaction in Indonesia’s emerging Spicy Noodle Chain segment, a localized evolution of the fast-food industry that remains underexplored in academic research. Using data from 195 respondents analyzed through Partial Least Squares Structural Equation Modelling (PLS-SEM), the study investigates both cognitive and affective dimensions of waiting time satisfaction. The findings reveal that the attractiveness of the waiting area and perceived waiting time significantly influence affective satisfaction, while experience evaluation strongly affects cognitive satisfaction and overall satisfaction. However, affective satisfaction does not significantly influence overall satisfaction, suggesting that emotional responses are less enduring than cognitive judgments. Overall, the results highlight that fairness perceptions and operational efficiency have a more profound impact on customer satisfaction than transient emotions, offering new insights into service experience management within fast-dining environments.

References

Anderson, E. W., Fornell, C., & Lehmann, D. R. (1994). Customer satisfaction, market share, and profitability: Findings from Sweden. Journal of Marketing, 58(3), 53-66. https://doi.org/10.1177/002224299405800304

Antonides, G., Verhoef, P. C., & Van Aalst, M. (2002). Consumer perception and evaluation of waiting time: A field experiment. Journal of Consumer Psychology, 12(3), 193-202. https://doi.org/10.1207/S15327663JCP1203_02

Ayodeji, Y., & Rjoub, H. (2021). Investigation into waiting time, self‐service technology, and customer loyalty: The mediating role of waiting time in satisfaction. Human Factors and Ergonomics in Manufacturing & Service Industries, 31(1), 27-41. https://doi.org/10.1002/hfm.20867

Ayodeji, Y., Rjoub, H., & Özgit, H. (2023). Achieving sustainable customer loyalty in airports: The role of waiting time satisfaction and self-service technologies. Technology in Society, 72, 1-11. https://doi.org/10.1016/j.techsoc.2022.102106

Baker, J., & Cameron, M. (1996). The effects of the service environment on affect and consumer perception of waiting time: An integrative review and research propositions. Journal of the Academy of marketing Science, 24(4), 338-349. https://doi.org/10.1177/0092070396244005

Bekker, R., Koole, G. M., Nielsen, B. F., & Nielsen, T. B. (2011). Queues with waiting time dependent service. Queueing systems, 68(1), 61-78. https://doi.org/10.1007/s11134-011-9225-2

Bielen, F., & Demoulin, N. (2007). Waiting time influence on the satisfaction‐loyalty relationship in services. Managing Service Quality: An International Journal, 17(2), 174-193. https://doi.org/10.1108/09604520710735182

Bitner, M. J., Booms, B. H., & Tetreault, M. S. (1990). The service encounter: diagnosing favorable and unfavorable incidents. Journal of Marketing, 54(1), 71-84. https://doi.org/10.1177/002224299005400105

Biya, M., Gezahagn, M., Birhanu, B., Yitbarek, K., Getachew, N., & Beyene, W. (2022). Waiting time and its associated factors in patients presenting to outpatient departments at public hospitals of Jimma Zone, Southwest Ethiopia. BMC Health Services Research, 22(1), 1-8. https://doi.org/10.1186/s12913-022-07502-8

Candra, F., Ellitan, L., & Agrippina, Y. R. (2023). Pengaruh kualitas produk dan kualitas layanan terhadap niat beli kembali melalui kepuasan pelanggan Wizzmie di Surabaya. EKOMA: Jurnal Ekonomi, Manajemen, Akuntansi, 3(1), 218-237. https://doi.org/10.56799/ekoma.v3i1.2159

Caruelle, D., Lervik-Olsen, L., & Gustafsson, A. (2023). The clock is ticking—or is it? Customer satisfaction response to waiting shorter vs. longer than expected during a service encounter. Journal of Retailing, 99(2), 247-264. https://doi.org/10.1016/j.jretai.2023.03.003

Chan, C. Y. T., & Petrikat, D. (2022). Self-service technology: Benefits and challenges. Journal of Computer Science and Technology Studies, 4(2), 118-127. https://doi.org/10.32996/jcsts.2022.4.2.14

Chen, A., & Peng, N. (2018). Examining consumers’ intentions to dine at luxury restaurants while traveling. International Journal of Hospitality Management, 71, 59-67. https://doi.org/10.1016/j.ijhm.2017.11.009

Chien, S. Y., & Lin, Y. T. (2015). The effects of the service environment on perceived waiting time and emotions. Human Factors and Ergonomics in Manufacturing & Service Industries, 25(3), 319-328. https://doi.org/10.1002/hfm.20542.

Chin, W. W. (1998). The partial least squares approach to structural equation modeling. In Modern methods for business research (pp. 295-336). Psychology Press.

De Vries, J., Roy, D., & De Koster, R. (2018). Worth the wait? How restaurant waiting time influences customer behavior and revenue. Journal of operations Management, 63, 59-78. https://doi.org/10.1016/j.jom.2018.05.001

Dickson, D., Ford, R.C. & Laval, B. (2005). Managing real and virtual waits in hospitality and service organizations. Cornell Hotel and Restaurant Administration Quarterly, 46(1), 52–68. https://doi.org/10.1177/0010880404271560

Djelassi, S., Diallo, M.F. & Zielke, S. (2018). How does self-service technology experience evaluation affect waiting time and customer satisfaction? A moderated mediation model, Decision Support Systems, 111, 38–47. https://doi.org/10.1016/j.dss.2018.04.004.

Drabicki, A., Cats, O., Kucharski, R., Fonzone, A., & Szarata, A. (2023). Should I stay or should I board? Willingness to wait with real-time crowding information in urban public transport. Research in Transportation Business & Management, 47, 1-13. https://doi.org/10.1016/j.rtbm.2023.100963

Dufour, V., Wascher, C. A., Braun, A., Miller, R., & Bugnyar, T. (2012). Corvids can decide if a future exchange is worth waiting for. Biology Letters, 8(2), 201-204. https://doi.org/10.1098/rsbl.2011.0726

Durrande‐Moreau, A. (1999). Waiting for service: ten years of empirical research. International Journal of Service Industry Management, 10(2), 171-194. https://doi.org/10.1108/09564239910264334

Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50. https://doi/abs/10.1177/002224378101800104

Giebelhausen, Michael D., Robinson, S.G. & Cronin, J.J. (2011). Worth waiting for: Increasing satisfaction by making consumers wait. Journal of the Academy of Marketing Science, 39(6), 889–905. https://doi.org/10.1007/s11747-010-0222-5.

Goswami, V., & Panda, G. (2021). Performance analysis of renewal input queues with multiple vacations and synchronized abandonment. International Journal of Management Science and Engineering Management, 16(4), 229-241. https://doi.org/10.1080/17509653.2021.1936253

Hair, J. F. (2014). A primer on partial least squares structural equation modeling (PLS-SEM). Sage.

Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European business review, 31(1), 2-24. https://doi.org/10.1108/EBR-11-2018-0203

Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the academy of marketing science, 43(1), 115-135. https://doi.org/10.1007/s11747-014-0403-8

Hornik, J. (1984). Subjective vs. objective time measures: A note on the perception of time in consumer behavior. Journal of consumer research, 11(1), 615-618. https://doi.org/10.1086/208998

Hui, M. K., & Tse, D. K. (1996). What to tell consumers in waits of different lengths: An integrative model of service evaluation. Journal of marketing, 60(2), 81-90. https://doi.org/10.1177/002224299606000206

Iqbal, Q., Whitman, L. E., & Malzahn, D. (2012). Reducing customer wait time at a fast food restaurant on campus. Journal of foodservice business research, 15(4), 319-334. https://doi.org/10.1080/15378020.2012.706176.

Jin, W.L. (2015). Point queue models: A unified approach. Transportation Research Part B: Methodological, 77, 1–16. https://doi.org/10.1016/j.trb.2015.02.015

Johansyah, A. R. (2023). The effect of price and taste on Wizzmie customer satisfaction in Surabaya. JEMBA: Journal of Economics, Management, Business and Accounting, 1(2), 1-14. https://doi.org/10.54783/jemba.v1i1.7

Jones, P., & Peppiatt, E. (1996). Managing perceptions of waiting times in service queues. International Journal of Service Industry Management, 7(5), 47-61. https://doi.org/10.1108/09564239610149957

Katz, K. L., Larson, B.M. & Larson, R.C. (1991). Prescription for the waiting-in-line blues: Entertain, enlighten, and engage. Sloan Management Review , 32(2), 44–54.

Kim, J. H. (2011). Application of the concept of multi-phase experience to wait management in restaurant services. Asia Pacific Journal of Tourism Research, 16(4), 379–394. https://doi.org/10.1080/10941665.2011.588867.

Kline, R.B. (2018). Response to Leslie Hayduk’s review of principles and practice of structural equation modeling. Canadian Studies in Population, 45(3–4), 188–195. https://doi.org/10.25336/csp29418.

Kock, N., & Hadaya, P. (2018). Minimum sample size estimation in PLS‐SEM: The inverse square root and gamma‐exponential methods. Information systems journal, 28(1), 227-261. https://doi.org/10.1111/isj.12131

Koesworodjati, Y., & Fathiyyahrohmah, A. (2023). Brewing happiness: Is it just about coffee or more?. JEMA: Jurnal Ilmiah Bidang Akuntansi dan Manajemen, 20(2), 220-242. https://doi.org/10.31106/jema.v20i2.20766

Lahap, J., Azlan, R. I., Bahri, K. A., Said, N. M., Abdullah, D., & Zain, R. A. (2018). The effect of perceived waiting time on customer’s satisfaction: A focus on fast food restaurant. International Journal of Supply Chain Management, 7(5), 259-266. https://doi.org/10.59160/ijscm.v7i5.2057

Lee, Y., Chen, A. N., & Ilie, V. (2012). Can online wait be managed? The effect of filler interfaces and presentation modes on perceived waiting time online. Mis Quarterly, 36(2), 365-394. https://doi.org/10.2307/41703460

Lee, W., & Lambert, C. U. (2000). Impact of waiting time on evaluation of service quality and customer satisfaction in foodservice operations. Foodservice Research International, 12(4), 241-254. https://doi.org/10.1111/j.1745-4506.2000.tb00021.x

Leguina, A. (2015). A primer on partial least squares structural equation modeling (PLS-SEM). International Journal of Research & Method in Education, 38(2), 220–221. https://doi.org/10.1080/1743727x.2015.1005806.

Leonardi, R.J., Vick, S.J. & Dufour, V. (2012). Waiting for more: The performance of domestic dogs (Canis familiaris) on exchange tasks. Animal Cognition, 15(1), 107–120. https://doi.org/10.1007/s10071-011-0437-y.

Levin, I., & Zakay, D. (Eds.). (1989). Time and human cognition: A life-span perspective (Vol. 59). Elsevier.

Lin, Y.T., Xia, K.N. & Bei, L.T. (2015). Customer’s perceived value of waiting time for service events. Journal of Consumer Behaviour, 14(1), 28–40. https://doi.org/10.1002/cb.1498.

Lu, Y., Musalem, A., Olivares, M., & Schilkrut, A. (2013). Measuring the effect of queues on customer purchases. Management Science, 59(8), 1743-1763. https://doi.org/10.1287/mnsc.1120.1686

Lugosi, P., O’Brien, C., Olya, H., Pink, R. C., & Lavender, V. (2023). Evaluating impacts of the physical servicescape on satisfaction in cancer care waiting experiences. International Journal of Hospitality Management, 112, 103386. https://doi.org/10.1016/j.ijhm.2022.103386

Maister, D. H. (2005). The psychology of waiting lines (pp. 71-78). Boston: Harvard Business School.

Munichor, N., & Cooke, A. D. (2022). Hate the wait? How social inferences can cause customers who wait longer to buy more. Frontiers in Psychology, 13, 990671. https://doi.org/10.3389/fpsyg.2022.990671

Namkung, Y., & Jang, S. (2007). Does food quality really matter in restaurants? Its impact on customer satisfaction and behavioral intentions. Journal of Hospitality & Tourism Research, 31(3), 387-409. https://doi.org/10.1177/1096348007299924

Nuraini, F., & Novitaningtyas, I. (2022). Pengaruh harga dan kualitas pelayanan terhadap keputusan pembelian pada Mie Gacoan Cabang Magelang. Jurnal Nasional Manajemen Pemasaran & SDM, 3(2), 50-57.

Oliver, R. L. (1980). A cognitive model of the antecedents and consequences of satisfaction decisions. Journal of Marketing Research, 17(4), 460-469. https://doi.org/10.1177/002224378001700405

Pagudisaputra, B., Rahayu, S., & Widjaja, F. N. (2019). Pengaruh perceived waiting time dan satisfaction with waiting environment terhadap service satisfaction di restoran x Surabaya. CALYPTRA, 7(2), 3357-3367.

Permatasari, R. P., Oktafianis, O., & Gunaningrat, R. (2024). Pengaruh brand image, presepsi harga, dan promosi terhadap keputusan pembelian produk Mie Gacoan di wilayah Solo. Jurnal Riset Ilmu Manajemen Dan Kewirausahaan, 2(1), 256-267.

Polas, M. R. H., Rahman, Md. M., Miah, Md. A., & Hayash, M. M. A. (2018). The impact of waiting time towards customers satisfaction in fast food establishments: Evidence from Bangladesh. IOSR: Journal of Business and Management, 20(5), 11–21. https://doi.org/10.9790/487X-2005021121

Prambudi, T. S. (2025, April 2). Ekspansi Tanpa Waralaba: Strategi Kendali Mutu ala Mie Gacoan. Swa. https://swa.co.id/read/458283/ekspansi-tanpa-waralaba-strategi-kendali-mutu-ala-mie-gacoan

Pruyn, A., & Smidts, A. (1998). Effects of waiting on the satisfaction with the service: Beyond objective time measures. International journal of research in marketing, 15(4), 321-334. https://doi.org/10.1016/S0167-8116(98)00008-1

Qin, J., Xu, F., & Wang, R. (2023). Pre-service recovery: impact on customer satisfaction and acceptable waiting time. The Service Industries Journal, 43(1-2), 64-84. https://doi.org/10.1080/02642069.2019.1667979

Rai, N., & Thapa, B. (2015). A study on purposive sampling method in research. Kathmandu: Kathmandu School of Law, 5(1), 8-15.

Ramadhan, T. S., & Krisnanto, A. B. (2024). Would you be willing to pay more if AI robot waiters were introduced? The pivotal role of the need for uniqueness and perceived uniqueness. JEMA: Jurnal Ilmiah Bidang Akuntansi dan Manajemen, 21(1), 172-198. https://doi.org/10.31106/jema.v21i1.21796

Ryu, K., & Han, H. (2010). Influence of the quality of food, service, and physical environment on customer satisfaction and behavioral intention in quick-casual restaurants: Moderating role of perceived price. Journal of Hospitality & Tourism Research, 34(3), 310-329. https://doi.org/10.1177/1096348009350624

Sahabuddin, R., Arif, H. M., Manai, S. D., Suryani, D., & Sabirin, A. (2023). The influence of brand image, product quality, and price on buying interest of Wizzmie consumers in Makassar City. Jurnal Ilmiah Manajemen Dan Bisnis (JIMBI), 4(2), 230-237. https://doi.org/10.31289/jimbi.v4i2.2775

Salsabila, A., & Maskur, A. (2022). Pengaruh kualitas produk, citra merek, persepsi harga dan kualitas layanan terhadap keputusan pembelian Mie Gacoan (studi pada pelanggan Mie Gacoan di Kota Semarang). SEIKO: Journal of Management & Business, 5(1), 156-167. https://doi.org/10.37531/sejaman.v5i1.1902.

Santos, B. F., Wormer, M. M., Achola, T. A., & Curran, R. (2017). Airline delay management problem with airport capacity constraints and priority decisions. Journal of Air Transport Management, 63, 34-44. https://doi.org/10.1016/j.jairtraman.2017.05.003.

Sarkar, A., Mukhopadhyay, A. R., & Ghosh, S. K. (2011). Improvement of service quality by reducing waiting time for service. Simulation Modelling Practice and Theory, 19(7), 1689-1698. https://doi.org/10.1016/j.simpat.2011.03.004

Setiawan, D., & Irawati, Z. (2023). Pengaruh strategi pemasaran digital, harga dan kualitas produk terhadap kepuasan pelanggan Mie Gacoan. Jurnal Informatika Ekonomi Bisnis, 5(3), 657-663. https://doi.org/10.37034/infeb.v5i3.517

Sivadas, E., & Baker‐Prewitt, J. L. (2000). An examination of the relationship between service quality, customer satisfaction, and store loyalty. International Journal of Retail & Distribution Management, 28(2), 73-82. https://doi.org/10.1108/09590550010315223

Slack, N. J., Singh, G., Ali, J., Lata, R., Mudaliar, K., & Swamy, Y. (2021). Influence of fast-food restaurant service quality and its dimensions on customer perceived value, satisfaction and behavioural intentions. British Food Journal, 123(4), 1324-1344. https://doi.org/10.1108/BFJ-09-2020-0771

Soper, D. S. (2020, July). A-priori sample size calculator for structural equation models [Software].

Sulastri, D. S. (2022). Pengaruh kualitas layanan terhadap minat beli ulang di restoran Mie Gacoan Kota Bandung. International Journal Administration, Business & Organization, 3(2), 43-51. https://doi.org/10.61242/ijabo.22.209

Sulek, J. M., & Hensley, R. L. (2004). The relative importance of food, atmosphere, and fairness of wait: The case of a full-service restaurant. Cornell hotel and restaurant administration quarterly, 45(3), 235-247. https://doi.org/10.1177/0010880404265345

Sunghyup, S. H., & Han, H. (2012). A model of a patron's innovativeness formation toward a chain restaurant brand. International Journal of Contemporary Hospitality Management, 24(2), 175–199. https://doi.org/10.1108/09596111211206141.

Tamuli, A., Das, D., & Choudhury, A. (2024). Optimizing the performance of multi-server heterogeneous queueing systems with dynamic customer behaviour. Sankhya B, 86(2), 366-414. https://doi.org/10.1007/s13571-024-00340-0

Taylor, S. (1994). Waiting for service: the relationship between delays and evaluations of service. Journal of marketing, 58(2), 56-69. https://doi.org/10.1177/002224299405800205

Thomas, E. A., & Weaver, W. B. (1975). Cognitive processing and time perception. Perception & psychophysics, 17(4), 363-367. https://doi.org/10.3758/BF03199347

Tom, G., & Lucey, S. (1997). A field study investigating the effect of waiting time on customer satisfaction. The Journal of psychology, 131(6), 655-660. https://doi.org/10.1080/00223989709603847

Torres, A. R., Soto, E. J., & Patiño, D. C. (2018). Medical consultation, time and duration. Medwave, 18(5), 1-7. https://doi.org/10.5867/medwave.2018.05.7264

Tu, R., Feng, W., Lin, C., & Tu, P. (2018). Read into the lines: the positive effects of queues. Journal of Service Theory and Practice, 28(5), 661-681. https://doi.org/10.1108/JSTP-07-2017-0119

Ülkü, S., Hydock, C., & Cui, S. (2020). Making the wait worthwhile: Experiments on the effect of queueing on consumption. Management Science, 66(3), 1149-1171. https://doi.org/10.1287/mnsc.2018.3277

Van Nimwegen, C., & Van Rijn, E. (2023). Time swipes when you’re having fun: Reducing perceived waiting time while making it more enjoyable. Behaviour & Information Technology, 42(3), 307-315. https://doi.org/10.1080/0144929X.2022.2155576

Van Riel, A. C., Semeijn, J., Ribbink, D., & Bomert‐Peters, Y. (2012). Waiting for service at the checkout: Negative emotional responses, store image and overall satisfaction. Journal of service management, 23(2), 144-169. https://doi.org/10.1108/09564231211226097

Van Woensel, T., & Vandaele, N. (2007). Modeling traffic flows with queueing models: a review. Asia-Pacific Journal of Operational Research, 24(4), 435-461. https://doi.org/10.1142/S0217595907001383.

Waitwhile. (2022, June 28). Consumer survey: The state of waiting in line. Waitwhile Report. https://waitwhile.com/blog/consumer-survey-waiting-in-line/

Westbrook, R. A. (1980). Intrapersonal affective influences on consumer satisfaction with products. Journal of consumer research, 7(1), 49-54. https://doi.org/10.1086/208792

Wu, X., Levinson, D. M., & Liu, H. X. (2009). Perception of waiting time at signalized intersections. Transportation research record, 2135(1), 52-59. https://doi.org/10.3141/2135-07

Yaacob, M.R., Shaupi, N.S.A., & Shuaib, A.S.M. (2016). Perception towards factors that affect the effectiveness of an entrepreneurship training program. Journal of Entrepreneurship and Business, 4(1), 50–58. https://doi.org/10.17687/JEB.0301.05.

Yang, T., Lai, I. K. W., Fan, Z. B., & Mo, Q. M. (2021). Interactive service quality on the acceptance of self-service ordering systems for the restaurant industry. Journal of Hospitality and Tourism Technology, 12(2), 271-286. https://doi.org/10.1108/JHTT-02-2020-0041

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2025-10-31

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Paulus, I., Ardiansyahmiraja, B., Yohanes, M., & Kajee, J. (2025). Cognitive and affective dimensions of waiting time satisfaction in Indonesian spicy noodle chains. JEMA: Jurnal Ilmiah Bidang Akuntansi Dan Manajemen, 22(2), 179–205. https://doi.org/10.31106/jema.v22i2.24211