{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T14:08:20Z","timestamp":1774015700631,"version":"3.50.1"},"reference-count":56,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2022,10,3]],"date-time":"2022-10-03T00:00:00Z","timestamp":1664755200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,10,3]],"date-time":"2022-10-03T00:00:00Z","timestamp":1664755200000},"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":["Electron Commer Res"],"published-print":{"date-parts":[[2024,9]]},"DOI":"10.1007\/s10660-022-09612-1","type":"journal-article","created":{"date-parts":[[2022,10,3]],"date-time":"2022-10-03T06:02:31Z","timestamp":1664776951000},"page":"2113-2141","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["An empirical analysis of navigation behaviors across stock and cryptocurrency trading platforms: implications for targeting and segmentation strategies"],"prefix":"10.1007","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8526-3296","authenticated-orcid":false,"given":"Hwang","family":"Kim","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,10,3]]},"reference":[{"issue":"3","key":"9612_CR1","doi-asserted-by":"publisher","first-page":"e0247582","DOI":"10.1371\/journal.pone.0247582","volume":"16","author":"GA Abbasi","year":"2021","unstructured":"Abbasi, G. A., Tiew, L. Y., Tang, J., Goh, Y. N., & Thurasamy, R. (2021). The adoption of cryptocurrency as a disruptive force: Deep learning-based dual stage structural equation modelling and artificial neural network analysis. PLoS ONE, 16(3), e0247582. https:\/\/doi.org\/10.1371\/journal.pone.0247582","journal-title":"PLoS ONE"},{"key":"9612_CR2","doi-asserted-by":"publisher","first-page":"101857","DOI":"10.1016\/j.frl.2020.101857","volume":"41","author":"BN Ashraf","year":"2021","unstructured":"Ashraf, B. N. (2021). Stock markets\u2019 reaction to Covid-19: Moderating role of national culture. Finance Research Letters, 41, 101857. https:\/\/doi.org\/10.1016\/j.frl.2020.101857","journal-title":"Finance Research Letters"},{"issue":"3","key":"9612_CR3","doi-asserted-by":"publisher","first-page":"34","DOI":"10.5750\/jgbe.v9i3.1034","volume":"9","author":"JN Arthur","year":"2015","unstructured":"Arthur, J. N., Delfabbro, P. H., & Williams, R. J. (2015). Is there a relationship between participation in gambling activities and participation in high-risk stock trading? Journal of Gambling Business and Economics, 9(3), 34\u201353. https:\/\/doi.org\/10.5750\/jgbe.v9i3.1034","journal-title":"Journal of Gambling Business and Economics"},{"key":"9612_CR4","doi-asserted-by":"publisher","first-page":"547","DOI":"10.1016\/j.finmar.2009.03.003","volume":"12","author":"BM Barber","year":"2009","unstructured":"Barber, B. M., Odean, T., & Zhu, N. (2009). Systematic noise. Journal of Financial Markets, 12, 547\u2013569.","journal-title":"Journal of Financial Markets"},{"key":"9612_CR5","volume-title":"Behavioural finance: asset prices and investor behavior","author":"N Barberis","year":"2017","unstructured":"Barberis, N. (2017). Behavioural finance: asset prices and investor behavior. Yale University."},{"key":"9612_CR6","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/s10660-018-9289-8","volume":"19","author":"L Batten","year":"2019","unstructured":"Batten, L., & Yi, X. (2019). Off-line digital cash schemes providing untraceability, anonymity and change. Electronic Commerce Research, 19, 81\u2013110. https:\/\/doi.org\/10.1007\/s10660-018-9289-8","journal-title":"Electronic Commerce Research"},{"key":"9612_CR7","doi-asserted-by":"publisher","unstructured":"Baur, D.G., Hong, K., & Lee, A.D. (2018). Bitcoin: Medium of exchange or speculative assets?. Journal of International Financial Markets, Institutions and Money, 54, 177\u2013189. https:\/\/doi.org\/10.1016\/j.intfin.2017.12.004","DOI":"10.1016\/j.intfin.2017.12.004"},{"issue":"4","key":"9612_CR8","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1086\/261558","volume":"96","author":"G Becker","year":"1988","unstructured":"Becker, G., & Murphy, K. M. (1988). A theory of rational addiction. Journal of Political Economy, 96(4), 675\u2013701.","journal-title":"Journal of Political Economy"},{"issue":"1","key":"9612_CR9","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1257\/aer.91.1.79","volume":"91","author":"S Benartzi","year":"2001","unstructured":"Benartzi, S., & Thaler, R. H. (2001). Naive diversification strategies in defined contribution savings plans. American Economic Review, 91(1), 79\u201398.","journal-title":"American Economic Review"},{"issue":"1\/2","key":"9612_CR10","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1108\/03090560410511221","volume":"38","author":"A Beerli","year":"2004","unstructured":"Beerli, A., Mart\u00edn, J. D., & Quintana, A. (2004). A model of customer loyalty in the retail banking market. European Journal of Marketing, 38(1\/2), 253\u2013275. https:\/\/doi.org\/10.1108\/03090560410511221","journal-title":"European Journal of Marketing"},{"key":"9612_CR11","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1057\/jam.2015.5","volume":"16","author":"M Bri\u00e8re","year":"2015","unstructured":"Bri\u00e8re, M., Oosterlinck, K., & Szafarz, A. (2015). Virtual currency, tangible return: Portfolio diversification with bitcoin. Journal of Asset Management, 16, 365\u2013373.","journal-title":"Journal of Asset Management"},{"issue":"2","key":"9612_CR12","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1080\/07421222.2001.11045686","volume":"18","author":"RE Byers","year":"2001","unstructured":"Byers, R. E., & Lederer, P. J. (2001). Retail bank services strategy: a model of traditional, electronic, and mixed distribution choices. Journal of Management Information Systems, 18(2), 133\u2013156. https:\/\/doi.org\/10.1080\/07421222.2001.11045686","journal-title":"Journal of Management Information Systems"},{"key":"9612_CR13","doi-asserted-by":"publisher","first-page":"1147","DOI":"10.1111\/j.1540-6261.1995.tb04053.x","volume":"50","author":"LKC Chan","year":"1995","unstructured":"Chan, L. K. C., & Lakonishok, J. (1995). The behavior of stock prices around institutional trades. Journal of Finance, 50, 1147\u20131174.","journal-title":"Journal of Finance"},{"key":"9612_CR14","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1016\/j.econlet.2015.02.029","volume":"130","author":"ET Cheah","year":"2015","unstructured":"Cheah, E. T., & Fry, J. (2015). Speculative bubbles in Bitcoin markets? An empirical investigation into the fundamental value of Bitcoin. Economics Letters, 130, 32\u201336.","journal-title":"Economics Letters"},{"issue":"10","key":"9612_CR15","doi-asserted-by":"publisher","first-page":"2298","DOI":"10.1080\/1540496X.2020.1787150","volume":"56","author":"C Chen","year":"2020","unstructured":"Chen, C., Liu, L., & Zhao, N. (2020). Fear sentiment, uncertainty, and Bitcoin price dynamics: The case of COVID-19. Emerging Markets Finance and Trade., 56(10), 2298\u20132309.","journal-title":"Emerging Markets Finance and Trade."},{"issue":"12","key":"9612_CR16","doi-asserted-by":"publisher","first-page":"5886","DOI":"10.1287\/mnsc.2019.3490","volume":"66","author":"J Chen","year":"2020","unstructured":"Chen, J., & Rao, V. R. (2020). A dynamic model of rational addiction with stockpiling and learning: An empirical examination of E-cigarettes. Management Science, 66(12), 5886\u20135905. https:\/\/doi.org\/10.1287\/mnsc.2019.3490","journal-title":"Management Science"},{"key":"9612_CR17","doi-asserted-by":"publisher","first-page":"869","DOI":"10.1111\/j.1540-6261.2004.00651.x","volume":"59","author":"CN Chiyachantana","year":"2004","unstructured":"Chiyachantana, C. N., Jain, P. K., & Wood, R. A. (2004). International evidence on institutional trading behavior and price impact. Journal of Finance, 59, 869\u2013898.","journal-title":"Journal of Finance"},{"key":"9612_CR18","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/j.frl.2017.12.006","volume":"26","author":"S Corbet","year":"2018","unstructured":"Corbet, S., Lucey, B., & Yarovaya, L. (2018). Datestamping the Bitcoin and Ethereum Bubbles. Finance Research Letters., 26, 81\u201388.","journal-title":"Finance Research Letters."},{"key":"9612_CR19","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1080\/13504851.2013.835470","volume":"21","author":"C Deck","year":"2014","unstructured":"Deck, C., Lee, J., & Reyes, J. (2014). Investing versus gambling: Experimental evidence of multi-domain risk attitudes. Applied Economics Letters, 21, 19\u201323. https:\/\/doi.org\/10.1080\/13504851.2013.835470","journal-title":"Applied Economics Letters"},{"key":"9612_CR20","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/0304-405X(95)00841-2","volume":"40","author":"D Del Guercio","year":"1996","unstructured":"Del Guercio, D. (1996). The distorting effect of the prudent-man laws of institutional equity investments. Journal of Financial Economics., 40, 31\u201362.","journal-title":"Journal of Financial Economics."},{"key":"9612_CR21","doi-asserted-by":"publisher","first-page":"831","DOI":"10.1016\/S0014-2921(98)00009-9","volume":"42","author":"WF De Bondt","year":"1988","unstructured":"De Bondt, W. F. (1988). A portrait of the individual investor. European Economic Review, 42, 831\u2013844.","journal-title":"European Economic Review"},{"key":"9612_CR22","doi-asserted-by":"publisher","first-page":"885","DOI":"10.1111\/j.1540-6261.2008.01334.x","volume":"63","author":"D Dorn","year":"2008","unstructured":"Dorn, D., Huberman, G., & Sengmueller, P. (2008). Correlated trading and returns. Journal of Finance, 63, 885\u2013920.","journal-title":"Journal of Finance"},{"key":"9612_CR23","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.frl.2015.10.008","volume":"16","author":"AH Dyhrberg","year":"2016","unstructured":"Dyhrberg, A. H. (2016). Bitcoin, gold and the dollar \u2013 A GARCH volatility analysis. Finance Research Letters, 16, 85\u201392.","journal-title":"Finance Research Letters"},{"issue":"383","key":"9612_CR24","doi-asserted-by":"publisher","first-page":"383","DOI":"10.2307\/2325486","volume":"25","author":"EF Fama","year":"1970","unstructured":"Fama, E. F. (1970). Efficient capital markets: A review of theory and empirical work. Journal of Finance, 25(383), 383\u2013417.","journal-title":"Journal of Finance"},{"key":"9612_CR25","doi-asserted-by":"publisher","first-page":"2117","DOI":"10.1111\/j.1540-6261.2004.00694.x","volume":"59","author":"L Feng","year":"2004","unstructured":"Feng, L., & Seasholes, M. S. (2004). Correlated trading and location. Journal of Finance, 59, 2117\u20132144.","journal-title":"Journal of Finance"},{"key":"9612_CR26","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1348\/096317903321208880","volume":"76","author":"M Fenton-O\u2019Creevy","year":"2003","unstructured":"Fenton-O\u2019Creevy, M., Nicholson, N., Soane, E., & Willman, P. (2003). Trading on illusions: Unrealistic perceptions of control and trading performance. Journal of Occupational and Organizational Psychology, 76, 53\u201368.","journal-title":"Journal of Occupational and Organizational Psychology"},{"key":"9612_CR27","doi-asserted-by":"crossref","unstructured":"Gandal, N. & Ha\u0142aburda, H. (2014). Competition in the cryptocurrency market. Bank of Canada Working Paper.","DOI":"10.2139\/ssrn.2506577"},{"key":"9612_CR28","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1093\/rof\/rfn005","volume":"12","author":"WN Goetzmann","year":"2008","unstructured":"Goetzmann, W. N., & Kumar, A. (2008). Equity portfolio diversification. Review of Finance, 12, 433\u2013463.","journal-title":"Review of Finance"},{"key":"9612_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.frl.2020.101625","volume":"38","author":"JW Goodell","year":"2021","unstructured":"Goodell, J. W., & Goutte, S. (2021). Co-movement of COVID-19 and Bitcoin: Evidence from wavelet coherence analysis. Finance Research Letters, 38, 101625. https:\/\/doi.org\/10.1016\/j.frl.2020.101625","journal-title":"Finance Research Letters"},{"issue":"3","key":"9612_CR30","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1287\/mksc.2014.0885","volume":"34","author":"BR Gordon","year":"2015","unstructured":"Gordon, B. R., & Sun, B. (2015). A dynamic model of rational addiction: evaluating cigarette Taxes. Marketing Science, 34(3), 452\u2013470. https:\/\/doi.org\/10.1287\/mksc.2014.0885","journal-title":"Marketing Science"},{"key":"9612_CR31","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1016\/j.jbef.2019.04.009","volume":"23","author":"T Hasso","year":"2019","unstructured":"Hasso, T., Pelster, M., & Breitmayer, B. (2019). Who trades cryptocurrencies, how do they trade it, and how do they perform? Evidence from brokerage accounts. Journal of Behavioral and Experimental Finance, 23, 64\u201374.","journal-title":"Journal of Behavioral and Experimental Finance"},{"issue":"1","key":"9612_CR32","doi-asserted-by":"publisher","first-page":"153","DOI":"10.2307\/1912352","volume":"47","author":"J Heckman","year":"1979","unstructured":"Heckman, J. (1979). Sample selection bias as a specification error. Econometrica, 47(1), 153\u2013161.","journal-title":"Econometrica"},{"issue":"1","key":"9612_CR33","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1016\/0165-1765(86)90130-8","volume":"21","author":"LR Iannacone","year":"1986","unstructured":"Iannacone, L. R. (1986). Addiction and satiation. Economics Letters, 21(1), 95\u201399.","journal-title":"Economics Letters"},{"issue":"2","key":"9612_CR34","doi-asserted-by":"publisher","first-page":"563","DOI":"10.25300\/MISQ\/2021\/15718","volume":"45","author":"N Ilk","year":"2021","unstructured":"Ilk, N., Shang, G., Fan, S., & Zhao, J. L. (2021). Stability of transaction fees in bitcoin: A supply and demand perspective. MIS Quarterly, 45(2), 563\u2013592.","journal-title":"MIS Quarterly"},{"issue":"4","key":"9612_CR35","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1177\/002224378902600401","volume":"26","author":"WA Kamakura","year":"1989","unstructured":"Kamakura, W. A., & Russell, G. J. (1989). A probabilistic choice model for market segmentation and elasticity structure. Journal of Marketing Research, 26(4), 379\u2013390.","journal-title":"Journal of Marketing Research"},{"key":"9612_CR36","doi-asserted-by":"publisher","first-page":"100168","DOI":"10.1016\/j.chbr.2022.100168","volume":"5","author":"S Katsumata","year":"2022","unstructured":"Katsumata, S., Ichikohji, T., Nakano, S., Yamaguchi, S., & Ikuine, F. (2022). Changes in the use of mobile devices during the crisis: Immediate response to the COVID-19 pandemic. Computers in Human Behavior Reports, 5, 100168. https:\/\/doi.org\/10.1016\/j.chbr.2022.100168","journal-title":"Computers in Human Behavior Reports"},{"key":"9612_CR37","unstructured":"Kharpal, A. (2017). All you need to know about the top 5 cryptocurrencies, CNBC, December 14. https:\/\/www.cnbc.com\/2017\/12\/14\/bitcoin-ether-litecoin-ripple-differences-between-cryptocurrencies.html."},{"issue":"3","key":"9612_CR38","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1016\/S0304-405X(97)00031-7","volume":"46","author":"DB Keim","year":"1997","unstructured":"Keim, D. B., & Madhavan, A. (1997). Transactions costs and investment style: An inter-exchange analysis of institutional equity trades. Journal of Financial Economics, 46(3), 265\u2013292. https:\/\/doi.org\/10.1016\/S0304-405X(97)00031-7","journal-title":"Journal of Financial Economics"},{"key":"9612_CR39","doi-asserted-by":"publisher","first-page":"101008","DOI":"10.1016\/j.elerap.2020.101008","volume":"44","author":"D Kim","year":"2020","unstructured":"Kim, D., Park, K., Lee, D., & Ahn, Y. (2020). Predicting mobile trading system discontinuance: The role of attention. Electronic Commerce Research and Applications, 44, 101008. https:\/\/doi.org\/10.1016\/j.elerap.2020.101008","journal-title":"Electronic Commerce Research and Applications"},{"issue":"1","key":"9612_CR40","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1080\/07421222.2018.1440774","volume":"35","author":"F Mai","year":"2018","unstructured":"Mai, F., Shan, Z., Bai, Q., Wang, X., & Chiang, R. H. L. (2018). How does social media impact bitcoin value? A test of the silent majority hypothesis. Journal of Management Information Systems, 35(1), 19\u201352. https:\/\/doi.org\/10.1080\/07421222.2018.1440774","journal-title":"Journal of Management Information Systems"},{"key":"9612_CR41","first-page":"77","volume":"7","author":"H Markowitz","year":"1952","unstructured":"Markowitz, H. (1952). Portfolio selection. Journal of Finance, 7, 77\u201391.","journal-title":"Journal of Finance"},{"issue":"3","key":"9612_CR42","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1080\/0960085X.2020.1787109","volume":"30","author":"J Mattke","year":"2021","unstructured":"Mattke, J., Maier, C., Reis, L., & Weitzel, T. (2021). Bitcoin investment: A mixed methods study of investment motivations. European Journal of Information Systems, 30(3), 261\u2013285. https:\/\/doi.org\/10.1080\/0960085X.2020.1787109","journal-title":"European Journal of Information Systems"},{"issue":"1","key":"9612_CR43","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1080\/10864415.2016.1061413","volume":"20","author":"M Polasik","year":"2015","unstructured":"Polasik, M., Piotrowska, A. I., Wisniewski, T. P., Kotkowski, R., & Lightfoot, G. (2015). Price fluctuations and the use of bitcoin: An empirical inquiry. International Journal of Electronic Commerce, 20(1), 9\u201349. https:\/\/doi.org\/10.1080\/10864415.2016.1061413","journal-title":"International Journal of Electronic Commerce"},{"key":"9612_CR44","first-page":"103","volume":"21","author":"A Rogojanu","year":"2014","unstructured":"Rogojanu, A., & Badea, L. (2014). The issue of competing currencies. Case study \u2013 Bitcoin. Theoretical and Applied Economics, 21, 103\u2013114.","journal-title":"Theoretical and Applied Economics"},{"issue":"7","key":"9612_CR45","doi-asserted-by":"publisher","first-page":"1431","DOI":"10.1108\/IMDS-10-2018-0441","volume":"119","author":"HS Ryu","year":"2019","unstructured":"Ryu, H. S., & Ko, K. S. (2019). Understanding speculative investment behavior in the Bitcoin context from a dual-systems perspective. Industrial Management and Data Systems, 119(7), 1431\u20131456. https:\/\/doi.org\/10.1108\/IMDS-10-2018-0441","journal-title":"Industrial Management and Data Systems"},{"key":"9612_CR46","doi-asserted-by":"publisher","first-page":"102388","DOI":"10.1016\/j.ijinfomgt.2021.102388","volume":"60","author":"E Salcedo","year":"2021","unstructured":"Salcedo, E., & Gupta, M. (2021). The effects of individual-level espoused national cultural values on the willingness to use Bitcoin-like blockchain currencies. International Journal of Information Management, 60, 102388. https:\/\/doi.org\/10.1016\/j.ijinfomgt.2021.102388","journal-title":"International Journal of Information Management"},{"issue":"23","key":"9612_CR47","doi-asserted-by":"publisher","first-page":"R941","DOI":"10.1016\/j.cub.2011.10.030","volume":"21","author":"T Sharot","year":"2011","unstructured":"Sharot, T. (2011). The optimism bias. Current Biology, 21(23), R941\u2013R945. https:\/\/doi.org\/10.1016\/j.cub.2011.10.030","journal-title":"Current Biology"},{"issue":"3","key":"9612_CR48","first-page":"465","volume":"80","author":"DS Scharfstein","year":"1990","unstructured":"Scharfstein, D. S., & Stein, J. C. (1990). Herd behavior and investment. The American Economic Review, 80(3), 465\u2013479.","journal-title":"The American Economic Review"},{"key":"9612_CR49","unstructured":"Son, H. (2021). US Bank launches bitcoin custody service as institutions race to cater to crypto demand, CNBC, October 5 2021. https:\/\/www.cnbc.com\/2021\/10\/05\/bitcoin-custody-us-bank-launches-service-as-institutions-race-to-cater-to-crypto-demand.html."},{"key":"9612_CR50","doi-asserted-by":"publisher","first-page":"109","DOI":"10.4309\/jgi.2021.47.8","volume":"47","author":"HO Sonkurt","year":"2021","unstructured":"Sonkurt, H. O., & Ercan, A. A. (2021). Cryptocurrency investment: A safe venture or a new type of gambling? Journal of Gambling Issues, 47, 109\u2013216. https:\/\/doi.org\/10.4309\/jgi.2021.47.8","journal-title":"Journal of Gambling Issues"},{"issue":"6","key":"9612_CR51","doi-asserted-by":"publisher","first-page":"523","DOI":"10.17705\/1jais.00500","volume":"19","author":"M Tarafdar","year":"2018","unstructured":"Tarafdar, M., & Davison, R. (2018). Research in information systems intra-disciplinary and inter-disciplinary approaches. Journal of the Association for Information Systems, 19(6), 523\u2013551. https:\/\/doi.org\/10.17705\/1jais.00500","journal-title":"Journal of the Association for Information Systems"},{"issue":"2","key":"9612_CR52","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1108\/JRF-03-2017-0059","volume":"19","author":"P Tasca","year":"2018","unstructured":"Tasca, P., Hayes, A., & Liu, S. (2018). The evolution of the bitcoin economy. The Journal of Risk Finance., 19(2), 94\u2013126.","journal-title":"The Journal of Risk Finance."},{"issue":"1","key":"9612_CR53","doi-asserted-by":"publisher","first-page":"24","DOI":"10.2307\/1907382","volume":"26","author":"J Tobin","year":"1958","unstructured":"Tobin, J. (1958). Estimation of relationships for limited dependent variables\u201d. Econometrica, 26(1), 24\u201336.","journal-title":"Econometrica"},{"key":"9612_CR54","doi-asserted-by":"publisher","first-page":"1124","DOI":"10.1126\/science.185.4157.1124","volume":"185","author":"A Tversky","year":"1974","unstructured":"Tversky, A., & Kahneman, D. (1974). Judgment under uncertainty: Heuristics and biases\u2019. Science, 185, 1124\u20131131.","journal-title":"Science"},{"key":"9612_CR55","doi-asserted-by":"publisher","first-page":"1599","DOI":"10.1016\/j.jbankfin.2010.11.015","volume":"35","author":"I Venezia","year":"2011","unstructured":"Venezia, I., Nashikkar, A., & Shapira, Z. (2011). Firm Specific and Macro Herding by Professional and Amateur Investors and their Effects on Market Volatility. Journal of Banking & Finance, 35, 1599\u20131609.","journal-title":"Journal of Banking & Finance"},{"key":"9612_CR56","doi-asserted-by":"publisher","first-page":"1030","DOI":"10.1080\/13504851.2014.995359","volume":"22","author":"A Yelowitz","year":"2015","unstructured":"Yelowitz, A., & Wilson, M. (2015). Characteristics of Bitcoin users: An analysis of Google search data. Applied Economics Letters., 22, 1030\u20131036.","journal-title":"Applied Economics Letters."}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-022-09612-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10660-022-09612-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-022-09612-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T13:18:47Z","timestamp":1744204727000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10660-022-09612-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,3]]},"references-count":56,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,9]]}},"alternative-id":["9612"],"URL":"https:\/\/doi.org\/10.1007\/s10660-022-09612-1","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10,3]]},"assertion":[{"value":"25 August 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 October 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors report no declarations of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}