Strategic diagnostics and management decision making: a hybrid knowledge-based approach

A conceptual model is introduced whereby the focus is placed on environmental scanning, diagnostics and decision-making on the basis of managerial judgement through the application of tools such as intelligent agents, hybrid intelligent systems, scenario analysis and knowledge-based systems. The model has a critical stage as an antecedent to the strategic advice that encompasses the issues of strategic fit to purpose (theme, industry, company and strategic business unit-driven). A number of applications dealing with these four layers are shown, as well as an illustration of hybrid intelligent systems for strategic marketing planning. Copyright © 2007 John Wiley & Sons, Ltd.

[1]  Shuliang Li,et al.  A Web-enabled hybrid approach to strategic marketing planning: Group Delphi+a Web-based expert system , 2005, Expert Syst. Appl..

[2]  Richard G. Brody,et al.  The Effect of a Computerized Decision Aid on the Development of Knowledge , 2003 .

[3]  Gerrit van Bruggen,et al.  Improving Decision Making by Means of a Marketing Decision Support System , 1998 .

[4]  Malcolm McDonald,et al.  State‐of‐the‐Art Developments in Expert Systems and Strategic Marketing Planning , 1990 .

[5]  Patrick L. Brockett,et al.  A Comparative Analysis of Neural Networks and Statistical Methods for Predicting Consumer Choice , 1997 .

[6]  Robert H. Guttman,et al.  Agents that Buy and Sell: Transforming Commerce as we Know It , 1999 .

[7]  Mark P. Sharfman,et al.  Flexibility in Strategic Decision Making: Informational and Ideological Perspectives , 1997 .

[8]  Shuliang Li,et al.  WebStra: a web‐based intelligent system for formulating marketing strategies and associated e‐commerce strategies , 2004 .

[9]  Shuliang Li,et al.  GloStra - a hybrid system for developing global strategy and associated Internet strategy , 2001, Ind. Manag. Data Syst..

[10]  Lotfi A. Zadeh,et al.  Outline of a New Approach to the Analysis of Complex Systems and Decision Processes , 1973, IEEE Trans. Syst. Man Cybern..

[11]  Jose Jesus Castro-Schez,et al.  Using fuzzy repertory table-based technique for decision support , 2005, Decis. Support Syst..

[12]  Chuen-Chien Lee FUZZY LOGIC CONTROL SYSTEMS: FUZZY LOGIC CONTROLLER - PART I , 1990 .

[13]  David H. Mason,et al.  Scenarios and strategies: making the scenario about the business , 2003 .

[14]  John S. Edwards,et al.  Computer-based support for marketing strategy development , 2000 .

[15]  Jan-Mou Li,et al.  Key factors in forming an e-marketplace: An empirical analysis , 2006, Electron. Commer. Res. Appl..

[16]  Ron Chi-Wai Kwok,et al.  A fuzzy GSS framework for organizational knowledge acquisition , 2000, Int. J. Inf. Manag..

[17]  David G. Schwartz,et al.  Concurrent marketing analysis: a multi‐agent model for product, price, place and promotion , 2000 .

[18]  Shuliang Li,et al.  A Mixed Approach towards Formulating Global Marketing Strategies and Related E-Commerce Strategies: Group Judgment + a Fuzzy Expert System , 2003, SGAI Conf..

[19]  Nissan Levin,et al.  AMOS — A probability-driven, customer-oriented decision support system for target marketing of solo mailings , 1995 .

[20]  Shuliang Li,et al.  The development of a hybrid intelligent system for developing marketing strategy , 2000, Decis. Support Syst..

[21]  Terry L. Childers,et al.  Understanding how Product Attributes Influence Product Categorization: Development and Validation of Fuzzy Set-Based Measures of Gradedness in Product Categories , 1999 .

[22]  Kelly E. Fish,et al.  Artificial neural networks: A new methodology for industrial market segmentation , 1995 .

[23]  Jae Kyu Lee,et al.  Knowledge assisted dynamic pricing for large-scale retailers , 2000, Decis. Support Syst..

[24]  Berend Wierenga,et al.  The impact of the quality of a marketing decision support system: an experimental study , 1996 .

[25]  Jean-Charles Pomerol,et al.  Scenario development and practical decision making under uncertainty , 1999, Decis. Support Syst..

[26]  S. Tamer Cavusgil,et al.  Use of expert systems in international marketing , 1997 .

[27]  P. Cornelius,et al.  Three Decades of Scenario Planning in Shell , 2005 .

[28]  Yanqing Duan,et al.  A hybrid system for strategic marketing planning , 1995 .

[29]  Eunsang Yoon,et al.  Modeling global market entry decision by fuzzy logic with an application to country risk assessment , 1995 .

[30]  Henk W. Volberda,et al.  FARSYS: a knowledge-based system for managing strategic change , 1999, Decis. Support Syst..

[31]  Silvano Mussi Providing Websites with capabilities of one-to-one marketing , 2003, Expert Syst. J. Knowl. Eng..

[32]  Robin Cowan,et al.  Expert systems: aspects of and limitations to the codifiability of knowledge , 2001 .

[33]  Geoffrey E. Hinton,et al.  How neural networks learn from experience. , 1992, Scientific American.

[34]  Leonard M. Lodish,et al.  Marketing Decision Support and Intelligent Systems: Precisely Worthwhile or Vaguely Worthless? , 2002 .

[35]  Rafik A. Aliev,et al.  Soft computing based multi-agent marketing decision support system , 2000, J. Intell. Fuzzy Syst..

[36]  Hideyuki Nojiri,et al.  A model of the executive's decision processes in new product development , 1982 .

[37]  Graham Jocumsen,et al.  How do small business managers make strategic marketing decisions , 2004 .

[38]  Monique A. Pelletier,et al.  A paradigm for strategic decision success , 1995 .

[39]  Norm Archer,et al.  A buyer behaviour framework for the development and design of software agents in e-commerce , 2000, Internet Res..

[40]  Yanqing Duan,et al.  A framework for a hybrid intelligent system in support of marketing strategy development , 1999 .

[41]  Mahesh Gupta,et al.  Implications of expert systems for the operations of financial institutions , 2000 .

[42]  Ching-Torng Lin,et al.  A fuzzy-logic-based approach for new product Go/NoGo decision at the front end , 2004, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[43]  A. V. D. Ven SUGGESTIONS FOR STUDYING STRATEGY PROCESS: A RESEARCH NOTE , 1992 .

[44]  Michael Wooldridge,et al.  Applications of intelligent agents , 1998 .

[45]  Mark P. Sharfman,et al.  Does Decision Process Matter? A Study Of Strategic Decision-making Effectiveness , 1996 .

[46]  Michiel C. van Wezel,et al.  Predicting market responses with a neural network , 1995 .

[47]  Pattie Maes,et al.  Kasbah: An Agent Marketplace for Buying and Selling Goods , 1996, PAAM.

[48]  Gunnar Hartvigsen,et al.  Knowledge-based systems for strategic market planning in small firms , 1991, Decis. Support Syst..

[49]  Paul H. J. Hendriks,et al.  Knowledge-based systems and knowledge management: Friends or foes? , 1999, Inf. Manag..

[50]  Chuen-Chien Lee,et al.  Fuzzy logic in control systems: fuzzy logic controller. II , 1990, IEEE Trans. Syst. Man Cybern..

[51]  John Saunders,et al.  Management processes in marketing planning , 2004 .

[52]  Gilbert Steil,et al.  Large Group Scenario Planning , 2005 .

[53]  Yanqing Duan,et al.  Integrating group Delphi, fuzzy logic and expert systems for marketing strategy development: the hybridisation and its effectiveness , 2002 .

[54]  Wen-Chuan Lee,et al.  A neural networks-based approach for strategic planning , 1999, Inf. Manag..

[55]  R. Kent,et al.  Cases as Configurations: Using Combinatorial and Fuzzy Logic to Analyse Marketing Data , 2005 .

[56]  Kent D. Miller,et al.  Scenarios, Real Options and Integrated Risk Management , 2003 .

[57]  Luiz Moutinho,et al.  Constructing a Knowledge Base for a Marketing Expert System , 1992 .

[58]  David M. Miller,et al.  Expert systems applications for productivity analysis , 2004, Ind. Manag. Data Syst..

[59]  Gerrit van Bruggen,et al.  DSS Effectiveness in Marketing Resource Allocation Decisions: Reality vs. Perception , 2004, Inf. Syst. Res..

[60]  Gülçin Büyüközkan,et al.  Multi-criteria decision making for e-marketplace selection , 2004, Internet Res..

[61]  M. Wedel,et al.  A Clusterwise Regression Method for Simultaneous Fuzzy Market Structuring and Benefit Segmentation , 1991 .

[62]  Malcolm McDonald Marketing Planning and Expert Systems: An Epistemology of Practice , 1989 .

[63]  Pavlos Moraitis,et al.  A distributed decision support system for strategic planning , 1997, Decis. Support Syst..