Marketing Engineering Computer-Assisted Marketing Analysis and Planning Gary L. LUien The Pennsylvania State University Arvind Rangaswamy The Pennsylvania State University Joel Steckel, Series Editor New York University Co-sponsored by Institute for the Study of Business Markets ADDISON-WESLEY An imprint of Addison Wesley Longman, Inc. Reading, Massachusetts • Menlo Park, California • New York • Harlow, England Don Mills, Ontario • Sydney • Mexico City • Madrid • Amsterdam Preface xiii PART I The Basics Chapter 1 Introduction 1 1 Marketing Engineering: From Mental Models to Decision Models Marketing and marketing management 1 Marketing engineering 2 Why marketing engineering? 5 Marketing Decision Models Definition 6 6 Characteristics of decision models 7 Verbal, graphical, and mathematical models 8 Descriptive and normative decision models 11 Benefits of Using Decision Models Philosophy and Structure of the Book Philosophy 19 13 19 Objectives and structure of the book 20 Design criteria for the software 22 A Tour of the Software Summary 26 23 1 viii CONTENTS Chapter 2 Tools for Marketing Engineering: Market Response Models Why Response Models? 27 Types of Response Models 29 Some Simple Market Response Models Calibration 35 Objectives 37 31 Multiple Marketing-Mix Elements: Interactions Dynamic Effects 40 40 Market-Share Models and Competitive Effects 42 Response at the Individual Customer Level 44 Shared Experience and Qualitative Models 47 Choosing and Evaluating a Marketing Response Model Summary 49 50 Appendix: About Excel's Solver 50 PART II Developing Market Strategies Chapter 3 Segmentation and Targeting The Segmentation Process 55 55 Defining segmentation 55 Segmentation theory and practice 56 The STP approach 58 Segmenting markets (Phase 1) 60 Describing market segments (Phase 2) 62 Evaluating segment attractiveness (Phase 3) Selecting target segments (Phase 4) 64 Defining a Market 55 63 67 Segmentation Research: Designing and Collecting Data Developing the measurment instrument 71 Selecting the sample 71 Selecting and aggregating respondents 72 70 27 CONTENTS Segmentation Methods ix 76 Using factor analysis to reduce the data 76 Forming segments by cluster analysis: Measures of association Clustering methods 76 80 Interpreting segmentation study results 85 Behavior-Based Segmentation: Cross-Classification, Regression, and Choice Models 88 Cross-classification analysis 88 Regression analysis 88 Choice-based segmentation 90 Summary Chapter 4 Positioning 93 95 Differentiation and Positioning Definition 95 95 Positioning using perceptual maps 96 Applications of Perceptual Maps 99 Perceptual Mapping Techniques 104 Attribute-based methods 105 Similarity-based methods for perceptual mapping Joint-Space Maps 116 Overview 116 Simple joint-space maps 116 External analysis using PREFMAP3 Incorporating Price in Perceptual Maps Summary 113 118 121 122 Appendix: Factor Analysis for Preprocessing Segmentation Data Chapter 5 Strategic Market Analysis: Conceptual Framework and Tools Strategic Marketing Decision Making Market Demand and Trend Analysis Judgmental methods 130 Market and product analysis Time-series methods 132 125 129 131 124 1 25 CONTENTS Causal methods 137 What method to choose? The Product Life Cycle 143 145 Cost Dynamics: Scale and Experience Effects Summary 149 153 Chapter 6 Models for Strategic Marketing Decision Making Market Entry and Exit Decisions 154 Shared Experience Models: The PIMS Approach Product Portfolio Models 154 163 166 The Boston Consulting Group (BCG) approach 166 The GE/McKinsey approach 168 Financial models 170 Analytic Hierarchy Process 170 Competition Summary 174 177 PART III Developing Marketing Programs Chapter 7 New Product Decisions Introduction 178 1 78 178 New Product Decision Models 181 Models for identifying opportunities 181 Models for product design 183 Models for new product forecasting and testing Conjoint Analysis for Product Design 184 Introduction 184 Conjoint analysis procedure 187 Contexts best suited for conjoint analysis Forecasting the Sales of New Products 194 195 Overview of the Bass model 195 Technical description of the Bass model 196 Extensions of the basic Bass model 202 183 CONTENTS Pretest Market Forecasting xi 204 Overview of the ASSESSOR model 204 The preference model 206 Trial-repeat model 208 The validity and value of the ASSESSOR model 7.6 Summary 210 211 Chapter 8 Advertising and Communications Decisions The Bewildering Nature of Advertising 212 213 Advertising Effects: Response, Media, and Copy 214 Advertising response phenomena Frequency phenomena 218 Copy effects 219 Advertising Budget Decisions Media Decisions 214 220 229 Advertising Copy Development and Decisions Copy effectiveness 234 Estimating the creative quality of ads Advertising design 238 Summary 234 237 245 Chapter 9 Salesforce and Channel Decisions Introduction to Salesforce Models 246 246 Sales-response models for representing effects of sales activities Salesforce management decisions Salesforce Sizing and Allocation 248 249 Intuitive methods 249 Market-response methods (the Syntex model) Sales Territory Design 246 251 255 The GEOLINE model for territory design Salesforce Compensation 256 259 Using conjoint analysis to design a bonus plan (the MSZ) model Improving the Efficiency and Effectiveness of Sales Calls The CALLPLAN model 262 262 260 xii CONTENTS Marketing Channel Decisions The gravity model Summary 267 268 273 Chapter 10 Price and Sales Promotion Decisions 274 Pricing Decisions: The Classical Economics Approach 274 Pricing in Practice: Orientation to Cost, Demand, or Competition 278 Cost-oriented'pricing 278 Demand-oriented pricing 279 Competition-oriented pricing 282 Interactive Pricing: Reference Prices and Price Negotiations Price Discrimination 284 286 Understanding price discrimination 286 Geographic price discrimination 288 Temporal price discrimination 289 Nonlinear pricing or quantity discounts 292 Other forms of price discrimination 293 Pricing Product Lines 294 Sales Promotions: Types and Effects 295 Objectives of promotions 296 Characteristics of promotions 297 Aggregate Models to Analyze Promotional Effects Analyzing Individuals' Responses to Promotions Summary 300 304 307 PART IV Conclusions 309 Chapter 11 Marketing Engineering: A Look Back and a Look Ahead Marketing Engineering: A Look Back 309 Using Marketing Engineering Within Firms Marketing Engineering: A Look Forward Postscript 321 References 323 Index 339 Name Index 347 312 313 309