{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T15:03:49Z","timestamp":1768748629250,"version":"3.49.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,7,30]],"date-time":"2022-07-30T00:00:00Z","timestamp":1659139200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,7,30]],"date-time":"2022-07-30T00:00:00Z","timestamp":1659139200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["EPJ Data Sci."],"published-print":{"date-parts":[[2022,12]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Recent years have witnessed the emerging of novel shared mobility solutions that provide diffused on-demand access to transportation. The widespread adoption of these solutions, particularly electric mopeds (e-mopeds), is expected to bring important benefits such as the reduction of noise and atmospheric pollution, and road congestion, with extensive repercussions on liveability and quality of life in urban areas. Currently, almost no effort has been devoted to exploring the adoption patterns of e-moped sharing services, therefore, optimal management and allocation of vehicles appears to be a problem for service managers. In this study, we tried to demonstrate the validity of the hypothesis that the adoption of electric mopeds depends on the built environment and demographic aspects of each neighbourhood. In detail, we singled out three features concerning the area characteristics (distance from centre, walkability, concentration of places) and one about the population (education index). The results obtained on a real world case study show the strong impact these factors have in determining the adoption of e-moped sharing services. Finally, an analysis was conducted on the possible role that the electric moped sharing can play in social equalization by studying the interactions between rich and poor neighbourhoods. The results of the analyses conducted indicate that communities within a city tend to aggregate by wealth and isolate themselves from one another (social isolation): very few interactions, in terms of trajectories, have been observed between the richest and poorest areas of the city under study.<\/jats:p>","DOI":"10.1140\/epjds\/s13688-022-00358-2","type":"journal-article","created":{"date-parts":[[2022,7,30]],"date-time":"2022-07-30T09:02:51Z","timestamp":1659171771000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["On the adoption of e-moped sharing systems"],"prefix":"10.1140","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5432-7584","authenticated-orcid":false,"given":"Stefano","family":"Fiorini","sequence":"first","affiliation":[]},{"given":"Michele","family":"Ciavotta","sequence":"additional","affiliation":[]},{"given":"Sagar","family":"Joglekar","sequence":"additional","affiliation":[]},{"given":"Sanja","family":"\u0160\u0107epanovi\u0107","sequence":"additional","affiliation":[]},{"given":"Daniele","family":"Quercia","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,7,30]]},"reference":[{"key":"358_CR1","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1007\/978-3-319-23784-8_2","volume-title":"Empowering organizations","author":"C Benevolo","year":"2016","unstructured":"Benevolo C, Dameri RP, D\u2019Auria B (2016) Smart mobility in smart city. In: Empowering organizations. Springer, Berlin, pp\u00a013\u201328"},{"issue":"3","key":"358_CR2","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1016\/S0195-6701(98)90255-9","volume":"39","author":"P Gosden","year":"1998","unstructured":"Gosden P, MacGowan A, Bannister G (1998) Importance of air quality and related factors in the prevention of infection in orthopaedic implant surgery. J Hosp Infect 39(3):173\u2013180","journal-title":"J Hosp Infect"},{"key":"358_CR3","unstructured":"Shaheen S, Chan N, Bansal A, Cohen A (2015) Shared mobility: a sustainability & technologies workshop: definitions, industry developments. and early understanding"},{"key":"358_CR4","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2021.111380","volume":"149","author":"S Pan","year":"2021","unstructured":"Pan S, Fulton LM, Roy A, Jung J, Choi Y, Gao HO (2021) Shared use of electric autonomous vehicles: air quality and health impacts of future mobility in the United States. Renew Sustain Energy Rev 149:111380","journal-title":"Renew Sustain Energy Rev"},{"issue":"3","key":"358_CR5","doi-asserted-by":"publisher","DOI":"10.3390\/wevj12030096","volume":"12","author":"C Wortmann","year":"2021","unstructured":"Wortmann C, Syr\u00e9 AM, Grahle A, G\u00f6hlich D (2021) Analysis of electric moped scooter sharing in Berlin: a technical, economic and environmental perspective. World Electr Veh J 12(3):96. https:\/\/doi.org\/10.3390\/wevj12030096","journal-title":"World Electr Veh J"},{"key":"358_CR6","doi-asserted-by":"publisher","DOI":"10.1016\/j.cities.2019.102424","volume":"96","author":"\u00c1 Aguilera-Garc\u00eda","year":"2020","unstructured":"Aguilera-Garc\u00eda \u00c1, Gomez J, Sobrino N (2020) Exploring the adoption of moped scooter-sharing systems in Spanish urban areas. Cities 96:102424","journal-title":"Cities"},{"issue":"12","key":"358_CR7","doi-asserted-by":"publisher","DOI":"10.3390\/su13126886","volume":"13","author":"\u00c1 Aguilera-Garc\u00eda","year":"2021","unstructured":"Aguilera-Garc\u00eda \u00c1, Gomez J, Sobrino N, Vinagre D\u00edaz JJ (2021) Moped scooter sharing: citizens\u2019 perceptions, users\u2019 behavior, and implications for urban mobility. Sustainability 13(12):6886","journal-title":"Sustainability"},{"key":"358_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2019.101882","volume":"54","author":"E Eren","year":"2020","unstructured":"Eren E, Uz VE (2020) A review on bike-sharing: the factors affecting bike-sharing demand. Sustain Cities Soc 54:101882","journal-title":"Sustain Cities Soc"},{"issue":"1","key":"358_CR9","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-021-00313-7","volume":"10","author":"M Constantinides","year":"2021","unstructured":"Constantinides M, Joglekar S, \u0160\u0107epanovi\u0107 S, Quercia D (2021) Imagine a walkable city: physical activity and urban imageability across 19 major cities. EPJ Data Sci 10(1):56","journal-title":"EPJ Data Sci"},{"issue":"4","key":"358_CR10","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0124160","volume":"10","author":"S \u0160\u0107epanovi\u0107","year":"2015","unstructured":"\u0160\u0107epanovi\u0107 S, Mishkovski I, Hui P, Nurminen JK, Yl\u00e4-J\u00e4\u00e4ski A (2015) Mobile phone call data as a regional socio-economic proxy indicator. PLoS ONE 10(4):0124160","journal-title":"PLoS ONE"},{"key":"358_CR11","unstructured":"Baum S, Ma J, Payea K (2013) Education pays, 2013: the benefits of higher education for individuals and society. Trends in higher education series. College Board"},{"issue":"1","key":"358_CR12","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1353\/rhe.2005.0073","volume":"29","author":"LW Perna","year":"2005","unstructured":"Perna LW (2005) The benefits of higher education: sex, racial\/ethnic, and socioeconomic group differences. Rev High Ed 29(1):23\u201352","journal-title":"Rev High Ed"},{"key":"358_CR13","doi-asserted-by":"publisher","DOI":"10.4324\/9781351309929","volume-title":"Investment in learning: the individual and social value of American higher education","author":"H Bowen","year":"2018","unstructured":"Bowen H (2018) Investment in learning: the individual and social value of American higher education"},{"issue":"1","key":"358_CR14","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1093\/sf\/sot043","volume":"92","author":"LJ Krivo","year":"2013","unstructured":"Krivo LJ, Washington HM, Peterson RD, Browning CR, Calder CA, Kwan M-P (2013) Social isolation of disadvantage and advantage: the reproduction of inequality in urban space. Soc Forces 92(1):141\u2013164","journal-title":"Soc Forces"},{"issue":"4","key":"358_CR15","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.joule.2018.03.005","volume":"2","author":"LM Fulton","year":"2018","unstructured":"Fulton LM (2018) Three revolutions in urban passenger travel. Joule 2(4):575\u2013578. https:\/\/doi.org\/10.1016\/j.joule.2018.03.005","journal-title":"Joule"},{"key":"358_CR16","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1016\/j.erss.2017.10.029","volume":"37","author":"F Sprei","year":"2018","unstructured":"Sprei F (2018) Disrupting mobility. Energy Res Soc Sci 37:238\u2013242. https:\/\/doi.org\/10.1016\/j.erss.2017.10.029","journal-title":"Energy Res Soc Sci"},{"key":"358_CR17","doi-asserted-by":"publisher","unstructured":"Chapter V (2015) Symbol and Romanticism. Princeton University Press, pp 105\u2013127. https:\/\/doi.org\/10.1515\/9781400867196-006","DOI":"10.1515\/9781400867196-006"},{"key":"358_CR18","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.tra.2014.11.001","volume":"71","author":"S de Luca","year":"2015","unstructured":"de Luca S, Di Pace R (2015) Modelling users\u2019 behaviour in inter-urban carsharing program: a stated preference approach. Transp Res, Part A, Policy Pract 71:59\u201376. https:\/\/doi.org\/10.1016\/j.tra.2014.11.001","journal-title":"Transp Res, Part A, Policy Pract"},{"key":"358_CR19","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1016\/j.tra.2017.04.020","volume":"100","author":"CM de Chardon","year":"2017","unstructured":"de Chardon CM, Caruso G, Thomas I (2017) Bicycle sharing system \u2018success\u2019 determinants. Transp Res, Part A, Policy Pract 100:202\u2013214","journal-title":"Transp Res, Part A, Policy Pract"},{"key":"358_CR20","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/j.jtrangeo.2017.10.022","volume":"65","author":"M Wang","year":"2017","unstructured":"Wang M, Zhou X (2017) Bike-sharing systems and congestion: evidence from us cities. J Transp Geogr 65:147\u2013154. https:\/\/doi.org\/10.1016\/j.jtrangeo.2017.10.022","journal-title":"J Transp Geogr"},{"issue":"22","key":"358_CR21","doi-asserted-by":"publisher","DOI":"10.3390\/su12229640","volume":"12","author":"T Bieli\u0144ski","year":"2020","unstructured":"Bieli\u0144ski T, Wa\u017cna A (2020) Electric scooter sharing and bike sharing user behaviour and characteristics. Sustainability 12(22):9640","journal-title":"Sustainability"},{"key":"358_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.trd.2020.102642","volume":"90","author":"K Baek","year":"2021","unstructured":"Baek K, Lee H, Chung J-H, Kim J (2021) Electric scooter sharing: how do people value it as a last-mile transportation mode? Transp Res, Part D, Transp Environ 90:102642","journal-title":"Transp Res, Part D, Transp Environ"},{"key":"358_CR23","first-page":"1","volume-title":"2018 IEEE international conference on engineering, technology and innovation (ICE\/ITMC)","author":"J Degele","year":"2018","unstructured":"Degele J, Gorr A, Haas K, Kormann D, Krauss S, Lipinski P, Tenbih M, Koppenhoefer C, Fauser J, Hertweck D (2018) Identifying e-scooter sharing customer segments using clustering. In: 2018 IEEE international conference on engineering, technology and innovation (ICE\/ITMC). IEEE, New York, pp\u00a01\u20138"},{"issue":"4","key":"358_CR24","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi10040230","volume":"10","author":"O P\u00e9rez-Fern\u00e1ndez","year":"2021","unstructured":"P\u00e9rez-Fern\u00e1ndez O, Garc\u00eda-Palomares JC (2021) Parking places to moped-style scooter sharing services using gis location-allocation models and gps data. ISPRS Intl J Geo-Inf 10(4):230","journal-title":"ISPRS Intl J Geo-Inf"},{"key":"358_CR25","unstructured":"Fiorini S, Ciavotta M, Maurino A (2021) Listening to the city, attentively: a spatio-temporal attention boosted autoencoder for the short-term flow prediction problem. arXiv preprint arXiv:2103.00983"},{"key":"358_CR26","doi-asserted-by":"publisher","first-page":"3180","DOI":"10.1109\/BigData50022.2020.9378429","volume-title":"2020 IEEE international conference on big data (big data)","author":"S Fiorini","year":"2020","unstructured":"Fiorini S, Pilotti G, Ciavotta M, Maurino A (2020) 3d-clost: a cnn-lstm approach for mobility dynamics prediction in smart cities. In: 2020 IEEE international conference on big data (big data). IEEE, New York, pp\u00a03180\u20133189"},{"issue":"30","key":"358_CR27","doi-asserted-by":"publisher","first-page":"7735","DOI":"10.1073\/pnas.1802537115","volume":"115","author":"Q Wang","year":"2018","unstructured":"Wang Q, Phillips NE, Small ML, Sampson RJ (2018) Urban mobility and neighborhood isolation in America\u2019s 50 largest cities. Proc Nat Acad Sci 115(30):7735\u20137740","journal-title":"Proc Nat Acad Sci"},{"issue":"1","key":"358_CR28","doi-asserted-by":"publisher","first-page":"38","DOI":"10.2307\/2309088","volume":"64","author":"CC Robusto","year":"1957","unstructured":"Robusto CC (1957) The cosine-haversine formula. Am Math Mon 64(1):38\u201340","journal-title":"Am Math Mon"},{"issue":"1","key":"358_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s41109-019-0189-1","volume":"4","author":"G Boeing","year":"2019","unstructured":"Boeing G (2019) Urban spatial order: street network orientation, configuration, and entropy. Appl Netw Sci 4(1):1\u201319","journal-title":"Appl Netw Sci"},{"key":"358_CR30","unstructured":"Coutrot A, Manley E, Yesiltepe D, Dalton R, Wiener J, H\u00f6lscher C, Hornberger M, Spiers H (2020) Cities have a negative impact on navigation ability: evidence from 38 countries"},{"issue":"1","key":"358_CR31","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1109\/18.61115","volume":"37","author":"J Lin","year":"1991","unstructured":"Lin J (1991) Divergence measures based on the Shannon entropy. IEEE Trans Inf Theory 37(1):145\u2013151","journal-title":"IEEE Trans Inf Theory"},{"key":"358_CR32","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1016\/j.procir.2015.02.156","volume":"30","author":"TD Tran","year":"2015","unstructured":"Tran TD, Ovtracht N, d\u2019Arcier BF (2015) Modeling bike sharing system using built environment factors. Proc CIRP 30:293\u2013298.","journal-title":"Proc CIRP"},{"key":"358_CR33","doi-asserted-by":"publisher","DOI":"10.1002\/9781118625590","volume-title":"Applied regression analysis","author":"NR Draper","year":"1998","unstructured":"Draper NR, Smith H (1998) Applied regression analysis, vol\u00a0326. Wiley, New York"},{"key":"358_CR34","unstructured":"Miles J (2005). R-squared, adjusted r-squared. Encyclopedia of statistics in behavioral science"},{"key":"358_CR35","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-6849-3","volume-title":"Applied predictive modeling","author":"M Kuhn","year":"2013","unstructured":"Kuhn M, Johnson K et al. (2013) Applied predictive modeling, vol\u00a026. Springer, New York"},{"key":"358_CR36","doi-asserted-by":"publisher","first-page":"1266","DOI":"10.1109\/ITSC48978.2021.9564532","volume-title":"2021 IEEE international intelligent transportation systems conference (ITSC)","author":"S Fiorini","year":"2021","unstructured":"Fiorini S, Ciavotta M, Maurino A (2021) A multi-criteria algorithm for automatic detection of city communities. In: 2021 IEEE international intelligent transportation systems conference (ITSC). IEEE, New York, pp\u00a01266\u20131271"},{"key":"358_CR37","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1145\/2872427.2883084","volume-title":"Proceedings of the 25th international conference on world wide web (WWW)","author":"MD Nadai","year":"2016","unstructured":"Nadai MD, Staiano J, Larcher R, Sebe N, Quercia D, Lepri B (2016) The death and life of great Italian cities: a mobile phone data perspective. In: Proceedings of the 25th international conference on world wide web (WWW), pp\u00a0413\u2013423. https:\/\/doi.org\/10.1145\/2872427.2883084"},{"issue":"CSCW1","key":"358_CR38","doi-asserted-by":"publisher","DOI":"10.1145\/3449257","volume":"5","author":"S Scepanovic","year":"2021","unstructured":"Scepanovic S, Joglekar S, Law S, Quercia D (2021) Jane Jacobs in the sky: predicting urban vitality with open satellite data. Proc ACM Hum-Comput Interact 5(CSCW1):48. https:\/\/doi.org\/10.1145\/3449257","journal-title":"Proc ACM Hum-Comput Interact"},{"key":"358_CR39","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/j.tra.2017.01.004","volume":"97","author":"H Becker","year":"2017","unstructured":"Becker H, Ciari F, Axhausen KW (2017) Comparing car-sharing schemes in Switzerland: user groups and usage patterns. Transp Res, Part A, Policy Pract 97:17\u201329","journal-title":"Transp Res, Part A, Policy Pract"},{"key":"358_CR40","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtrangeo.2021.103032","volume":"92","author":"W Li","year":"2021","unstructured":"Li W, Chen S, Dong J, Wu J (2021) Exploring the spatial variations of transfer distances between dockless bike-sharing systems and metros. J Transp Geogr 92:103032","journal-title":"J Transp Geogr"},{"issue":"1","key":"358_CR41","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/0042098018795363","volume":"56","author":"RJ Sampson","year":"2019","unstructured":"Sampson RJ (2019) Neighbourhood effects and beyond: explaining the paradoxes of inequality in the changing American Metropolis. Urban Stud 56(1):3\u201332","journal-title":"Urban Stud"}],"container-title":["EPJ Data Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1140\/epjds\/s13688-022-00358-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1140\/epjds\/s13688-022-00358-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1140\/epjds\/s13688-022-00358-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,30]],"date-time":"2022-07-30T09:03:06Z","timestamp":1659171786000},"score":1,"resource":{"primary":{"URL":"https:\/\/epjdatascience.springeropen.com\/articles\/10.1140\/epjds\/s13688-022-00358-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,30]]},"references-count":41,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["358"],"URL":"https:\/\/doi.org\/10.1140\/epjds\/s13688-022-00358-2","relation":{},"ISSN":["2193-1127"],"issn-type":[{"value":"2193-1127","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,7,30]]},"assertion":[{"value":"15 December 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 July 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 July 2022","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 that they have no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"46"}}