Abstract
There are two distinct groups of emerging issues in the area of sales forecasting and decision support systems: methodological issues and implementational issues. This paper discusses each of them. The discussion of implementational issues includes some results of a survey of forecasting practice. The paper serves as a preface to the special section on sales forecasting and decision support systems and introduces the papers included in the special section.
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References
Armstrong, J. Scott. 1985.Long-range forecasting: From crystal ball to computer. 2nd ed. New York: John Wiley.
—. 1987. “The Forecasting Audit.” InThe Handbook of Forecasting A Manager’s Guide Second Edition. ed. Spyros Madridakis and Steven C. Wheelwright. New York: John Wiley.
—, Roderick J. Brodie, and Shelby H. McIntyre. 1987. “Forecasting Methods for Marketing Review of Empirical Research.”International Journal of Forecasting 3: 355–376.
Ashton, Alison Hubbard and Robert H. Ashton. 1985. “Aggregating Subjective Forecasts: Some Empirical Results.”Management Science 31 (December): 1499–1508.
Assmus, Gert. 1984. “New Product Forecasting.”Journal of Forecasting 3: 121–138.
Bass, Frank M. 1987. “Misspecification and the Inherent Randomness of the Model are at the Heart of the Brodie and de Kluyver enigma.”International Journal of Forecasting 3: 441–444.
Berkowitz, M. K. and G. H. Haines, Jr. 1984. “Forecasting Future Canadian Residential Heating Demand: An Illustration of Forecasting with Aggregated and Disaggregated Data.”Journal of Forecasting 3: 217–227.
Bopp, Anthony E. 1985. “On Combining Forecasts: Some Extensions and Results.”Management Science 31 (December): 1492–1498.
Brodie, Roderick J. and C. A. de Kluyver. 1984. “Attraction Versus Linear and Multiplicative Market Share Models: An Empirical Evaluation.”Journal of Marketing Research 21 (May): 194–201.
— 1987. “A Comparison of the Short Term Forecasting Accuracy of Econometric and Naive Extrapolation Models of Market Share.”International Journal of Forecasting 3: 423–437.
Cattin, Philippe and D. R. Wittink. 1982. “Commercial use of conjoint analysis: A survey. Journal of Marketing 46: 44–53.
Currim, Imran S. and Rakesh K. Sarin. 1983. “A Procedure for Measuring and Estimating Consumer Preferences Under Uncertainty.”Journal of Marketing Research 20 (August): 249–56.
Dalrymple, Douglas J. 1975. “Sales forecasting methods and accuracy.”Business Horizons 18: 33–39.
— 1987, “Sales Forecasting Practices Results from a United States Survey.”International Journal of Forecasting 3: 379–391.
Davidson, Timothy A. and Laurence Prusak. 1987. “Selecting and Using Extermal Data Sources and Forecasting Services to support a Forecasting Strategy.” InThe Handbook of Forecasting A Manager’s Guide Second Edition, Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Dino, Richard N. 1987. “Price Forecasting Using Experience Curves and The Product Life-Cycle Concept.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Enns, Phillip, Joseph Machak and W. Spivey. 1982. “Forecasting Applications of an Adaptive Multiple Exponential Smoothing Model.”Management Science 28 (September): 1035–1044.
Faruqui, Ahmad. 1987. “Preface-On the Search for Accuracy in Electric Utility Forecasting.”Journal of Forecasting 6: 93–95.
Fildes, Robert. 1987. “Forecasting: The Issues.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Fischler, Edward B. and Robert F. Nelson. 1986. “Integrating Time-Series and End-use Methods to Forecast Electricity Sales.”Journal of Forecasting 5: 15–30.
Flores, Benito and Edna White. 1988. “A Framework for the Combination of Forecasts.”Journal of the Academy of Marketing Science, this issue.
Geurts, Michael. 1988. “The Impact of Misrepresentative Data Patterns on Sales Forecasting Accuracy.”Journal of the Academy of Marketing Science, this issue.
— and J. Patrick Kelly. 1986. “Forecasting retail sales using alternative models.”International Journal of Foreasting 2 (3): 257–395.
Ghosh, A., S. Neslin and R. Shoemaker. 1984. “A Comparison of Market Share Models and Estimation Procedures.”Journal of Marketing Research 21 (May): 202–10.
Goslar, Martin D. and Stephen W. Brown. 1986. “Decision Support Systems: Advantages in Consumer Marketing Settings.”Journal of Consumer Marketing 3 (Summer): 43–50.
Green, Paul E. and D.S. Tull. 1978.Research for Marketing Decisions Fourth Edition. Englewood Cliffs, NJ: Prentice Hall
Hagerty, Michael R. 1987. “Conditions under which Econometric Models will Outperform Naive Models.”International Journal of Forecasting 3: 457–460.
Hanssens, Dominique M. 1980. “Market Response, Competitive Behavior, and Time Series Analysis.”Journal of Marketing Research 17 (November): 470–85.
Hogarth, Robin M. and S. Makridakis. 1981. “Forecasting and planning: An evaluation.”Management Science 27: 115–138.
Hughes, David G. 1987. “Sales Forecasting Requirements.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Jobber, David and Martin Watts. 1986. “Behavioral Aspects of Marketing Information Systems.”OMEGA International Journal of Management Science 14 (1): 69–79.
Kapoor, S.G., P. Madhok and S.M. Wu 1981. “Modeling and Forecasting Sales Data by Time Series Analysis.”Journal of Marketing Research 18 (February): 94–100.
Koehler, Anne B. 1985. “Simple vs Complex Extrapolation Models: An Evaluation in the Food Processing Industry.”International Journal of Forecasting 1: 63–68.
Larreche, Jean-Claude. 1987. “Anticipatory Analysis for New Entry Strategies.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Lawrence, M.J. 1983. “An Exploration of Some Practical Issues in the Use of Quantitative Forecasting Models.”Journal of Forecasting 22: 169–179.
—, R.H. Edmundson and M.J. O’Connor. 1986. The Accuracy of Combining Judgmental and Statistical Forecasts.”Management Science 32 (December): 1521–1532.
Leeflang, P.S.H. and Reuyl, J.C. 1984. “Further Study and Comments on the Predictive Power of Market Share Attraction Models.”Journal of Marketing Research 21 (May): 221–5.
Leone, Robert P. 1987. “Forecasting the Effect of an Environmental Change On Market Performance An Intervention Time-Series Approach.”International Journal of Forecasting 3: 463–478.
Levenbach, Hans and James P. Cleary 1984.The Modern Forecaster The Forecasting Process Through Data Analysis. New York: Van Nostrand Reinhold Company.
Lewandowski, Rudolf. 1982. “Sales Forecasting by FORSYS”Journal of Forecasting 1: 205–215.
—. 1987. “An Integrated Approach to Medium-and Long-term Forecasting: The Marketing-Mix System.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Mabert, Vincent A. and Michael J. Showalter. 1987. “Forecasting for Service Products: Concepts and Systems.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Mahmoud, E. 1984. “Accuracy in Forecasting: A Survey.Journal of Forecasting 3 (April–June): 139–160.
— and Naresh Malhotra. 1986. “The Decision-Making Process of Small Business for Microcomputers and Software Selection and Usage.”INFOR Information Systems and Operational Research 24 (May): 116–133.
Makridakis Spyros. 1987. “The Future of Forecasting.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
—, A. Andersen, R. Carbone, R. Fildes, M. Hibon, R. Lewandowski, J. Newton, E. Parzen, and R. Winkler. 1982, “The Accuracy of Extrapolation (Time Series) Methods.”Journal of Forecasting 1 (April–June): 111–154.
—, and R.L. Winkler. 1983. “Averages of Forecasts: Some Empirical Results.”Management Science 29: 987–996.
Mentzer, John T. 1988. “Forecasting with Adaptive Extended Exponential Smoothing.”Journal of the Academy of Marketing Science, this issue.
— and J.E. Cox, Jr. 1984. “Familiarity, Application, and Performance of Sales Forecasting Techniques.”Journal of Forecasting 3 (January–March): 27–36.
Miller, Don M. 1985. “The Anatomy of a Successful Forecasting Implementation.”International Journal of Forecasting 1: 69–78.
Moriarty, Mark M. 1985. “Design Features of Forecasting Systems Involving Management Judgments.”Journal of Marketing Research 12 (November): 353–64.
— and Arthur J. Adams. 1984. “Management Judgment Forecasts, Composite Forecasting Models, and Conditional Efficiency.”Journal of Marketing Research 21 (August): 239–50.
Mullick, Satindes K., Gregory S. Anderson, Robert E. Leach and Ward C. Smith. 1987. “Life-Cycle Forecasting.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Naert, Philippe and M. Weverbergh. 1981. “On the Prediction Power of Market Share Attraction Models.”Journal of Marketing Research 18 (May): 146–53.
— 1985. “Market Share Specification, Estimation, and Validation: Toward Reconciling Seemingly Divergent Views.”Journal of Marketing Research 12 (November): 453–61.
Restall, Christine. 1987. “Leisure Futures: A Summary of a Recent Study Commissioned by McCann-Erickson Ltd. from the Naisbitt Group.”Journal of Marketing Management 3: 1–11.
Rice, Gillian and Essam Mahmoud. 1984. “Forecasting and Data Bases in International Business.”Management International Review 24(4): 59–71.
Schnaars, Steven P. 1984. “Situational Factors Affecting Forecast Accuracy.”Journal of Marketing Research 21 (August): 290–7.
— and Martin T. Topol. 1987. “The Use of Multiple Scenarios in Sales Forecasting: An Empirical Test.”International Journal of Forecasting 3: 405–49.
Shipchandler, Zoher E. and James S. Moore. 1988. “Examining the Effects of Regression Procedures on the Temporal Stability of Parameter Estimates in Marketing Models.”Journal of the Academy of Marketing Science, this issue.
Schultz, Randall L. 1984. “The Implementation of Forecasting Models.”Journal of Forecasting 3: 43–55.
Sparkes, J.R. and A.K. McHugh. 1984. “Awareness and Use of Forecasting Techniques in British Industry.”Journal of Forecasting 3 (January–March): 37–42.
Tyebjee, Tyzoon T. 1987. “Behavioral Biases in New Product Forecasting.”International Journal of Forecasting 3: 393–404.
Umashankar, Sushila and Johannes Ledolter. 1983. “Forecasting with Diagonal Multiple Time Series Models: An Extension of Univariate Models.”Journal of Marketing Research 20 (February): 58–63.
Weinstein, David 1987. “Forecasting for Industrial Products.” InThe Handbook of Forecasting: A Manager’s Guide Second Edition. Ed. Spyros Makridakis and Steven C. Wheelwright. New York: John Wiley.
Winkler, Robert L. 1984. “Combining Forecasts.” InThe Forecasting Accuracy of Major Time Series Methods. ed. S. Makridakis, A. Andersen, R. Carbone, R. Fildes, M. Hibon, R. Lewandowski, J. Newton, E. Parzen and R. Winkler. New York: John Wiley.
Wittink, Dick R. 1987. “Causal Market Share Models in Marketing: Neither Forecasting nor Understanding?”International Journal of Forecasting 3: 445–448.
Wright, David J. 1988. “Decision Support Oriented Sales Forecasting Methods.”Journal of the Academy of Marketing Science, this issue.
—, G. Capon, R. Page, J. Quiroga, A.A. Taseen, and F. Tomasini. 1986. “Evaluation of Forecasting Methods for Decision Support,”International Journal of Forecasting 2: 139–152.
Yokum, J. Thomas, Jr. and Albert R. Wildt. 1987. “Forecasting Sales Response for Multiple Time Horizons and Temporally Aggregated Data A Comparison of Constant and Stochastic Coefficient Models,”International Journal of Forecasting 3: 479–488.
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Mahmoud, E., Rice, G. & Malhotra, N. Emerging issues in sales forecasting and decision support systems. JAMS 16, 47–61 (1988). https://doi.org/10.1007/BF02723360
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DOI: https://doi.org/10.1007/BF02723360