On optimizing the selection of business transformation projects

To compete and thrive in a changing business environment, a business can adapt by initiating and successfully carrying out business transformation projects. In this paper we propose a methodology for the optimal selection of such transformational projects. We propose a two-stage methodology based on (1) correlation analytics for identifying key drivers of business performance and (2) advanced portfolio-optimization techniques for selecting optimal business-transformation portfolios in the face of resource constraints, budget constraints, and a rich variety of business rules. We illustrate our methodology through a case study from the electronics industry.

[1]  Carol Alexander.  Risk management and analysis volume 1: measuring and modelling financial risk , 1998 .

[2]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1997, EuroCOLT.

[3]  J. Friedman.  Special Invited Paper-Additive logistic regression: A statistical view of boosting , 2000 .

[4]  W. Gropp,et al.  Accepted for publication , 2001 .

[5]  R. Kaplan,et al.  PUTTING THE BALANCED SCORECARD TO WORK , 1993 .

[6]  Christian Artigues,et al.  Resource-Constrained Project Scheduling: Models, Algorithms, Extensions and Applications , 2007 .

[7]  Thomas L. Saaty,et al.  Decision making with dependence and feedback : the analytic network process : the organization and prioritization of complexity , 1996 .

[8]  C. N. Liu,et al.  Approximating discrete probability distributions with dependence trees , 1968, IEEE Trans. Inf. Theory.

[9]  David Maxwell Chickering,et al.  Learning Bayesian Networks: The Combination of Knowledge and Statistical Data , 1994, Machine Learning.

[10]  R. Kaplan,et al.  The balanced scorecard--measures that drive performance. , 2015, Harvard business review.

[11]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1995, EuroCOLT.

[12]  R. Dorf,et al.  The Balanced Scorecard: Translating Strategy Into Action , 1997, Proceedings of the IEEE.

[13]  Dennis L. Bolles,et al.  The Power of Enterprise-Wide Project Management , 2006 .

[14]  Edwin P. D. Pednault,et al.  Transform Regression and the Kolmogorov Superposition Theorem , 2006, SDM.

[15]  Thomas L. Saaty,et al.  Multicriteria Decision Making: The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation , 1990 .

[16]  Edwin P. D. Pednault,et al.  Segmentation-based modeling for advanced targeted marketing , 2001, KDD '01.

[17]  Stephen C. Graves,et al.  Technology portfolio management: optimizing interdependent projects over multiple time periods , 2001, IEEE Trans. Engineering Management.

[18]  J. Rissanen,et al.  Modeling By Shortest Data Description* , 1978, Autom..

[19]  Richard E. Neapolitan,et al.  Learning Bayesian networks , 2007, KDD '07.