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Contextual patterns in mobile service usage

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Abstract

Mobile services differ from other services because of their temporal and spatial attributes. Mobile services additionally differ from each other in their value-added to the end-user. Some services—such as emailing and voice—are more business oriented. On the other hand, various free-time oriented services are provided in new smartphones, such as imaging and music playback. The present paper studies how mobile services are used in different contexts. For this, the paper develops a specialized algorithm that can be used with handset-based usage data acquired straight from end-users in an established panel study process. Educated guesses can be drawn on the user context based on the developed algorithm. In the present exercise usage contexts were divided into home, office and “on the move”. The algorithm is used with exemplary data from Finland and the UK covering 324 consumers in 2006. More than 70% of contextual use cases are correctly classified based on raw data. According to exemplary results particularly multimedia services are used “on the move”, whereas legacy mobile services experience more evenly distributed usage across all contexts. The algorithm that identifies context based on raw data provides a new angle to mobile end-user research. In the future, the accuracy of the algorithm will be improved with the integration of seamless cell-id logging and GPS data.

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References

  • Abowd GD, Atkeson CG, Hong J, Long S, Kooper R Pinkerton M (1997) Cyberguide: a mobile context-aware tour guide. ACM Wireless Netw 5:421–433

    Article  Google Scholar 

  • Anckar B, D’Incau D (2002) Value creation in mobile commerce: findings from a consumer survey. J Inf Technol Theory Appl 4(1):43–64

    Google Scholar 

  • Angehrn A (1997) Designing mature Internet business strategies: the ICDT model. Eur Manage J 15(4):361–369

    Article  Google Scholar 

  • ARC Group (1999) Wireless industry showing us the future for the Internet. In: Wireless Internet: applications, technology and player strategies (1999–2004)

  • Balasubramanian S, Peterson RA, Järvenpää SL (2002) Exploring the implications of M-Commerce for markets and marketing. J Acad Market Sci 30(4):348–361

    Article  Google Scholar 

  • Barsi T (2002) Disruptive technology vs. disruptive applications. Telephony Online. http://telephonyonline.com/news/telecom_disruptive_technology_vs/index.html. Accessed on 6 June 2006

  • Basaure A (2004) Preliminary research on existing and planned mobile data service solutions and value systems in leading markets. LEAD project report. Networking Laboratory, Helsinki University of Technology

  • Carmichael DJ, Kay J, Kummerfeld B (2005) Consistent modelling of users, devices and sensors in a ubiquitous computing environment. User Model User-Adapt Interact 15(3–4):197–234 (Aug. 2005)

    Article  Google Scholar 

  • Cerqueira, E, Neto A, Veloso L, Monteiro E, Mendes P (2005) Control of multi-user services in mobile heterogeneous environments. In: Proceedings of the third international working conference—performance modelling and evaluation of heterogeneous networks, Het-Nets´05, Ilkley, West Yorkshire, UK, July 2005

  • Chande S (2005) Mobile web services, Department of Computer Science, University of Helsinki. http://www.cs.helsinki.fi/u/chande/courses/cs/MWS. Accessed on 20 July 2006

  • Christensen CM (1997) The innovator’s dilemma. Harvard Business School Press, Cambridge

  • Clarke I, Flaherty T (2003) Mobile portals: the development of M-Commerce gateways. In: Mennecke BE, Strader TJ (eds) Book mobile commerce: technology, theory, and applications. Idea Group Publishing, Hershey, pp. 185–201

    Google Scholar 

  • Dabholkar PA (1996) Consumer evaluations of new technology-based self-service options: an investigation of alternative models of service quality. Int J Res Market 13:29–51

    Article  Google Scholar 

  • Eagle, N (2005) Machine perception and learning of complex social systems. Doctoral dissertation, Massachusetts Institute of Technology

  • Ecosys (2004) First results on the economics of the new service provisioning in 3G and beyond. The CELTIC initiative, techno-economics of integrated communication systems and services

  • FMTC (2004) Mobile services market in Finland 2003 (in Finnish). Finnish Ministry of Transport and Communications Reports

  • Giaglis GM, Kourouthanassis P, Tsamakos A (2003) Towards a classification framework for mobile location services. In: Mennecke BE, Strader TJ (eds) Book mobile commerce: technology, theory, and applications, IGI Global, Hershey, pp 67–85, 22 Oct 2002

  • Heinonen K (2004) Time and location as customer perceived value drivers. Doctoral Dissertation, Swedish School of Economics and Business Administration, Helsinki, Finland

  • Heinonen K, Andersson P (2003) Swedish mobile market: consumer perceptions of mobile services. Commun Strateg 49(1st quarter):151–171

    Google Scholar 

  • Heinonen K, Pura M (2006) Classifying mobile services. Presented at Helsinki Mobility Roundtable, 1–2 June 2006, Helsinki

  • Holtel S (2006) A timeless way of service classification. Vodafone R&D white papers. Understand the personality of future communication services, Vodafone, 29 Mar 2006

  • Hyvönen K, Repo P (2005) Mobile services in the quotidienne of Finns (Mobiilipalvelut suomalaisten arjessa), Vox consumptoris—Kuluttajan ääni, Kuluttajatutkimuskeskuksen vuosikirja 2005, Savion Kirjapaino Oy, Kerava

  • Järvenpää S, Lang K (2005) Managing the paradoxes of mobile technology, information systems management. Fall 22(4):7–23

    Google Scholar 

  • Kaasinen E (2003) User needs for location-aware mobile services. Pers Ubiquitous Comput 7(1):70–79 (May 2003)

    Article  Google Scholar 

  • Kaasinen E (2005) User acceptance of mobile services—value, ease of use, trust and ease of adoption. Doctoral dissertation, VTT Publications 566, Finland

  • Korhonen P (2003) Technology leadership. Paper Presented at Nokia Capital Market Days, New York, 24 November 2003

  • Kotler P, Armstrong G (1996) Principles of marketing. Pearson Education, Inc., Upper Saddle River, New Jersey

    Google Scholar 

  • Li W, Kilander F, Jansson CG (2006) Toward a person-centric context aware system. In: Proceedings of 1st RSPSI International Workshop, 7 May 2006, Dublin, Ireland

  • Meuter ML, Ostrom AL, Roundtree RI, Bitner MJ (2000) Self-service technologies: understanding customer satisfaction with technology-based service encounters. J Market 64(3):50–64

    Article  Google Scholar 

  • Mitchell K, Whitmore M (2003) In: Mennecke BE, Strader TJ (eds) Location based services: locating the money. Idea Group Publishing, Hershey, pp 51–66

  • Nysveen H, Pedersen PE, Thorbjørnsen H (2005) Intentions to use mobile services: antecedents and cross-service comparisons. J Acad Market Sci 33(3):330–346

    Article  Google Scholar 

  • O’Loughlin, MA (2000) Wireless Internet: opportunities and threats. Ovum Group

  • Ojala T, Korhonen J, Aittola M, Ollila M, Koivumäki T, Tähtinen J, Karjaluoto H (2003) SmartRotuaari—context-aware mobile multimedia services. In: Proceedings of the 2nd international conference on mobile and ubiquitous multimedia, Norrköping, Sweden

  • Okazaki S (2005) New perspectives on M-Commerce research. J Electron Commer Res 6(3):160–164

    Google Scholar 

  • Pura M, Brush G (2005) Hedonic and utilitarian motivations for mobile service use. Paper presented at SERVSIG Research Conference, Singapore, 2–4 June 2005

  • Raento M, Oulasvirta A, Petit R, Toivonen H (2005) ContextPhone—a prototyping platform for context-aware mobile applications. IEEE Pervasive Comput 4(2):51–59

    Article  Google Scholar 

  • Rogers EM (1962) Diffusion of innovation. Free Press, New York

    Google Scholar 

  • Smura T (2006) Competition between emerging wireless network technologies: case HSPA vs. WiMAX in Europe. In: 17th European Regional ITS Conference, Amsterdam, Netherlands, 22–24 August 2006

  • SPSS (2002) SPSS 11.5 syntax reference guide, vol 1. SPSS, Chicago

    Google Scholar 

  • Sullivan MG, Drennan J (2005) Marketing M-services: establishing a usage benefit typology related to mobile user characteristics. Database Market Customer Strateg Manage 12(4):327–341

    Article  Google Scholar 

  • Trevisani E, Vitaletti A (2004) Cell-ID location technique, limits and benefits: an experimental study. Mobile computing systems and applications, 2004. WMCSA 2004. Sixth IEEE Workshop on Volume, Issue, pp 51–60, 2–3 December 2004

  • UMTS Forum (2001) The UMTS third generation market—phase II: structuring the service revenue opportunities. Report No. 13. UMTS Forum, April 2001

  • Van der Hejden H, Ogertschnig M, van der Gaast L (2005) Effects of context relevance and perceived risk on user acceptance of mobile information services. In: Proceedings of the Thirteenth European conference on information systems (ECIS), Regensburg, Germany

  • Vanjoki A (2003) Multimedia—seed for growth. Nokia Capital Market Days 2003. http://media.corporate-ir.net/media_files/webcast/2003/nov03/Nokia/PPT/Drivingconsumermultimedia.pdf. Accessed on 20 July 2006

  • Velez FJ, Correia LM (2002) Mobile broadband services: classification, characterisation and deployment scenarios. IEEE Comm Mag 40(4):142–150

    Article  Google Scholar 

  • Verkasalo H (2005) Handset-based monitoring of mobile customer behavior. Master’s Thesis Series, Networking Laboratory, Department of Electrical and Telecommunications Engineering, Helsinki University of Technology, Espoo, Finland, September 2005

  • Verkasalo H (2007a) A cross-country comparison of mobile service and handset usage. Licentiate’s Thesis, Helsinki University of Technology, Networking Laboratory, February 2007

  • Verkasalo H (2007b) A snapshot on the evolution of Finnish mobile service market. In: Conference on telecommunication techno-economics (CTTE) 2007, Helsinki, Finland, 14–15 June 2007 (Submitted)

  • Verkasalo H, Hämmäinen H (2006) Handset-based monitoring of mobile subscribers. Presented at Mobility Roundtable, Helsinki, Finland, 1–2 June 2006

  • Verkasalo H, Hämmäinen H (2007) A handset-based platform for measuring mobile service usage. INFO: J Policy Regul Strateg 9(1):80–96

    Google Scholar 

  • Verkasalo H, Smura T, Kivi A (2007) A framework for analyzing the usage of mobile services. Networking Laboratory, Helsinki University of Technology (Submitted)

  • Vesa J (2005) Mobile services in the networked economy. IRM Press, Hershey

    Google Scholar 

  • Williamson J (2003) Content or brand? Paper presented at the 3GSM World Conference, Cannes, France

  • Yoon JI, Suh HS, Leem CS (2003) A study on mobile business customer satisfaction. Korea Institute for Industrial Engineering, April 2003

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  1. Helsinki University of Technology, Helsinki, Finland

    Hannu Verkasalo

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  1. Hannu Verkasalo
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Verkasalo, H. Contextual patterns in mobile service usage. Pers Ubiquit Comput 13, 331–342 (2009). https://doi.org/10.1007/s00779-008-0197-0

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