{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T03:08:18Z","timestamp":1761793698149,"version":"build-2065373602"},"reference-count":79,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T00:00:00Z","timestamp":1751673600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T00:00:00Z","timestamp":1751673600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Comput Manag Sci"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1007\/s10287-025-00537-2","type":"journal-article","created":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T04:00:55Z","timestamp":1751688055000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Competitive product ranking algorithms and digital market laws"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6395-3533","authenticated-orcid":false,"given":"Dipankar","family":"Das","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,5]]},"reference":[{"issue":"9","key":"537_CR1","first-page":"5042","volume":"69","author":"I Abada","year":"2020","unstructured":"Abada I, Lambin X (2020) Artificial intelligence: Can seemingly collusive outcomes be avoided? SSRN Electron J 69(9):5042\u20135065","journal-title":"SSRN Electron J"},{"key":"537_CR2","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1007\/s10288-015-0302-y","volume":"14","author":"A Abeliuk","year":"2016","unstructured":"Abeliuk A, Berbeglia G, Cebrian M (2016) Assortment optimization under a multinomial logit model with position bias and social influence. 4OR 14:57\u201375","journal-title":"4OR"},{"issue":"6","key":"537_CR3","doi-asserted-by":"publisher","first-page":"1057","DOI":"10.1509\/jmr.08.0468","volume":"48","author":"A Agarwal","year":"2011","unstructured":"Agarwal A, Hosanagar K, Smith MD (2011) Location, location, location: An analysis of profitability of position in online advertising markets. J Mark Res 48(6):1057\u20131073","journal-title":"J Mark Res"},{"issue":"5","key":"537_CR4","doi-asserted-by":"publisher","first-page":"1453","DOI":"10.1287\/opre.2018.1832","volume":"67","author":"S Agrawal","year":"2019","unstructured":"Agrawal S, Avadhanula V, Goyal V, Zeevi A (2019) Mnl-bandit: A dynamic learning approach to assortment selection. Oper Res 67(5):1453\u20131485","journal-title":"Oper Res"},{"issue":"1","key":"537_CR5","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1093\/joclec\/nhr018","volume":"8","author":"C Argenton","year":"2012","unstructured":"Argenton C, Pr\u00fcfer J (2012) Search engine competition with network externalities. J Compet Law Econ 8(1):73\u2013105","journal-title":"J Compet Law Econ"},{"key":"537_CR6","doi-asserted-by":"crossref","unstructured":"Banchio M, Mantegazza G (2022) Adaptive algorithms, tacit collusion, and design for competition. SSRN Electron J","DOI":"10.1145\/3580507.3597726"},{"key":"537_CR7","volume-title":"Statistical decision theory and Bayesian analysis","author":"JO Berger","year":"2013","unstructured":"Berger JO (2013) Statistical decision theory and Bayesian analysis. Springer Science & Business Media, Berlin"},{"issue":"6","key":"537_CR8","doi-asserted-by":"publisher","first-page":"1407","DOI":"10.1287\/opre.1080.0640","volume":"57","author":"O Besbes","year":"2009","unstructured":"Besbes O, Zeevi A (2009) Dynamic pricing without knowing the demand function: Risk bounds and near-optimal algorithms. Oper Res 57(6):1407\u20131420","journal-title":"Oper Res"},{"issue":"6","key":"537_CR9","doi-asserted-by":"publisher","first-page":"1537","DOI":"10.1287\/opre.1120.1103","volume":"60","author":"O Besbes","year":"2012","unstructured":"Besbes O, Zeevi A (2012) Blind network revenue management. Oper Res 60(6):1537\u20131550","journal-title":"Oper Res"},{"issue":"3","key":"537_CR10","first-page":"414","volume":"23","author":"D Brook","year":"1974","unstructured":"Brook D, Upton G (1974) Biases in local government elections due to position on the ballot paper. J Roy Stat Soc: Ser C (Appl Stat) 23(3):414\u2013419","journal-title":"J Roy Stat Soc: Ser C (Appl Stat)"},{"key":"537_CR11","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511546921","volume-title":"Prediction, learning, and games","author":"N Cesa-Bianchi","year":"2006","unstructured":"Cesa-Bianchi N, Lugosi G (2006) Prediction, learning, and games. Cambridge University Press, Cambridge"},{"key":"537_CR12","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1016\/j.elerap.2017.04.005","volume":"23","author":"L Chen","year":"2017","unstructured":"Chen L, Jiang T, Li W, Geng S, Hussain S (2017) Who should pay for online reviews? design of an online user feedback mechanism. Electron Commer Res Appl 23:38\u201344","journal-title":"Electron Commer Res Appl"},{"key":"537_CR13","doi-asserted-by":"crossref","unstructured":"Chen N, Li A, Yang S (2021a) Revenue maximization and learning in products ranking. In: Proceedings of the 22nd ACM conference on economics and computation. ACM","DOI":"10.1145\/3465456.3467610"},{"key":"537_CR14","doi-asserted-by":"crossref","unstructured":"Chen N, Li A, Yang S (2021b) Revenue maximization and learning in products ranking. In: Proceedings of the 22nd ACM conference on economics and computation, pages 316\u2013317","DOI":"10.1145\/3465456.3467610"},{"issue":"2","key":"537_CR15","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1509\/jmkr.48.2.238","volume":"48","author":"Y Chen","year":"2011","unstructured":"Chen Y, Wang Q, Xie J (2011) Online social interactions: A natural experiment on word of mouth versus observational learning. J Mark Res 48(2):238\u2013254","journal-title":"J Mark Res"},{"issue":"3","key":"537_CR16","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1287\/mnsc.1070.0810","volume":"54","author":"Y Chen","year":"2008","unstructured":"Chen Y, Xie J (2008) Online consumer review: Word-of-mouth as a new element of marketing communication mix. Manage Sci 54(3):477\u2013491","journal-title":"Manage Sci"},{"key":"537_CR17","doi-asserted-by":"crossref","unstructured":"Chiou L, Tucker C (2017) Search engines and data retention: Implications for privacy and antitrust. Technical report, National Bureau of Economic Research","DOI":"10.3386\/w23815"},{"issue":"8","key":"537_CR18","doi-asserted-by":"publisher","first-page":"3617","DOI":"10.1287\/mnsc.2019.3372","volume":"66","author":"LY Chu","year":"2020","unstructured":"Chu LY, Nazerzadeh H, Zhang H (2020) Position ranking and auctions for online marketplaces. Manage Sci 66(8):3617\u20133634","journal-title":"Manage Sci"},{"issue":"2","key":"537_CR19","doi-asserted-by":"publisher","first-page":"149","DOI":"10.2753\/MIS0742-1222230207","volume":"23","author":"EK Clemons","year":"2006","unstructured":"Clemons EK, Gao GG, Hitt LM (2006) When online reviews meet hyperdifferentiation: A study of the craft beer industry. J Manag Inf Syst 23(2):149\u2013171","journal-title":"J Manag Inf Syst"},{"issue":"3","key":"537_CR20","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1016\/0022-2496(91)90050-4","volume":"35","author":"DE Critchlow","year":"1991","unstructured":"Critchlow DE, Fligner MA, Verducci JS (1991) Probability models on rankings. J Math Psychol 35(3):294\u2013318","journal-title":"J Math Psychol"},{"key":"537_CR21","volume-title":"Optimal statistical decisions","author":"MH DeGroot","year":"2005","unstructured":"DeGroot MH (2005) Optimal statistical decisions. John Wiley & Sons, New Jersey"},{"issue":"6","key":"537_CR22","doi-asserted-by":"publisher","first-page":"4024","DOI":"10.1287\/mnsc.2021.4044","volume":"68","author":"M Derakhshan","year":"2022","unstructured":"Derakhshan M, Golrezaei N, Manshadi V, Mirrokni V (2022) Product ranking on online platforms. Manage Sci 68(6):4024\u20134041","journal-title":"Manage Sci"},{"issue":"6","key":"537_CR23","doi-asserted-by":"publisher","first-page":"4024","DOI":"10.1287\/mnsc.2021.4044","volume":"68","author":"M Derakhshan","year":"2022","unstructured":"Derakhshan M, Golrezaei N, Manshadi V, Mirrokni V (2022) Product ranking on online platforms. Manage Sci 68(6):4024\u20134041","journal-title":"Manage Sci"},{"key":"537_CR24","unstructured":"Dolata U (2017) Apple, amazon, google, facebook, microsoft: Market concentration-competition-innovation strategies. Technical report, SOI Discussion Paper"},{"key":"537_CR25","doi-asserted-by":"crossref","unstructured":"Duan W, Gu B, Whinston AB (2009) Informational cascades and software adoption on the internet: an empirical investigation. MIS Quarterly, 23\u201348","DOI":"10.2307\/20650277"},{"issue":"1","key":"537_CR26","doi-asserted-by":"publisher","first-page":"242","DOI":"10.1257\/aer.97.1.242","volume":"97","author":"B Edelman","year":"2007","unstructured":"Edelman B, Ostrovsky M, Schwarz M (2007) Internet advertising and the generalized second-price auction: Selling billions of dollars worth of keywords. Am Econom Rev 97(1):242\u2013259","journal-title":"Am Econom Rev"},{"issue":"1","key":"537_CR27","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1016\/j.rie.2012.10.001","volume":"67","author":"F Etro","year":"2013","unstructured":"Etro F (2013) Advertising and search engines. a model of leadership in search advertising. Res Econ 67(1):25\u201338","journal-title":"Res Econ"},{"key":"537_CR28","doi-asserted-by":"crossref","unstructured":"Evans DS, Schmalensee R (2013) The antitrust analysis of multi-sided platform businesses. Technical report, National Bureau of Economic Research","DOI":"10.3386\/w18783"},{"issue":"4","key":"537_CR29","doi-asserted-by":"publisher","first-page":"1107","DOI":"10.1287\/isre.2019.0852","volume":"30","author":"J Feng","year":"2019","unstructured":"Feng J, Li X, Zhang XM (2019) Online product reviews-triggered dynamic pricing: Theory and evidence. Inf Syst Res 30(4):1107\u20131123","journal-title":"Inf Syst Res"},{"issue":"3","key":"537_CR30","doi-asserted-by":"publisher","first-page":"1828","DOI":"10.1287\/mnsc.2021.4130","volume":"68","author":"KJ Ferreira","year":"2022","unstructured":"Ferreira KJ, Parthasarathy S, Sekar S (2022) Learning to rank an assortment of products. Manage Sci 68(3):1828\u20131848","journal-title":"Manage Sci"},{"key":"537_CR31","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.annals.2015.12.019","volume":"58","author":"R Filieri","year":"2016","unstructured":"Filieri R (2016) What makes an online consumer review trustworthy? Ann Tour Res 58:46\u201364","journal-title":"Ann Tour Res"},{"issue":"3","key":"537_CR32","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1287\/isre.1080.0193","volume":"19","author":"C Forman","year":"2008","unstructured":"Forman C, Ghose A, Wiesenfeld B (2008) Examining the relationship between reviews and sales: The role of reviewer identity disclosure in electronic markets. Inf Syst Res 19(3):291\u2013313","journal-title":"Inf Syst Res"},{"key":"537_CR33","doi-asserted-by":"crossref","unstructured":"Gamp T, Kr\u00e4hmer D (2022) Competition in search markets with naive consumers. The RAND J Econom","DOI":"10.1111\/1756-2171.12410"},{"issue":"5","key":"537_CR34","doi-asserted-by":"publisher","first-page":"1509","DOI":"10.1287\/opre.2021.2127","volume":"69","author":"P Gao","year":"2021","unstructured":"Gao P, Ma Y, Chen N, Gallego G, Li A, Rusmevichientong P, Topaloglu H (2021) Assortment optimization and pricing under the multinomial logit model with impatient customers: Sequential recommendation and selection. Oper Res 69(5):1509\u20131532","journal-title":"Oper Res"},{"key":"537_CR35","doi-asserted-by":"crossref","unstructured":"Georgescu-Roegen N (1958) Threshold in choice and the theory of demand. Econom J Econom Soc, 157\u2013168","DOI":"10.2307\/1907389"},{"key":"537_CR36","doi-asserted-by":"crossref","unstructured":"Georgescu-Roegen N (1969) The relation between binary and multiple choices: Some comments and further results. Econom J Econom Soc, 728\u2013730","DOI":"10.2307\/1910450"},{"issue":"4","key":"537_CR37","doi-asserted-by":"publisher","first-page":"1171","DOI":"10.1287\/opre.2022.2380","volume":"71","author":"N Golrezaei","year":"2023","unstructured":"Golrezaei N, Manshadi V, Schneider J, Sekar S (2023) Learning product rankings robust to fake users. Oper Res 71(4):1171\u20131196","journal-title":"Oper Res"},{"issue":"2","key":"537_CR38","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1111\/1756-2171.12408","volume":"53","author":"A Hagiu","year":"2022","unstructured":"Hagiu A, Teh T-H, Wright J (2022) Should platforms be allowed to sell on their own marketplaces? Rand J Econ 53(2):297\u2013327","journal-title":"Rand J Econ"},{"issue":"1","key":"537_CR39","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s10368-013-0247-6","volume":"11","author":"J Haucap","year":"2014","unstructured":"Haucap J, Heimeshoff U (2014) Google, facebook, amazon, ebay: Is the internet driving competition or market monopolization? IEEP 11(1):49\u201361","journal-title":"IEEP"},{"key":"537_CR40","doi-asserted-by":"publisher","first-page":"113281","DOI":"10.1016\/j.dss.2020.113281","volume":"132","author":"J He","year":"2020","unstructured":"He J, Wang X, Vandenbosch MB, Nault BR (2020) Revealed preference in online reviews: Purchase verification in the tablet market. Decis Support Syst 132:113281","journal-title":"Decis Support Syst"},{"issue":"5","key":"537_CR41","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1002\/mar.20119","volume":"23","author":"J-H Huang","year":"2006","unstructured":"Huang J-H, Chen Y-F (2006) Herding in online product choice. Psychol Mark 23(5):413\u2013428","journal-title":"Psychol Mark"},{"issue":"4","key":"537_CR42","doi-asserted-by":"publisher","first-page":"525","DOI":"10.1080\/0960085X.2021.1886613","volume":"31","author":"W Jabr","year":"2022","unstructured":"Jabr W (2022) Review credibility as a safeguard against fakery: the case of amazon. Eur J Inf Syst 31(4):525\u2013545","journal-title":"Eur J Inf Syst"},{"issue":"2","key":"537_CR43","doi-asserted-by":"publisher","first-page":"532","DOI":"10.1287\/isre.2022.1128","volume":"34","author":"C Jin","year":"2023","unstructured":"Jin C, Yang L, Hosanagar K (2023) To brush or not to brush: Product rankings, consumer search, and fake orders. Inf Syst Res 34(2):532\u2013552","journal-title":"Inf Syst Res"},{"issue":"4","key":"537_CR44","doi-asserted-by":"publisher","first-page":"1020","DOI":"10.1287\/opre.2019.1948","volume":"68","author":"N Kallus","year":"2020","unstructured":"Kallus N, Udell M (2020) assortment personalization in high dimensions. Oper Res 68(4):1020\u20131037","journal-title":"Oper Res"},{"key":"537_CR45","doi-asserted-by":"crossref","unstructured":"Kim Y, Srite M, Zhao H (2023) Trust antecedents in online reviews across national cultures. Decis Support Syst, 113998","DOI":"10.1016\/j.dss.2023.113998"},{"issue":"3","key":"537_CR46","doi-asserted-by":"publisher","first-page":"835","DOI":"10.1287\/ijoc.2019.0910","volume":"32","author":"N Liu","year":"2020","unstructured":"Liu N, Ma Y, Topaloglu H (2020) Assortment optimization under the multinomial logit model with sequential offerings. INFORMS J Comput 32(3):835\u2013853","journal-title":"INFORMS J Comput"},{"issue":"3","key":"537_CR47","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1561\/1500000016","volume":"3","author":"T-Y Liu","year":"2009","unstructured":"Liu T-Y et al (2009) Learning to rank for information retrieval. Found Trends\u00ae Inf Retriev 3(3):225\u2013331","journal-title":"Found Trends\u00ae Inf Retriev"},{"issue":"3","key":"537_CR48","doi-asserted-by":"publisher","first-page":"596","DOI":"10.1287\/isre.1120.0454","volume":"24","author":"X Lu","year":"2013","unstructured":"Lu X, Ba S, Huang L, Feng Y (2013) Promotional marketing or word-of-mouth? evidence from online restaurant reviews. Inf Syst Res 24(3):596\u2013612","journal-title":"Inf Syst Res"},{"issue":"3","key":"537_CR49","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/0022-2496(77)90032-3","volume":"15","author":"RD Luce","year":"1977","unstructured":"Luce RD (1977) The choice axiom after twenty years. J Math Psychol 15(3):215\u2013233","journal-title":"J Math Psychol"},{"issue":"8","key":"537_CR50","doi-asserted-by":"publisher","first-page":"2421","DOI":"10.1257\/aer.104.8.2421","volume":"104","author":"D Mayzlin","year":"2014","unstructured":"Mayzlin D, Dover Y, Chevalier J (2014) Promotional reviews: An empirical investigation of online review manipulation. Am Econom Rev 104(8):2421\u201355","journal-title":"Am Econom Rev"},{"issue":"3","key":"537_CR51","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1111\/j.1430-9134.1995.00509.x","volume":"4","author":"DE Mills","year":"1995","unstructured":"Mills DE (1995) Why retailers sell private labels. J Econom Manag Strat 4(3):509\u2013528","journal-title":"J Econom Manag Strat"},{"issue":"3","key":"537_CR52","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1287\/mksc.1110.0662","volume":"31","author":"WW Moe","year":"2012","unstructured":"Moe WW, Schweidel DA (2012) Online product opinions: Incidence, evaluation, and evolution. Mark Sci 31(3):372\u2013386","journal-title":"Mark Sci"},{"key":"537_CR53","doi-asserted-by":"crossref","unstructured":"Mudambi SM, Schuff D (2010) Research note: What makes a helpful online review? a study of customer reviews on amazon. com. MIS quarterly, pages 185\u2013200","DOI":"10.2307\/20721420"},{"issue":"1","key":"537_CR54","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1287\/opre.2016.1534","volume":"65","author":"S Negahban","year":"2017","unstructured":"Negahban S, Oh S, Shah D (2017) Rank centrality: Ranking from pairwise comparisons. Oper Res 65(1):266\u2013287","journal-title":"Oper Res"},{"issue":"3","key":"537_CR55","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1111\/j.2517-6161.1968.tb00751.x","volume":"30","author":"RL Plackett","year":"1968","unstructured":"Plackett RL (1968) Random permutations. J Roy Stat Soc: Ser B (Methodol) 30(3):517\u2013534","journal-title":"J Roy Stat Soc: Ser B (Methodol)"},{"issue":"2","key":"537_CR56","first-page":"193","volume":"24","author":"RL Plackett","year":"1975","unstructured":"Plackett RL (1975) The analysis of permutations. J Roy Stat Soc: Ser C (Appl Stat) 24(2):193\u2013202","journal-title":"J Roy Stat Soc: Ser C (Appl Stat)"},{"key":"537_CR57","doi-asserted-by":"publisher","first-page":"119128","DOI":"10.1016\/j.eswa.2022.119128","volume":"214","author":"N Punetha","year":"2023","unstructured":"Punetha N, Jain G (2023) Bayesian game model based unsupervised sentiment analysis of product reviews. Expert Syst Appl 214:119128","journal-title":"Expert Syst Appl"},{"key":"537_CR58","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.ins.2022.08.070","volume":"612","author":"J Qin","year":"2022","unstructured":"Qin J, Zeng M (2022) An integrated method for product ranking through online reviews based on evidential reasoning theory and stochastic dominance. Inf Sci 612:37\u201361","journal-title":"Inf Sci"},{"key":"537_CR59","unstructured":"Qiu L, Huang Y, Singh PV, Srinivasan K (2023) Does personalization in product rankings facilitate or mitigate algorithmic pricing collusion? SSRN"},{"issue":"6","key":"537_CR60","doi-asserted-by":"publisher","first-page":"548","DOI":"10.1016\/j.elerap.2012.06.003","volume":"11","author":"P Racherla","year":"2012","unstructured":"Racherla P, Friske W (2012) Perceived \u2018usefulness\u2019 of online consumer reviews: An exploratory investigation across three services categories. Electron Commer Res Appl 11(6):548\u2013559","journal-title":"Electron Commer Res Appl"},{"issue":"1","key":"537_CR61","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1111\/j.0022-1821.2005.00244.x","volume":"53","author":"DA Reinstein","year":"2005","unstructured":"Reinstein DA, Snyder CM (2005) The influence of expert reviews on consumer demand for experience goods: A case study of movie critics. J Ind Econ 53(1):27\u201351","journal-title":"J Ind Econ"},{"key":"537_CR62","doi-asserted-by":"publisher","first-page":"110504","DOI":"10.1016\/j.econlet.2022.110504","volume":"215","author":"S Sato","year":"2022","unstructured":"Sato S (2022) Joint-purchase benefits as an anti-steering device of platforms. Econ Lett 215:110504","journal-title":"Econ Lett"},{"issue":"3","key":"537_CR63","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1287\/msom.2013.0429","volume":"15","author":"D Saur\u00e9","year":"2013","unstructured":"Saur\u00e9 D, Zeevi A (2013) Optimal dynamic assortment planning with demand learning. Manuf Serv Oper Manag 15(3):387\u2013404","journal-title":"Manuf Serv Oper Manag"},{"issue":"1","key":"537_CR64","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1016\/j.ejor.2016.12.022","volume":"260","author":"M Scholz","year":"2017","unstructured":"Scholz M, Pfeiffer J, Rothlauf F (2017) Using pagerank for non-personalized default rankings in dynamic markets. Eur J Oper Res 260(1):388\u2013401","journal-title":"Eur J Oper Res"},{"key":"537_CR65","unstructured":"Shen W, Hu Y, Rees J (2013) Competing for attention: An empirical study of online reviewers\u2019 strategic. Technical report, Working paper"},{"key":"537_CR66","doi-asserted-by":"crossref","unstructured":"Shin D, Vaccari S, Zeevi A (2022) Dynamic pricing with online reviews. Manag Sci","DOI":"10.1287\/mnsc.2022.4387"},{"issue":"2","key":"537_CR67","doi-asserted-by":"publisher","first-page":"824","DOI":"10.1287\/mnsc.2022.4387","volume":"69","author":"D Shin","year":"2023","unstructured":"Shin D, Vaccari S, Zeevi A (2023) Dynamic pricing with online reviews. Manage Sci 69(2):824\u2013845","journal-title":"Manage Sci"},{"key":"537_CR68","doi-asserted-by":"publisher","first-page":"100900","DOI":"10.1016\/j.elerap.2019.100900","volume":"39","author":"W Song","year":"2020","unstructured":"Song W, Li W, Geng S (2020) Effect of online product reviews on third parties\u2019 selling on retail platforms. Electron Commer Res Appl 39:100900","journal-title":"Electron Commer Res Appl"},{"issue":"5","key":"537_CR69","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1509\/jm.10.0377","volume":"76","author":"S Sridhar","year":"2012","unstructured":"Sridhar S, Srinivasan R (2012) Social influence effects in online product ratings. J Mark 76(5):70\u201388","journal-title":"J Mark"},{"issue":"1","key":"537_CR70","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1287\/mnsc.1030.0147","volume":"50","author":"K Talluri","year":"2004","unstructured":"Talluri K, Van Ryzin G (2004) Revenue management under a general discrete choice model of consumer behavior. Manage Sci 50(1):15\u201333","journal-title":"Manage Sci"},{"issue":"8","key":"537_CR71","doi-asserted-by":"publisher","first-page":"1595","DOI":"10.1111\/poms.12885","volume":"27","author":"L Tian","year":"2018","unstructured":"Tian L, Vakharia AJ, Tan Y, Xu Y (2018) Marketplace, reseller, or hybrid: Strategic analysis of an emerging e-commerce model. Prod Oper Manag 27(8):1595\u20131610","journal-title":"Prod Oper Manag"},{"issue":"1","key":"537_CR72","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1016\/j.dss.2012.08.005","volume":"54","author":"JA Torkestani","year":"2012","unstructured":"Torkestani JA (2012) An adaptive learning to rank algorithm: Learning automata approach. Decis Support Syst 54(1):574\u2013583","journal-title":"Decis Support Syst"},{"key":"537_CR73","doi-asserted-by":"crossref","unstructured":"Tseng S-L, Lu S, Weathers D, Grover V (2023) How product review voting is influenced by existing votes, consumer involvement, review valence, and review diagnosticity. Decis Support Syst, 113981","DOI":"10.1016\/j.dss.2023.113981"},{"issue":"1","key":"537_CR74","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.elerap.2011.07.010","volume":"11","author":"S Utz","year":"2012","unstructured":"Utz S, Kerkhof P, Van Den Bos J (2012) Consumers rule: How consumer reviews influence perceived trustworthiness of online stores. Electron Commer Res Appl 11(1):49\u201358","journal-title":"Electron Commer Res Appl"},{"key":"537_CR75","doi-asserted-by":"crossref","unstructured":"Vaccari S, Maglaras C, Scarsini M (2018) Social learning from online reviews with product choice. SSRN Electron J","DOI":"10.2139\/ssrn.3101747"},{"issue":"6","key":"537_CR76","doi-asserted-by":"publisher","first-page":"1163","DOI":"10.1016\/j.ijindorg.2006.10.002","volume":"25","author":"HR Varian","year":"2007","unstructured":"Varian HR (2007) Position auctions. Int J Ind Organ 25(6):1163\u20131178","journal-title":"Int J Ind Organ"},{"issue":"2","key":"537_CR77","doi-asserted-by":"publisher","first-page":"430","DOI":"10.1257\/aer.99.2.430","volume":"99","author":"HR Varian","year":"2009","unstructured":"Varian HR (2009) Online ad auctions. Am Econom Rev 99(2):430\u201334","journal-title":"Am Econom Rev"},{"key":"537_CR78","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.dss.2018.05.006","volume":"113","author":"B Von Helversen","year":"2018","unstructured":"Von Helversen B, Abramczuk K, Kope\u0107 W, Nielek R (2018) Influence of consumer reviews on online purchasing decisions in older and younger adults. Decis Support Syst 113:1\u201310","journal-title":"Decis Support Syst"},{"key":"537_CR79","doi-asserted-by":"publisher","first-page":"113911","DOI":"10.1016\/j.dss.2022.113911","volume":"166","author":"D Zhang","year":"2023","unstructured":"Zhang D, Li W, Niu B, Wu C (2023) A deep learning approach for detecting fake reviewers: Exploiting reviewing behavior and textual information. Decis Support Syst 166:113911","journal-title":"Decis Support Syst"}],"container-title":["Computational Management Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10287-025-00537-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10287-025-00537-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10287-025-00537-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T03:03:20Z","timestamp":1761793400000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10287-025-00537-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,5]]},"references-count":79,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,12]]}},"alternative-id":["537"],"URL":"https:\/\/doi.org\/10.1007\/s10287-025-00537-2","relation":{},"ISSN":["1619-697X","1619-6988"],"issn-type":[{"type":"print","value":"1619-697X"},{"type":"electronic","value":"1619-6988"}],"subject":[],"published":{"date-parts":[[2025,7,5]]},"assertion":[{"value":"25 November 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 June 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 July 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"9"}}