{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T20:40:36Z","timestamp":1776890436533,"version":"3.51.2"},"reference-count":56,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2016,7,5]],"date-time":"2016-07-05T00:00:00Z","timestamp":1467676800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Sustainable mobility and smart mobility management play important roles in achieving smart cities\u2019 goals. In this context we investigate the role of smartphones as mobility behavior sensors and evaluate the responsivity of different attitudinal profiles towards personalized route suggestion incentives delivered via mobile phones. The empirical results are based on mobile sensed data collected from more than 3400 people\u2019s real life over a period of six months. The findings show which user profiles are most likely to accept such incentives and how likely they are to result in more sustainable mode choices. In addition we provide insights into tendencies towards accepting more sustainable route options for different trip purposes and illustrate smart city platform potential (for collection of mobility behavior data and delivery of incentives) as a tool for development of personalized mobility management campaigns and policies.<\/jats:p>","DOI":"10.3390\/s16071035","type":"journal-article","created":{"date-parts":[[2016,7,5]],"date-time":"2016-07-05T10:06:19Z","timestamp":1467713179000},"page":"1035","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":38,"title":["Policy 2.0 Platform for Mobile Sensing and Incentivized Targeted Shifts in Mobility Behavior"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2795-8094","authenticated-orcid":false,"given":"Ivana","family":"Semanjski","sequence":"first","affiliation":[{"name":"Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, Ghent B-9000, Belgium"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9080-4859","authenticated-orcid":false,"given":"Angel","family":"Lopez Aguirre","sequence":"additional","affiliation":[{"name":"Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, Ghent B-9000, Belgium"},{"name":"Facultad de Ingenier\u00eda Mec\u00e1nica y Ciencias de la Producci\u00f3n, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo Km 30.5 V\u00eda Perimetral, Guayaquil 09-01-5863, Ecuador"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Johan","family":"De Mol","sequence":"additional","affiliation":[{"name":"Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, Ghent B-9000, Belgium"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5628-6974","authenticated-orcid":false,"given":"Sidharta","family":"Gautama","sequence":"additional","affiliation":[{"name":"Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, Ghent B-9000, Belgium"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2016,7,5]]},"reference":[{"key":"ref_1","unstructured":"IEA (2014). Key World Energy Statistics. International Energy Agency, IEA."},{"key":"ref_2","unstructured":"Directorate General for Energy and Transport (2007). Green Paper towards a New Culture for Urban Mobility, European Commission."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1016\/j.jtrangeo.2012.06.004","article-title":"Introduction to the special section on theoretical perspectives on climate change mitigation in transport","volume":"24","author":"Banister","year":"2012","journal-title":"J. Transp. Geogr."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/S1361-9209(00)00015-8","article-title":"Travel blending: An Australian travel awareness initiative","volume":"6","author":"Rose","year":"2001","journal-title":"Transp. Res. Part D Transp. Environ."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/S0965-8564(97)00006-2","article-title":"Psychological resistance against attempts to reduce private car use","volume":"32","author":"Tertoolen","year":"1998","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1177\/0013916508319587","article-title":"Attitude-Based Target Groups to Reduce the Ecological Impact of Daily Mobility Behavior","volume":"42","author":"Hunecke","year":"2010","journal-title":"Environ. Behav."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1590","DOI":"10.1016\/j.jtrangeo.2011.06.011","article-title":"Moving towards sustainability? Mobility styles, attitudes and individual travel behaviour","volume":"19","author":"Prillwitz","year":"2011","journal-title":"J. Transp. Geogr."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/S1369-8478(02)00046-3","article-title":"Acceptability of urban transport pricing strategies","volume":"6","author":"Schade","year":"2003","journal-title":"Transp. Res. Part F Traffic Psychol. Behav."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.tra.2012.10.024","article-title":"Exploring carsharing usage motives: A hierarchical means-end chain analysis","volume":"47","author":"Schaefers","year":"2013","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"478","DOI":"10.1016\/j.tranpol.2007.04.009","article-title":"Understanding attitudes towards public transport and private car: A qualitative study","volume":"14","author":"Beirao","year":"2007","journal-title":"Transp. Policy"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1016\/j.tranpol.2008.03.002","article-title":"Transit market research using structural equation modeling and attitudinal market segmentation","volume":"15","author":"Shiftan","year":"2008","journal-title":"Transp. Policy"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.tranpol.2012.09.002","article-title":"Examining the potential for modal change: Motivators and barriers for bicycle commuting in Dar-es-Salaam","volume":"24","author":"Nkurunziza","year":"2012","journal-title":"Transp. Policy"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.tra.2012.10.017","article-title":"Bicycle commuting market analysis using attitudinal market segmentation approach","volume":"47","author":"Li","year":"2013","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.tranpol.2004.11.004","article-title":"\u2018Complacent Car Addicts\u2019 or \u2018Aspiring Environmentalists\u2019? Identifying travel behaviour segments using attitude theory","volume":"12","author":"Anable","year":"2005","journal-title":"Transp. Policy"},{"key":"ref_15","unstructured":"Machado, P. New Residents Mobility Welcome Kit. Almada. Portugal. Available online: http:\/\/www.eltis.org\/discover\/case-studies\/new-residents-mobility-welcome-kit-almada-portugal."},{"key":"ref_16","unstructured":"Lassen Bue, E., Makowski, W., and Reiter, K. (2013). BYPAD Certification Report\u2014City of Gdynia, Grupa Inspro."},{"key":"ref_17","unstructured":"Ishfaq, S., and Anable, J. (2013). SEGMENT Work Package 6\u2014Final Report, London Borough of Hounslow."},{"key":"ref_18","unstructured":"Langer, K. (2012). Campaign Design\u2014Lessons Learnt, Segment."},{"key":"ref_19","unstructured":"Degenkamp, M. (2013). Campaign Implementation\u2014Success Factors, Barriers and Lessons Learnt, Utrecht. Available online: http:\/\/www.segmentproject.eu\/hounslow\/segment.nsf\/Files\/SFF-271\/$file\/Del%205.4%20%20WP5_report%20FINAL.pdf."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"3299","DOI":"10.1016\/j.eswa.2012.12.100","article-title":"Annotating mobile phone location data with activity purposes using machine learning algorithms","volume":"40","author":"Liu","year":"2013","journal-title":"Expert Syst. Appl."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"15974","DOI":"10.3390\/s150715974","article-title":"Smart City Mobility Application\u2014Gradient Boosting Trees for Mobility Prediction and Analysis Based on Crowdsourced Data","volume":"15","author":"Semanjski","year":"2015","journal-title":"Sensors"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"17292","DOI":"10.3390\/s131217292","article-title":"Mobile Sensing Systems","volume":"13","author":"Macias","year":"2013","journal-title":"Sensors"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"22060","DOI":"10.3390\/s150922060","article-title":"Energy-Efficient Crowdsensing of Human Mobility and Signal Levels in Cellular Networks","volume":"15","author":"Foremski","year":"2015","journal-title":"Sensors"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"14612","DOI":"10.3390\/s121114612","article-title":"iParking: An Intelligent Indoor Location-Based Smartphone Parking Service","volume":"12","author":"Liu","year":"2012","journal-title":"Sensors"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"20753","DOI":"10.3390\/s141120753","article-title":"Adaptive Activity and Environment Recognition for Mobile Phones","volume":"14","author":"Parviainen","year":"2014","journal-title":"Sensors"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"2059","DOI":"10.3390\/s150102059","article-title":"A Survey of Online Activity Recognition Using Mobile Phones","volume":"15","author":"Shoaib","year":"2015","journal-title":"Sensors"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/s16010088","article-title":"Mobile Crowd Sensing for Traffic Prediction in Internet of Vehicles","volume":"16","author":"Wan","year":"2016","journal-title":"Sensors"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"20843","DOI":"10.3390\/s141120843","article-title":"Using Smart Phone Sensors to Detect Transportation Modes","volume":"14","author":"Xia","year":"2014","journal-title":"Sensors"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"13069","DOI":"10.3390\/s150613069","article-title":"Using a Smart City IoT to Incentivise and Target Shifts in Mobility Behaviour\u2014Is It a Piece of Pie?","volume":"15","author":"Poslad","year":"2015","journal-title":"Sensors"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Millonig, A., and Mitgutsch, K. (2014). Playful Mobility Choices: Motivating informed mobility decision making by applying game mechanics. ICST Trans. Ambient Syst., 1.","DOI":"10.4108\/amsys.1.4.e3"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.dss.2012.02.002","article-title":"Building a targeted mobile advertising system for location-based services","volume":"54","author":"Li","year":"2012","journal-title":"Decis. Support Syst."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1016\/j.techfore.2011.08.011","article-title":"Personalized mobile advertising: Its key attributes, trends, and social impact","volume":"79","author":"Chen","year":"2012","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1016\/j.dss.2013.06.004","article-title":"A prediction framework based on contextual data to support Mobile Personalized Marketing","volume":"56","author":"Tang","year":"2013","journal-title":"Decis. Support Syst."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"840","DOI":"10.1016\/j.ijinfomgt.2013.06.004","article-title":"Consumer attitudes towards mobile marketing in the smart phone era","volume":"33","author":"Watson","year":"2013","journal-title":"Int. J. Informa. Manag."},{"key":"ref_35","unstructured":"Juho, H., Koivisto, J., and Sarsa, H. (2014, January 6\u20139). Does gamification work\u2014A literature review of empirical studies on gamification. Proceedings of the 47th Hawaii International Conference on System Sciences (HICSS), Manoa, HI, USA."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-T","article-title":"The theory of planned behavior","volume":"50","author":"Ajzen","year":"1991","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1111\/j.2044-8309.1998.tb01160.x","article-title":"Habit versus planned behaviour: A field experiment","volume":"37","author":"Verplanken","year":"1998","journal-title":"Br. J. Soc. Psychol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"612","DOI":"10.1177\/0013916510369630","article-title":"Changing Simple Energy-Related Consumer Behaviors","volume":"43","author":"Aarts","year":"2011","journal-title":"Environ. Behav."},{"key":"ref_39","unstructured":"Segment, Segmented Marketing for Energy Efficient Transport. Available online: http:\/\/www.segmentproject.eu\/."},{"key":"ref_40","unstructured":"Ghent University, Routecoach. Available online: http:\/\/www.routecoach.be\/."},{"key":"ref_41","unstructured":"Move, Google Play, Routecoach. Available online: https:\/\/play.google.com\/store\/apps\/details?id=com.move.routecoach&hl=nl_BE."},{"key":"ref_42","unstructured":"Anable, J., and Wright, S. Segment. Available online: http:\/\/www.segmentproject.eu\/hounslow\/segment.nsf\/Files\/SFF-266\/$file\/Deliverable%207.8.4%20GOLDEN%20QUESTIONS%20AND%20SOCIAL%20MARKETING%20GUIDANCE%20REPORT.pdf."},{"key":"ref_43","unstructured":"Ladbury, P. Segment toolkit. Available online: http:\/\/www.segmentproject.eu\/hounslow\/segment.nsf\/Files\/SFF-318\/$file\/Deliverable%207-8.3%20Social%20Marketing%20Toolkit.pdf."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1080\/02602930701293231","article-title":"The adequacy of response rates to online and paper surveys: What can be done?","volume":"33","author":"Nulty","year":"2008","journal-title":"Assess. Eval. High. Educ."},{"key":"ref_45","unstructured":"Ray, A. Typical Response Rates. Available online: http:\/\/www.practicalsurveys.com\/respondents\/typicalresponserates.php."},{"key":"ref_46","unstructured":"Litman, T. (2015). Evaluating Active Transport Benefits and Costs, Victoria Transport Policy Institute."},{"key":"ref_47","unstructured":"Walker, J. Basics: The Spacing of Stops and Stations. Available online: http:\/\/humantransit.org\/2010\/11\/san-francisco-a-rational-stop-spacing-plan.html."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1080\/17535069.2010.524420","article-title":"The role of rankings in growing city competition","volume":"3","author":"Giffingera","year":"2010","journal-title":"Urban Res. Pract."},{"key":"ref_49","first-page":"1","article-title":"Bedeutung psychologischer und sozialer Einflussfaktoren f\u00fcr eine nachhaltige Verkehrsentwicklung. Umweltforschungs-plan des Bundesministeriums f\u00fcr Umwelt","volume":"38","author":"Schlaffer","year":"2002","journal-title":"Naturschutz Reakt."},{"key":"ref_50","unstructured":"Poushter, J., and Stewart, R. (2016). Smartphone Ownership and Internet Usage Continues to Climb in Emerging Economies, Pew Research Center."},{"key":"ref_51","unstructured":"Tyndall, G.R., Cameron, J., and Taggart, R.C. (1999). Strategic Planning and Management Guidelines for Transportation Agencies, Transportation Research Board."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1016\/j.tra.2006.09.005","article-title":"Household travel surveys: Where are we going?","volume":"41","author":"Stopher","year":"2007","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_53","first-page":"525","article-title":"Combined estimation of activity generation models incorporating unobserved small trips using probe person data","volume":"10","author":"Itoh","year":"2013","journal-title":"J. East. Asia Soc. Transp. Stud."},{"key":"ref_54","unstructured":"Stopher, P.R., and Wilmot, C.G. (2000, January 9\u201313). Some new approaches to designing household travel surveys\u2013time-use diaries and GPS. Presented at the 79th Annual Meeting of the Transportation Research Board, Washington, DC, USA."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1093\/poq\/nfl033","article-title":"Nonresponse Rates and Nonresponse Bias in Household Surveys","volume":"70","author":"Groves","year":"2006","journal-title":"Public Opin. Q."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Kazhamiakin, R., Marconi, A., Perillo, M., Pistore, M., Valetto, G., Piras, L., Avesani, F., and Perri, N. (2015, January 25\u201328). Using Gamification to Incentivize Sustainable Urban Mobility. Proceedings of the 2015 IEEE First International, Smart Cities Conference (ISC2), Guadalajara, Mexico.","DOI":"10.1109\/ISC2.2015.7366196"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/16\/7\/1035\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T19:25:30Z","timestamp":1760210730000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/16\/7\/1035"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,5]]},"references-count":56,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2016,7]]}},"alternative-id":["s16071035"],"URL":"https:\/\/doi.org\/10.3390\/s16071035","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,7,5]]}}}