The Impact of Social Crowding on Consumers’ Online Mobile Shopping: Evidence from Behavior and ERPs

References

• Eroglu SA, Machleit K, Barr TF. Perceived retail crowding and shopping satisfaction: the role of shopping values. J Bus Res. 2005;58(8):1146–1153. doi:10.1016/j.jbusres.2004.01.005
   Web of Science ®Google Scholar
• O’Guinn TC, Tanner RJ, Maeng A. Turning to space: social density, social class, and the value of things in stores. J Consum Res. 2015;ucv010. doi:10.1093/jcr/ucv010
   Web of Science ®Google Scholar
• Puzakova M, Kwak H. Should anthropomorphized brands engage customers? The impact of social crowding on brand preferences. J Mark. 2017;81(6):99–115. doi:10.1509/jm.16.0211
   Web of Science ®Google Scholar
• Hui MK, Bateson JEG. Perceived control and the effects of crowding and consumer choice on the service experience. J Consum Res. 1991;18(2):174–184. doi:10.1086/209250
   Web of Science ®Google Scholar
• Huang X, Huang ZQ, Wyer RS. The influence of social crowding on brand attachment. J Consum Res. 2018;44(5):1068–1084. doi:10.1093/jcr/ucx087
   Web of Science ®Google Scholar
• Harrell GD, Hutt MD, Anderson JC. Path analysis of buyer behavior under conditions of crowding. J Mark Res. 1980;17(1):45–51. doi:10.1177/002224378001700105
   Web of Science ®Google Scholar
• Hwang J, Yoon SY, Bendle Lawrence J. Desired privacy and the impact of crowding on customer emotions and approach‐avoidance responses: waiting in a virtual reality restaurant. Int J Contemp Hosp Manag. 2012;24(2):224–250. doi:10.1108/09596111211206150
   Web of Science ®Google Scholar
• Plassmann H, Venkatraman V, Huettel S, Yoon C. Consumer neuroscience: applications, challenges, and possible solutions. J Mark Res. 2015;52(4):150109125622007. doi:10.1509/jmr.14.0048
   Web of Science ®Google Scholar
• Venkatraman V, Dimoka A, Pavlou PA. Predicting advertising success beyond traditional measures: new insights from neurophysiological methods and market response modeling. J Mark Res. 2015;52(4):436–452. doi:10.1509/jmr.13.0593
   Web of Science ®Google Scholar
• Dimoka A. What does the brain tell us about trust and distrust? Evidence from a functional neuroimaging study. Mis Q. 2010;34(2):373–396. doi:10.2307/20721433
   Web of Science ®Google Scholar
• Tong L, Acikalin M, Genevsky A, Shiv B, Knutson B. Brain activity forecasts video engagement in an internet attention market. Proc Natl Acad Sci U S A. 2020;117(12):201905178. doi:10.1073/pnas.1905178117
   Web of Science ®Google Scholar
• Gearhardt A, Yokum S, Harris J, Epstein L, Lumeng J. Neural response to fast food commercials in adolescents predicts intake. Am J Clin Nutr. 2020;111(3):111. doi:10.1093/ajcn/nqz305
   Web of Science ®Google Scholar
• Bell L, Vogt J, Willemse C, Routledge T, Butler LT, Sakaki M. Beyond self-report: a review of physiological and neuroscientific methods to investigate consumer behavior. Front Psychol. 2018:9.
   PubMed Web of Science ®Google Scholar
• Özkara B, Bagozzi R. The use of event related potentials brain methods in the study of conscious and unconscious consumer decision making processes. J Retail Consum Serv. 2021;58:102202. doi:10.1016/j.jretconser.2020.102202
   Web of Science ®Google Scholar
• Casado-Aranda L-A, Liébana-Cabanillas F, Sánchez-Fernández J. A neuropsychological study on how consumers process risky and secure E-payments. J Interact Mark. 2018;43:151–164. doi:10.1016/j.intmar.2018.03.001
   Web of Science ®Google Scholar
• Maeng A, Tanner RJ, Soman D. Conservative when crowded: social crowding and consumer choice. J Mark Res. 2013;50(6):739–752. doi:10.1509/jmr.12.0118
   Web of Science ®Google Scholar
• Mackingtosh E, West S, Saegert S. Two studies of crowding in urban public spaces. Environ Behav. 1975;7(2):159–184. doi:10.1177/001391657500700203
   Web of Science ®Google Scholar
• Collette J, Webb SD. Urban density, household crowding and stress reactions. Aust N Z J Sociol. 1976;12(3):184–191. doi:10.1177/144078337601200302
   Web of Science ®Google Scholar
• Sherrod DR. Crowding, perceived control, and behavioral aftereffects. J Appl Soc Psychol. 1974;4(2):171–186. doi:10.1111/j.1559-1816.1974.tb00667.x
   Web of Science ®Google Scholar
• Li J-GT, Kim J-O, Lee SY. An empirical examination of perceived retail crowding, emotions, and retail outcomes. Serv Ind J. 2009;29(5):635–652. doi:10.1080/02642060902720121
   Web of Science ®Google Scholar
• Tse ACB, Sin L, Yim FH. How a crowded restaurant affects consumers’ attribution behavior. Int J Hosp Manag. 2002;21(4):449–454. doi:10.1016/S0278-4319(02)00035-X
   Google Scholar
• Mk H, Je B. Perceived control and the effects of crowding and consumer choice on the service experience. J Consum Res. 1991.
   Web of Science ®Google Scholar
• Consiglio I, De Angelis M, Costabile M. The effect of social density on word of mouth. J Consum Res. 2018;45(3):511–528.
   Web of Science ®Google Scholar
• Wan EW, Xu J, Ding Y. To be or not to be unique? The effect of social exclusion on consumer choice. J Consum Res. 2014;40(6):1109–1122. doi:10.1086/674197
   Web of Science ®Google Scholar
• Yoon C, Gonzalez R, Bechara A, et al. Decision neuroscience and consumer decision making. Mark Lett. 2012;23(2):473–485. doi:10.1007/s11002-012-9188-z
   Web of Science ®Google Scholar
• Smidts A, Hsu M, Sanfey AG, et al. Advancing consumer neuroscience. Mark Lett. 2014;25(3):257–267. doi:10.1007/s11002-014-9306-1
   Web of Science ®Google Scholar
• Camerer C, Yoon C. Introduction to the journal of marketing research special issue on neuroscience and marketing. J Mark Res. 2015;52(4):423–426. doi:10.1509/0022-2437-52.4.423
   Web of Science ®Google Scholar
• Liu W, Liang X, Wang X, Guo F. The evaluation of emotional experience on webpages: an event-related potential study. Cogn Technol Work. 2019;21(2):317–326. doi:10.1007/s10111-018-0507-x
   Web of Science ®Google Scholar
• Zhang WK, Jin J, Wang AL, Ma QG, Yu HH. Consumers’ implicit motivation of purchasing luxury brands: an EEG Study. Psychol Res Behav Manag. 2019;12:913–929. doi:10.2147/PRBM.S215751
   PubMed Web of Science ®Google Scholar
• Jin J, Zhang W, Chen ML. How consumers are affected by product descriptions in online shopping: event-related potentials evidence of the attribute framing effect. Neurosci Res. 2017;125:21–28. doi:10.1016/j.neures.2017.07.006
   PubMed Web of Science ®Google Scholar
• Jin J, Wang C, Yu L, Ma Q. Extending or creating a new brand: evidence from a study on event-related potentials. Neuroreport. 2015;26(10):572–577. doi:10.1097/WNR.0000000000000390
   PubMed Web of Science ®Google Scholar
• Wang Q, Meng L, Liu M, Wang Q, Ma Q. How do social-based cues influence consumers’ online purchase decisions? An event-related potential study. Electron Commer Res. 2016;16(1):1–26. doi:10.1007/s10660-015-9209-0
   Web of Science ®Google Scholar
• Pozharliev R, Verbeke WJMI, Strien JWV, Bagozzi RP. Merely being with you increases my attention to luxury products: using EEG to understand consumers’ emotional experience of luxury branded products. J Mark Res. 2015;52(4):150409072827005. doi:10.1509/jmr.13.0560
   Web of Science ®Google Scholar
• Yoon C, Gutchess AH, Feinberg F, Polk TA. A functional magnetic resonance imaging study of neural dissociations between brand and person judgments. J Consum Res. 2006;33(1):31–40. doi:10.1086/504132
   Web of Science ®Google Scholar
• Ma Q, Feng Y, Xu Q, Bian J, Tang H. Brain potentials associated with the outcome processing in framing effects. Neurosci Lett. 2012;528(2):110–113. doi:10.1016/j.neulet.2012.09.016
   PubMed Web of Science ®Google Scholar
• Leng Y, Zhou X. Modulation of the brain activity in outcome evaluation by interpersonal relationship: an ERP study. Neuropsychologia. 2010;48(2):448–455. doi:10.1016/j.neuropsychologia.2009.10.002
   PubMed Web of Science ®Google Scholar
• Gehring WJ, Willoughby AR. The medial frontal cortex and the rapid processing of monetary gains and losses. Science. 2002;295(5563):2279–2282. doi:10.1126/science.1066893
   PubMed Web of Science ®Google Scholar
• Jin J, Yu L, Ma Q. Neural basis of intrinsic motivation: evidence from event-related potentials. Comput Intell Neurosci. 2013;2015:1–6. doi:10.1155/2015/698725
   Web of Science ®Google Scholar
• Ma Q, Meng L, Wang L, Shen Q. I endeavor to make it: effort increases valuation of subsequent monetary reward. Behav Brain Res. 2014;261:1–7. doi:10.1016/j.bbr.2013.11.045
   PubMed Web of Science ®Google Scholar
• Jin J, Wang A, Liu J, Pan J, Lyu D. How does monetary loss empathy modulate generosity in economic sharing behavior? An ERPs study. Neuropsychologia. 2020;141:107407. doi:10.1016/j.neuropsychologia.2020.107407
   PubMed Web of Science ®Google Scholar
• Wu Y, Zhou X. The P300 and reward valence, magnitude, and expectancy in outcome evaluation. Brain Res. 2009;1286:114–122. doi:10.1016/j.brainres.2009.06.032
   PubMed Web of Science ®Google Scholar
• Kliegel M, Horn AB, Zimmer H. Emotional after‐effects on the P3 component of the event‐related brain potential. Int J Psychol. 2003;38(3):129–137. doi:10.1080/00207590344000006
   Web of Science ®Google Scholar
• Shang Q, Huang YJ, Ma QG. Hazard levels of warning signal words modulate the inhibition of return effect: evidence from the event-related potential P300. Exp Brain Res. 2015;233(9):2645–2653. doi:10.1007/s00221-015-4335-4
   PubMed Web of Science ®Google Scholar
• Shen Q, Zhu L, Meng L, et al. To reveal or not to reveal? Observation of social outcomes facilitates reward processing. Front Neurosci. 2021;14.
   Web of Science ®Google Scholar
• Jin J, Wang A, Liu J, Pan J. How does monetary loss empathy modulate generosity in economic sharing behavior? An ERPs study. Neuropsychologia. 2020;141:107407.
   PubMed Web of Science ®Google Scholar
• Chandrakumar D, Feuerriegel D, Bode S, Grech M, Keage H. Event-related potentials in relation to risk-taking: a systematic review. Front Behav Neurosci. 2018;12:111. doi:10.3389/fnbeh.2018.00111
   PubMed Web of Science ®Google Scholar
• Kawaf F, Tagg S. Online shopping environments in fashion shopping: an S-O-R based review. Mark Rev. 2012;12(2):161–180. doi:10.1362/146934712X13366562572476
   Google Scholar
• Chang HH, Chen SW. The impact of online store environment cues on purchase intention: trust and perceived risk as a mediator. Online Inf Rev. 2008;32(6):818–841. doi:10.1108/14684520810923953
   Web of Science ®Google Scholar
• Consiglio I, De Angelis M, Costabile M, Argo J. The effect of social density on word of mouth. J Consum Res. 2018. doi:10.1093/jcr/ucy009
   Web of Science ®Google Scholar
• Polich J. Updating p300: an integrative theory of P3a and P3b. Clin Neurophysiol. 2007;118(10):2128–2148.
   PubMed Web of Science ®Google Scholar
• Ryu V, An SK, Jo HH, Cho HS. Decreased P3 amplitudes elicited by negative facial emotion in manic patients: selective deficits in emotional processing. Neurosci Lett. 2010;481(2):92–96. doi:10.1016/j.neulet.2010.06.059
   PubMed Web of Science ®Google Scholar
• Sato A, Yasuda A, Ohira H, et al. Effects of value and reward magnitude on feedback negativity and P300. Neuroreport. 2005;16(4):407–411. doi:10.1097/00001756-200503150-00020
   PubMed Web of Science ®Google Scholar
• Yeung N, Sanfey AG. Independent coding of reward magnitude and valence in the human brain. J Neurosci. 2004;24(28):6258–6264. doi:10.1523/JNEUROSCI.4537-03.2004
   PubMed Web of Science ®Google Scholar
• Nieuwenhuis S, Aston-Jones G, Cohen J. Decision making, the P3, and the locus coeruleus-norepinephrine system. Psychol Bull. 2005;131(4):510–532. doi:10.1037/0033-2909.131.4.510
   PubMed Web of Science ®Google Scholar
• Association GAotWM. World Medical Association Declaration of Helsinki: ethical principles for medical research involving human subjects. J Am Coll Dent. 2014;81(3):14.
   PubMedGoogle Scholar
• Faul F, Erdfelder E, Buchner A, Lang AG. Statistical power analyses using G*Power 3.1: tests for correlation and regression analyses. Behav Res Methods. 2009;41(4):1149–1160. doi:10.3758/BRM.41.4.1149
   PubMed Web of Science ®Google Scholar
• Weathers D, Sharma S, Wood S. Effects of online communication practices on consumer perceptions of performance uncertainty for search and experience goods. J Retail. 2007;83(4):393–401. doi:10.1016/j.jretai.2007.03.009
   Web of Science ®Google Scholar
• Nelson. Information and consumer behavior. J Political Econ. 1970;81:729–754.
   Google Scholar
• Jin J, Wuke Z, Chen M. How consumers are affected by product descriptions in online shopping: event-related potentials evidence of the attribute framing effect. Neurosci Res. 2017:125.
   Web of Science ®Google Scholar
• Fan B, Zhao M, Jin J, Ding H, Ma Q. Rational civil servant interviewers: evidence from an event-related potential study of beauty premiums in Chinese civil servant interviews. Exp Brain Res. 2018:236.
   Web of Science ®Google Scholar
• Egner T, Hirsch J. Where memory meets attention: neural substrates of negative priming. J Cogn Neurosci. 2005;17(11):1774–1784. doi:10.1162/089892905774589226
   PubMed Web of Science ®Google Scholar
• Stolz J, Besner D. Role of set in visual word recognition: activation and activation blocking as nonautomatic processes. J Exp Psychol Hum Percept Perform. 1996;22:1166–1177.
   Web of Science ®Google Scholar
• Ma Q, Jin J, Meng L, Shen QJN. The dark side of monetary incentive: how does extrinsic reward crowd out intrinsic motivation. Neuroreport. 2014;25(3):194–198. doi:10.1097/WNR.0000000000000113
   PubMed Web of Science ®Google Scholar
• Wang L, J. Zheng, L. Meng, Q. Lu, Q. Ma. Ingroup favoritism or the black sheep effect: perceived intentions modulate subjective responses to aggressive interactions. Neurosci Res. 2016;108:46–54. doi:10.1016/j.neures.2016.01.011
   PubMed Web of Science ®Google Scholar
• Gibbons H, Stahl J. Early activity in the lateralized readiness potential suggests prime-response retrieval as a source of negative priming. Exp Psychol. 2008;55(3):164–172. doi:10.1027/1618-3169.55.3.164
   PubMed Web of Science ®Google Scholar
• Semlitsch HV, Anderer P, Schuster P, Presslich O. A solution for reliable and valid reduction of ocular artifacts, applied to the P300 ERP. Psychophysiology. 1986;23(6):695. doi:10.1111/j.1469-8986.1986.tb00696.x
   PubMed Web of Science ®Google Scholar
• Picton TW, Bentin S, Berg P, et al. Guidelines for using human event-related potentials to study cognition: recording standards and publication criteria. Psychophysiology. 2000;37(2):127–152. doi:10.1111/1469-8986.3720127
   PubMed Web of Science ®Google Scholar
• Greenhouse SW, Geisser S. On methods in the analysis of profile data. Psychometrika. 1959;24(2):95–112. doi:10.1007/BF02289823
   Web of Science ®Google Scholar
• Maeng A, Tanner RJ. Construing in a crowd: the effects of social crowding on mental construal. J Exp Soc Psychol. 2013;49(6):1084–1088. doi:10.1016/j.jesp.2013.07.010
   Web of Science ®Google Scholar
• Andrews M, Luo X, Fang Z, Ghose GA. Mobile ad effectiveness: hyper-contextual targeting with crowdedness. Mark Sci. 2016;35(2):150416102703001. doi:10.1287/mksc.2015.0905
   Web of Science ®Google Scholar