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
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
Angehrn A (1997) Designing mature Internet business strategies: the ICDT model. Eur Manage J 15(4):361–369
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
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)
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
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
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
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
Kaasinen E (2003) User needs for location-aware mobile services. Pers Ubiquitous Comput 7(1):70–79 (May 2003)
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
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
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
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
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
Rogers EM (1962) Diffusion of innovation. Free Press, New York
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
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
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
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
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
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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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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DOI: https://doi.org/10.1007/s00779-008-0197-0