Understanding Requirements and Benefits of the Usage of Predictive Analytics in Management Accounting: Results of a Qualitative Research Approach

The accuracy of a forecast affects the financial result of a company. By the improvement of Management Accounting (MA) processes, the introduction of advanced technology and additional skills is prognosticated. Even though companies have increasingly adopted Predictive Analytics (PA), the impact on MA overall has not been investigated adequately. This study investigates this problem through a single case study of a German company. The interview results provide an overview of requirements and benefits of PA in MA. In the future, Management Accountants will be able to focus on business partnering, but require advanced statistical knowledge to fully benefit from PA.

[1]  Jörg Becker,et al.  Comprehensible Predictive Models for Business Processes , 2016, MIS Q..

[2]  Kristine Brands,et al.  Business Analytics: Transforming The Role Of Management Accountants , 2015 .

[3]  Gary Cokins,et al.  Top 7 Trends in Management Accounting. , 2013 .

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

[5]  Vieroslav Molnár,et al.  Using a Software Tool in Forecasting: a Case Study of Sales Forecasting Taking into Account Data Uncertainty , 2016 .

[6]  Thomas C. Redman,et al.  Data Driven: Profiting from Your Most Important Business Asset , 2008 .

[7]  M. King,et al.  Social desirability bias: A neglected aspect of validity testing , 2000 .

[8]  B. Flyvbjerg,et al.  Why Your IT Project May Be Riskier than You Think , 2011 .

[9]  Youngjin Yoo,et al.  It is not about size: a further thought on big data , 2015, J. Inf. Technol..

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

[11]  Nicolaus Henke,et al.  The age of analytics: competing in a data-driven world , 2016 .

[12]  J. Järvinen,et al.  The role of a predictive analytics project initiator in the integration of financial and operational forecasts , 2017 .

[13]  Jukka Korpela,et al.  Demand forecasting errors in industrial context: Measurement and impacts , 2009 .

[14]  Mohamed Z. Elbashir,et al.  The Role of Organizational Absorptive Capacity in Strategic Use of Business Intelligence to Support Integrated Management Control Systems , 2011 .

[15]  Siegfried Lamnek,et al.  Methoden und Techniken , 1989 .

[16]  Stephanie L Woerner,et al.  Big data: extending the business strategy toolbox , 2015, J. Inf. Technol..

[17]  Peter Booth,et al.  The Impacts of Enterprise Resource Planning Systems on Accounting Practice – The Australian Experience , 2000 .

[18]  Markus Granlund,et al.  Extending AIS research to management accounting and control issues: A research note , 2011, Int. J. Account. Inf. Syst..

[19]  Seppo Ikäheimo,et al.  On the Convergence of Management Accounting and Financial Accounting - The Role of Information Technology in Accounting Change , 2011, Int. J. Account. Inf. Syst..

[20]  Severin V. Grabski,et al.  A Review of ERP Research: A Future Agenda for Accounting Information Systems , 2011, J. Inf. Syst..

[21]  Kevin C. Moffitt,et al.  How Big Data Will Change Accounting , 2015 .

[22]  P. Hofer,et al.  Forecasting in Austrian companies , 2015 .

[23]  Anne Fleur van Veenstra,et al.  Modes of Governance in Inter-Organizational Data Collaborations , 2015, ECIS.

[24]  J. Järvinen,et al.  A Field Study of the Emerging Practice of Beyond Budgeting in Industrial Companies: An Institutional Perspective , 2012 .

[25]  Steve G. Sutton,et al.  Enablers of top management team support for integrated management control systems innovations , 2013, Int. J. Account. Inf. Syst..

[26]  Andreas Seufert Die Digitalisierung als Herausforderung für Unternehmen: Status Quo, Chancen und Herausforderungen im Umfeld BI & Big Data , 2016 .

[27]  Christian Janiesch,et al.  A Method and Tool for Predictive Event-Driven Process Analytics , 2013, Wirtschaftsinformatik.