A Socio-Technical Approach to Manage Analytics-as-a-Service - Results of an Action Design Research Project

The ability to generate business-relevant information and its use for business process improvements is a key success factor for businesses today. Answering the call for further research on success-relevant practices and instruments for managing business analytics, we report on the results of a three-year action design research project at a global car manufacturer. Drawing on the socio-technical systems theory, we identify seven meta-requirements and specify four principles for the design of an instrument to manage Analytics-as-a-Service (Aaas) portfolios. Our results reinforce the importance of coordinating different socio-technical components in business analytics initiatives and demonstrate how concrete management instruments, such as the proposed portfolio management tool, contribute to socio-technical alignment. For practitioners, the documented design components may provide guidance on how to design and implement similar instruments that support the management of Aaas portfolios.

[1]  Wanda J. Orlikowski,et al.  Using Technology and Constituting Structures: A Practice Lens for Studying Technology in Organizations , 2000, Theory in CSCW.

[2]  Bart Baesens,et al.  Call for Papers MISQ Special Issue on Transformational Issues of Big Data and Analytics in Networked Business , 2014 .

[3]  Robert P. Bostrom,et al.  Mis problems and failures: a socio-technical perspective , 1977 .

[4]  Chandrasekar Subramaniam,et al.  Information technology portfolio management implementation: a case study , 2016, J. Enterp. Inf. Manag..

[5]  Jan Pries-Heje,et al.  A Comprehensive Framework for Evaluation in Design Science Research 1 , 2022 .

[6]  Roger H. L. Chiang,et al.  Big Data Research in Information Systems: Toward an Inclusive Research Agenda , 2016, J. Assoc. Inf. Syst..

[7]  Les Gasser,et al.  A Design Theory for Systems That Support Emergent Knowledge Processes , 2002, MIS Q..

[8]  Arnold Picot,et al.  Reflections on societal and business model transformation arising from digitization and big data analytics: A research agenda , 2015, J. Strateg. Inf. Syst..

[9]  Clyde W. Holsapple,et al.  A unified foundation for business analytics , 2014, Decis. Support Syst..

[10]  Walter Brenner,et al.  How AUDI AG Established Big Data Analytics in Its Digital Transformation , 2017, MIS Q. Executive.

[11]  Jochen Wulf,et al.  Actualizing big data analytics affordances: A revelatory case study , 2020, Inf. Manag..

[12]  Luigi Mario De Luca,et al.  Linking data-rich environments with service innovation in incumbent firms: a conceptual framework and research propositions , 2017 .

[13]  Jeanne G. Harris,et al.  Competing on Analytics: The New Science of Winning , 2007 .

[14]  Veda C. Storey,et al.  Business Intelligence and Analytics: From Big Data to Big Impact , 2012, MIS Q..

[15]  Robert P. Bostrom,et al.  MIS Problems and failures: a sociotechnical perspective part I: the cause , 1977 .

[16]  Alan R. Hevner,et al.  Design Science in Information Systems Research , 2004, MIS Q..

[17]  Yvonne Herz,et al.  Portfolio Management For New Products , 2016 .

[18]  D. Boyd,et al.  CRITICAL QUESTIONS FOR BIG DATA , 2012 .

[19]  Juhani Iivari,et al.  A Paradigmatic Analysis of Information Systems As a Design Science , 2007, Scand. J. Inf. Syst..

[20]  J. Peppard Managing IT as a Portfolio of Services , 2003 .

[21]  Lars Mathiassen,et al.  Collaborative Practice Research , 2000, Scand. J. Inf. Syst..

[22]  Richard T. Watson,et al.  Analyzing the Past to Prepare for the Future: Writing a Literature Review , 2002, MIS Q..

[23]  Christopher G. Reddick,et al.  Capability Challenges in Transforming Government through Open and Big Data: Tales of Two Cities , 2015, ICIS.

[24]  Kalle Lyytinen,et al.  Explaining information systems change: a punctuated socio-technical change model , 2008, Eur. J. Inf. Syst..

[25]  Sandeep Purao,et al.  Action Design Research , 2011, MIS Q..

[26]  Karl Joachim Breunig,et al.  EXPLORING NEW SERVICE PORTFOLIO MANAGEMENT , 2017 .

[27]  Carlo Batini,et al.  Service portfolio management: A repository-based framework , 2015, J. Syst. Softw..

[28]  Christine Legner,et al.  Analytics As A Service: Cloud Computing and the Transformation of Business Analytics Business Models and Ecosystems , 2017, ECIS.

[29]  Yael Grushka-Cockayne,et al.  The impact of project portfolio management on information technology projects , 2005 .

[30]  Michael Rosemann,et al.  Towards a Service Portfolio Management Framework , 2009 .

[31]  M. Jeffery,et al.  Best Practices in IT Portfolio Management , 2004 .

[32]  Dursun Delen,et al.  Data, information and analytics as services , 2013, Decis. Support Syst..

[33]  Sue Newell,et al.  Datification and its human, organizational and societal effects: The strategic opportunities and challenges of algorithmic decision-making , 2017, J. Strateg. Inf. Syst..

[34]  Rajeev Sharma,et al.  Transforming Decision-Making Processes Transforming decision-making processes : a research agenda for understanding the impact of business analytics on organizations , 2017 .

[35]  Marlena J. Gaul Big Data at Work: Dispelling the Myths, Uncovering the Opportunities , 2014 .

[36]  M. Martinsuo Project portfolio management in practice and in context , 2013 .

[37]  Jan vom Brocke,et al.  Evaluations in the Science of the Artificial - Reconsidering the Build-Evaluate Pattern in Design Science Research , 2012, DESRIST.

[38]  Marleen Huysman,et al.  Debating big data: A literature review on realizing value from big data , 2017, J. Strateg. Inf. Syst..

[39]  C. J. Stettina,et al.  Agile portfolio management: An empirical perspective on the practice in use , 2015 .

[40]  Prasanna Tambe Big Data Investment, Skills, and Firm Value , 2014, Manag. Sci..