{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T03:04:11Z","timestamp":1773371051726,"version":"3.50.1"},"reference-count":56,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T00:00:00Z","timestamp":1773273600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71972060"],"award-info":[{"award-number":["71972060"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Ministry of Education of Humanities and Social Science","award":["24YJA630143"],"award-info":[{"award-number":["24YJA630143"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>Platform-generated default reviews are widespread in e-commerce, yet they are underexamined as a review system design feature. Using 1994 Taobao product snapshots from two windows (January\u2013April 2025, n = 983; December 2025\u2013January 2026, n = 1011) surrounding a gradual interface redesign that folded default reviews from the default view, this study examines how the default review ratio relates to sales and whether reduced visibility moderates the association. Regression results show that higher default review ratios are associated with lower log sales prior to the redesign, while the negative association attenuates once default reviews are de-emphasised; conditional sales levels are also higher post-redesign. Because the rollout was gradual and the data are repeated cross-sectional snapshots, estimates are interpreted as differences in conditional associations across regimes. These patterns are robust to alternative specifications, additional controls, category-specific post shifts, and winsorization. Overall, the market impact of platform-generated review signals depends on interface visibility, highlighting an actionable governance lever for review system design.<\/jats:p>","DOI":"10.3390\/jtaer21030089","type":"journal-article","created":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T14:46:31Z","timestamp":1773326791000},"page":"89","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Review System Design and Sales: How Interface Visibility Moderates the Effect of Platform-Generated Default Reviews"],"prefix":"10.3390","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-6550-3905","authenticated-orcid":false,"given":"Yingchao","family":"Lu","sequence":"first","affiliation":[{"name":"School of Management, Seoul School of Integrated Sciences and Technologies (aSSIST University), Seoul 03767, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peng","family":"Zou","sequence":"additional","affiliation":[{"name":"Business School, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-9466-9331","authenticated-orcid":false,"given":"Di","family":"Huo","sequence":"additional","affiliation":[{"name":"School of Management, Harbin University of Commerce, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-6859-7798","authenticated-orcid":false,"given":"Yu","family":"Chen","sequence":"additional","affiliation":[{"name":"Business School, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wen","family":"Li","sequence":"additional","affiliation":[{"name":"Business School, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,3,12]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1509\/jmkr.43.3.345","article-title":"The Effect of Word of Mouth on Sales: Online Book Reviews","volume":"43","author":"Chevalier","year":"2006","journal-title":"J. Mark. Res."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1287\/isre.1080.0193","article-title":"Examining the relationship between reviews and sales: The role of reviewer identity disclosure","volume":"19","author":"Forman","year":"2008","journal-title":"Inf. Syst. Res."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1016\/j.dss.2011.11.002","article-title":"Manipulation of online reviews: An analysis of ratings, readability, and sentiments","volume":"52","author":"Hu","year":"2012","journal-title":"Decis. Support Syst."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"3412","DOI":"10.1287\/mnsc.2015.2304","article-title":"Fake it till you make it: Reputation, competition, and Yelp review fraud","volume":"62","author":"Luca","year":"2016","journal-title":"Manag. Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2421","DOI":"10.1257\/aer.104.8.2421","article-title":"Promotional reviews: An empirical investigation of online review manipulation","volume":"104","author":"Mayzlin","year":"2014","journal-title":"Am. Econ. Rev."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1287\/mnsc.1070.0747","article-title":"The sound of silence in online feedback: Estimating trading risks in the presence of reporting bias","volume":"54","author":"Dellarocas","year":"2008","journal-title":"Manag. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"449","DOI":"10.25300\/MISQ\/2017\/41.2.06","article-title":"On self-selection biases in online product reviews","volume":"41","author":"Hu","year":"2017","journal-title":"MIS Q."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"An, H., Li, W., Yu, Y., and Wang, Z. (2025). Biases in online reviews: The default positive review rule and the conditional rebate strategy. Internet Res., Epub ahead of printing.","DOI":"10.1108\/INTR-10-2023-0887"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1080\/02650487.2019.1617651","article-title":"How consumers attend to online reviews: An eye-tracking and network analysis approach","volume":"39","author":"Maslowska","year":"2019","journal-title":"Int. J. Advert."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"510","DOI":"10.1177\/00222429221141066","article-title":"Nudging app adoption: Choice architecture facilitates consumer uptake of mobile apps","volume":"87","author":"Reeck","year":"2023","journal-title":"J. Mark."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1287\/mksc.19.1.4.15178","article-title":"Consumer decision making in online shopping environments: The effects of interactive decision aids","volume":"19","author":"Trifts","year":"2000","journal-title":"Mark. Sci."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"106729","DOI":"10.1016\/j.chb.2021.106729","article-title":"Are you sure, you want a cookie? The effects of choice architecture on users\u2019 decisions about sharing private online data","volume":"120","author":"Bauer","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1007\/s12599-016-0453-1","article-title":"Digital nudging: Guiding online user choices through interface design","volume":"58","author":"Weinmann","year":"2016","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1017\/bpp.2018.43","article-title":"When and Why Defaults Influence Decisions: A Meta-Analysis of Default Effects","volume":"3","author":"Jachimowicz","year":"2019","journal-title":"Behav. Public Policy"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Eslami, M., Krishna Kumaran, S.R., Sandvig, C., and Karahalios, K. (2018, January 21\u201327). Communicating algorithmic process in online behavioral advertising. Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, Montr\u00e9al, QC, Canada.","DOI":"10.1145\/3173574.3174006"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1111\/puar.13483","article-title":"Explaining why the computer says no: Algorithmic transparency affects the perceived trustworthiness of automated decision-making","volume":"83","author":"Grimmelikhuijsen","year":"2023","journal-title":"Public Adm. Rev."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1015044207315","article-title":"Defaults, framing and privacy: Why opting in\u2013opting out","volume":"13","author":"Johnson","year":"2002","journal-title":"Mark. Lett."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1080\/07421222.2019.1705505","article-title":"Digital nudging: Numeric and semantic priming in e-commerce","volume":"37","author":"Dennis","year":"2020","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"101954","DOI":"10.1016\/j.tele.2023.101954","article-title":"The public perceptions of algorithmic decision-making systems: Results from a large-scale survey","volume":"79","author":"Aysolmaz","year":"2023","journal-title":"Telemat. Inform."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1037\/xge0000033","article-title":"Algorithm aversion: People erroneously avoid algorithms after seeing them err","volume":"144","author":"Dietvorst","year":"2015","journal-title":"J. Exp. Psychol. Gen."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1509\/jm.74.2.133","article-title":"Impact of online consumer reviews on sales: The moderating role of product and consumer characteristics","volume":"74","author":"Zhu","year":"2010","journal-title":"J. Mark."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1007\/s11301-022-00312-6","article-title":"What makes an online review credible? A systematic review of the literature and future research directions","volume":"74","author":"Pooja","year":"2024","journal-title":"Manag. Rev. Q."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1111\/j.1460-2466.2010.01488.x","article-title":"Social and heuristic approaches to credibility evaluation online","volume":"60","author":"Metzger","year":"2010","journal-title":"J. Commun."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.dss.2017.03.010","article-title":"Do customer reviews drive purchase decisions? The moderating roles of review exposure and price","volume":"98","author":"Maslowska","year":"2017","journal-title":"Decis. Support Syst."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.intmar.2017.02.002","article-title":"The presentation format of review score information influences consumer preferences through the attribution of outlier reviews","volume":"39","author":"Camilleri","year":"2017","journal-title":"J. Interact. Mark."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"108088","DOI":"10.1016\/j.chb.2023.108088","article-title":"Is review visibility fostering helpful votes? The role of review rank and review characteristics in the adoption of information","volume":"153","author":"Alzate","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"805","DOI":"10.1287\/isre.2018.0832","article-title":"Word-of-mouth system implementation and customer conversion: A randomized field experiment","volume":"30","author":"Huang","year":"2019","journal-title":"Inf. Syst. Res."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1287\/isre.2016.0674","article-title":"The Impact of Fake Reviews on Online Visibility: A Vulnerability Assessment of the Hotel Industry","volume":"27","author":"Lappas","year":"2016","journal-title":"Inf. Syst. Res."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"896","DOI":"10.1287\/mksc.2022.1353","article-title":"The Market for Fake Reviews","volume":"41","author":"He","year":"2022","journal-title":"Mark. Sci."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.jbusres.2018.02.016","article-title":"Manufactured opinions: The effect of manipulating online product reviews","volume":"87","author":"Zhuang","year":"2018","journal-title":"J. Bus. Res."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"39","DOI":"10.2753\/JEC1086-4415170102","article-title":"The effect of online consumer reviews on new product sales","volume":"17","author":"Cui","year":"2012","journal-title":"Int. J. Electron. Commer."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1177\/0047287513481274","article-title":"E-WOM and accommodation: An analysis of the factors that influence travelers\u2019 adoption of information from online reviews","volume":"53","author":"Filieri","year":"2014","journal-title":"J. Travel Res."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"185","DOI":"10.2307\/20721420","article-title":"What makes a helpful online review? A study of customer reviews on Amazon.com","volume":"34","author":"Mudambi","year":"2010","journal-title":"MIS Q."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.tourman.2015.05.007","article-title":"Why do travelers trust TripAdvisor? Antecedents of trust towards consumer generated media and its influence on recommendation adoption and word of mouth","volume":"51","author":"Filieri","year":"2015","journal-title":"Tour. Manag."},{"key":"ref_35","first-page":"97","article-title":"Review manipulation: Literature review, and future research agenda","volume":"13","author":"Ansari","year":"2021","journal-title":"Pac. Asia J. Assoc. Inf. Syst."},{"key":"ref_36","first-page":"177","article-title":"Assessing restaurant review helpfulness through big data: Dual-process and social influence theory","volume":"12","author":"Kwon","year":"2021","journal-title":"J. Hosp. Tour. Technol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"106670","DOI":"10.1016\/j.chb.2020.106670","article-title":"Does the dispersion of online review ratings affect review helpfulness?","volume":"117","author":"Lee","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1016\/j.chb.2015.10.013","article-title":"How credible are online product reviews? The effects of self-generated and system-generated cues on source credibility evaluation","volume":"55","author":"Shan","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"113281","DOI":"10.1016\/j.dss.2020.113281","article-title":"Revealed preference in online reviews: Purchase verification in the tablet market","volume":"132","author":"He","year":"2020","journal-title":"Decis. Support Syst."},{"key":"ref_40","unstructured":"Sunstein, C.R. (2015). Choosing Not to Choose: Understanding the Value of Choice, Oxford University Press."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Gray, C.M., Kou, Y., Battles, B., Hoggatt, J., and Toombs, A.L. (2018, January 21\u201327). The dark (patterns) side of UX design. Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, Montr\u00e9al, QC, Canada.","DOI":"10.1145\/3173574.3174108"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"392","DOI":"10.1287\/isre.1060.0106","article-title":"The nature and role of feedback text comments in online marketplaces: Implications for trust building, price premiums, and seller differentiation","volume":"17","author":"Pavlou","year":"2006","journal-title":"Inf. Syst. Res."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"113780","DOI":"10.1016\/j.jbusres.2023.113780","article-title":"Suspicion of online product reviews as fake: Cues and consequences","volume":"160","author":"Jiang","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1037\/0021-9010.73.3.421","article-title":"Self-generated validity and other effects of measurement on belief, attitude, intention, and behavior","volume":"73","author":"Feldman","year":"1988","journal-title":"J. Appl. Psychol."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"454","DOI":"10.1086\/208570","article-title":"Effects of word-of-mouth and product-attribute information on persuasion: An accessibility-diagnosticity perspective","volume":"17","author":"Herr","year":"1991","journal-title":"J. Consum. Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.1016\/j.jbusres.2014.11.006","article-title":"What makes online reviews helpful? A diagnosticity-adoption framework to explain informational and normative influences in e-WOM","volume":"68","author":"Filieri","year":"2015","journal-title":"J. Bus. Res."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"113099","DOI":"10.1016\/j.dss.2019.113099","article-title":"Helpfulness of online reviews: Examining review informativeness and classification thresholds by search products and experience products","volume":"124","author":"Sun","year":"2019","journal-title":"Decis. Support Syst."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Shafir, E. (2013). Choice architecture. The Behavioral Foundations of Public Policy, Princeton University Press.","DOI":"10.1515\/9781400845347"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"1096","DOI":"10.1177\/0022243720956642","article-title":"Preference dynamics in sequential consumer choice with defaults","volume":"57","author":"Donkers","year":"2020","journal-title":"J. Mark. Res."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Gu, X., Cao, J., and Fang, Y. (2025). Review Manipulation and Filtering on Digital Platforms. Inf. Syst. Res., Epub ahead of printing.","DOI":"10.1287\/isre.2022.0694"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"384","DOI":"10.1111\/isj.12482","article-title":"Perceived algorithmic fairness: An empirical study of transparency and anthropomorphism in algorithmic recruiting","volume":"34","author":"Ochmann","year":"2024","journal-title":"Inf. Syst. J."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.jretai.2014.04.004","article-title":"How Online Product Reviews Affect Retail Sales: A Meta-analysis","volume":"90","author":"Floyd","year":"2014","journal-title":"J. Retail."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1509\/jmr.14.0380","article-title":"The Effect of Electronic Word of Mouth on Sales: A Meta-Analytic Review of Platform, Product, and Metric Factors","volume":"53","author":"Sotgiu","year":"2016","journal-title":"J. Mark. Res."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"101144","DOI":"10.1016\/j.infoecopol.2025.101144","article-title":"The sound of salience: How platform design impacts consumption","volume":"71","author":"Rackowitz","year":"2025","journal-title":"Inf. Econ. Policy"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1016\/j.jsis.2019.01.004","article-title":"Design of Review Systems\u2014A Strategic Instrument to Shape Online Reviewing Behavior and Economic Outcomes","volume":"28","author":"Gutt","year":"2019","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1485","DOI":"10.1287\/mnsc.1110.1370","article-title":"Deriving the pricing power of product features by mining consumer reviews","volume":"57","author":"Archak","year":"2011","journal-title":"Manag. Sci."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/21\/3\/89\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T16:02:35Z","timestamp":1773331355000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/21\/3\/89"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,12]]},"references-count":56,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2026,3]]}},"alternative-id":["jtaer21030089"],"URL":"https:\/\/doi.org\/10.3390\/jtaer21030089","relation":{},"ISSN":["0718-1876"],"issn-type":[{"value":"0718-1876","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,12]]}}}