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Leveraging data rich environments using marketing analyticsHoltrop, Niels
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References
126 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Acquisti, A., A. Friedman, R. Telang (2006), “Is There a Cost to Privacy Breaches? An Event
Study,” ICIS 2006 Proceedings paper 94.
Anderson, E., R.L. Oliver, (1987), “Perspectives on Behavior-Based versus Outcome-Based
Salesforce Control Systems,” Journal of Marketing 51(4), 76-88.
Ansari, A., C.F. Mela (2003), “E-customization,” Journal of Marketing Research 40, 131-145.
Albers, S., M.K. Mantrala, S. Shridhar (2010), “Personal Selling Elasticities: A Meta-Analysis,”
Journal of Marketing Research 47, 840-853.
Arora, N., X. Dreze, A. Ghose, J.D. Hess, R. Iyengar, B. Jing, Y. Joshi, V. Kumar, N. Lurie, S.
Neslin, S. Sajeesh, M. Su, N. Syam, J. Thomas, Z.J. Zhang (2008), ‘Putting One-to-one
Marketing to Work: Personalization, Customization, and Choice,” Marketing Letters 19,
305-321.
Armstrong, J.S., F. Collopy (1996), “Competitor Orientation: Effects of Objectives and
Information on Managerial Decisions and Profitability,” Journal of Marketing Research
33 (2), 188-199.
Ascarza, E., B.G.S. Hardie (2013), “A Joint Model of Usage and Churn in Contractual Settings,”
Marketing Science. 32(4), 570–590.
Ascarza, E., R. Iyengar, R. Schleicher (2016), “The Perils of Proactive Churn Prevention Using
Plan Recommendations: Evidence from a Field Experiment,” Journal of Marketing
Research 53(1), 46-60.
Ataman, M.B., H.J. van Heerde, C.F. Mela (2010), “The Long-Term Effect of Marketing
Strategy on Brand Sales,” Journal of Marketing Research 47 (5), 866-882.
Baum, J.A., H.J. Korn (1999), “Dynamics of Dyadic Competitive Interaction,” Strategic
Management Journal 20, 251–278.
Bass, F.M., R.P. Leone (1983), “Temporal Aggregation, the Data Interval Bias, and Empirical
Estimation of Bimonthly Relations from Annual Data,” Management Science 29(1), 1-11.
Berger, P.D., N.I. Nasr (1998), “Customer Lifetime Value: Marketing Models and Applications,”
Journal of Interactive Marketing 12, 17-30.
Berndt, E.R., M. Kyle, D. Ling (2003), “The Long Shadow of Patent Expiration. Generic Entry
and Rx-to-OTC Switches,” Feenstra R.C., M.D. Shapiro (eds.) Scanner Data and Price
Indexes, University of Chicago Press: Chicago, 229-274.
R e f e r e n c e s | 127
Bijmolt, T.H.A., P.S.H. Leeflang, F. Block, M. Eisenbeiss, B.G.S. Hardie, A. Lemmens, P.
Saffert (2010), “Analytics for Customer Engagement,” Journal of Service Research 13(3),
341-356.
Blattberg, R.C., B. Kim, S.A. Neslin (2008), “Database Marketing: Analyzing and Managing
Customers,” Springer Science + Business Media, New York.
Boulding, W., R. Staelin, M. Ehret, W.J. Johnston (2005), “A Customer Relationship
Management Roadmap: What is Known, Potential Pitfalls and Where to Go,”
Journal of Marketing 69, 155-166.
Breiman, L., J.H. Friedman, R.A. Olshen, C.J. Stone (1984), “Classification and Regression
Trees,” Wadsworth, Belmont, CA.
Bronnenberg, B.J., C.F. Mela, W. Boulding (2006), “The Periodicity of Pricing,” Journal of
Marketing Research 43(4): 477-493
Bruce, N.I., K. Peters, P.A. Naik (2012), “Discovering How Advertising Grows Sales and Builds
Brands,” Journal of Marketing Research 49, 793-806.
Bult, J.R., T. Wansbeek (1995), “Optimal Selection for Direct Mail,” Marketing Science 14(4),
378-394.
Cain, P.M. (2005), “Modeling and Forecasting Brand Share: A Dynamic System Approach,”
International Journal of Research in Marketing 22, 203-220.
Calabrese, A., L. Paninski (2011), “Kalman Filter Mixture Model for Spike Sorting of Non-
Stationary Data,” Journal of Neuroscience Methods 196, 159–169.
Chatfield, C., G.J. Goodhard (1973), “A Consumer Purchasing Model with Erlang Inter-Purchase
Time,” Journal of the American Statistical Association 68, 828-835.
Chen, M.J. (1996), “Competitor Analysis and Interfirm Rivalry: Toward a Theoretical
Integration,” Academy of Management Review. 21(1), 100-134.
Chen, M.J., D. Miller (1994), “Competitive Attack, Retaliation and Performance: An
Expectancy-Valence Framework,” Strategic Management Journal (15), 85–102.
Chen, M.J., D. Miller (2012), “Competitive Dynamics: Themes, Trends, and a Prospective
Research Platform,” The Academy of Management Annals 6(1), 135-210.
Chen, M.J., K.G. Smith, C.M. Grimm (1992), “Action Characteristics as Predictors of
Competitive Responses, Management Science 38(3), 439-455.
128 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Chen, M.J., K.H. Su, W. Tsai (2007), “Competitive Tension: The Awareness–
Motivation–Capability Perspective,” Academy of Management Journal 50,101–108.
Chen, Y., C. Narasimhan, Z.J. Zhang (2001), “Individual Marketing with Imperfect
Targetability,” Marketing Science 20(1), 23-41
Ching, A.T., M. Ishihara (2012), “Measuring the Informative and Persuasive Roles of Detailing
on Prescribing Decisions, Management Science 58(7), 1374-1387
Colombo, R., W. Jiang (1999), “A Stochastic RFM Model,” Journal of Interactive Marketing
13, 2-12.
Cravens, D.W., T.N. Ingram, R.W. LaForge, C.E. Young (1993), “Behavior-Based and Outcome-
Based Salesforce Control Systems, Journal of Marketing 57(4), 47-59.
Culnan, M.J., C.C. Williams (2009), “How Ethics Can Enhance Organizational Privacy: Lessons
from the Choicepoint and TJX Data Breaches,” MIS Quarterly 33(4), 673-687.
Datta, H., B. Foubert, H.J. Van Heerde (2015), “The Challenge of Retaining Customers Acquired
with Free Trials,” Journal of Marketing Research 52, 217-234.
Day, G.S. (2011), “Closing the Marketing Capabilities Gap,” Journal of Marketing 75, 183-195.
De Haan, E., P.C. Verhoef, T. Wiesel (2015), “The Predictive Ability of Different Customer
Feedback Metrics for Retention,” International Journal of Research in Marketing 32,
195-206.
Dekimpe, M.G., D.M. Hanssens (1995), “The Persistence of Marketing Effects on Sales,”
Marketing Science 14 (1), 1–21.
Dekimpe, M.G., D.M. Hanssens (1999), “Sustained Spending and Persistent Response: A New
Look at Long Term Marketing Profitability,” Journal of Marketing Research 36,
397-412.
Deming, W.E. (1982) Out of the Crisis. Cambridge University Press: Cambridge.
Dempster, A., N. Laird, D. Rubin (1977), “Maximum Likelihood from Incomplete Data via the
EM Algorithm,” Journal of the Royal Statistical Society Series B 39(1), 1–38.
Dew, R., A. Ansari (2016), “Bayesian Nonparametric Customer Base Analysis with Model-based
Dashboards,” working paper, available at http://ssrn.com/abstract=269230
Dijksterhuis, M., S. Velders (2009), “Predicting Switching Behavior in a Market with Low
Mobility: A Case Study,” in Developments in Market Research, A.E. Bronner, ed. (Spaar
en Hout, Haarlem), 167–180.
R e f e r e n c e s | 129
DMA (2015), “Data Privacy: What the Consumer Really Thinks”.
Dong, X., R. Janakiramanan, Y. Xie (2014), “The Effect of Survey Participation on Consumer
Behavior: The Moderating Role of Marketing Communication,” Marketing Science
33, 567-585.
Dong, X., P. Manchanda, P.K. Chintagunta (2009), “Quantifying the Benefits of Individual-Level
Targeting in the Presence of Firm Strategic Behavior,” Journal of Marketing Research
46, 207-221.
Donkers, B., P.H. Franses, P.C. Verhoef (2003), “Selective Sampling for Binary Choice Models,”
Journal of Marketing Research 40(4), 492–497.
Douven, R., E, Mot, M. Pomp (2007), “Health Care Reform in the Netherlands,” Die
Volkswirtschaft 3, 31–33.
Du, R., W. Kamakura (2012), “Quantitative Trendspotting,” Journal of Marketing Research
49(4), 514-536.
Durbin, J., S.J. Koopman (2012), “Time Series Analysis by State Space Methods (2nd
ed.),”
Oxford University Press, Oxford.
Dutton, J.E., S.E. Jackson (1987), “Categorizing Strategic Issues: Links to Organizational
Action,” Academy of Management Review 12(1), 76-90.
Ebbes, P., D. Papies, H.J. Van Heerde (2011), “The Sense and Non-Sense of Holdout Sample
Validation in the Presence of Endogeneity,” Marketing Science 30(6), 1115-1122.
European Parliament (2013), “Report on the Proposal for a Regulation of the European
Parliament and of the Council on the Protection of Individuals with regard to the
Processing of Personal Data and on the Free Movement of such Data (General Data
Protection Regulation),” Retrieved from http://www.europarl.europa.eu [Accessed May 2
2014].
Eurostat (2014), “Nomenclature of Territorial Units for Statistics,” Available at
http://epp.eurostat.ec.europa.eu/portal/page/portal/nuts_nomenclature/introduction,
[Accessed July 30 2014].
Fader, P.S., B.G.S. Hardie (2013), “The Gamma-Gamma Model of Monetary Value,” Available
at http://brucehardie.com/notes/025.
Fader, P.S., B.G.S. Hardie, K.L. Lee (2005a), “Counting Your Customers” the Easy Way: An
Alternative to the Pareto/NDB Model,” Marketing Science 24 (2), 275-284.
130 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Fader, P.S., B.G.S. Hardie, K.L. Lee (2005b), “RFM and CLV: Using Iso-Value Curves for
Customer Base Analysis,” Journal of Marketing Research 42, 415-430.
Fader, P.S., B.G.S. Hardie, J. Shang (2010), “Customer Base Analysis in a Discrete Time Non-
Contractual Setting,” Marketing Science 29(6), 1086-1108.
Fahrmeir, L., G. Tutz (1994), “Multivariate Statistical Modelling Based on Generalized Linear
Models,” Springer-Verlag, New York.
Fahrmeir, L., S. Wagenpfeil (1995), “Penalized Likelihood Estimation and Iterative Kalman
Smoothing for Non-Gaussian Dynamic Regression Models,” Sonderforschungsbereich
386, Paper 5.
Ferrier, W.J. (2001), “Navigating the Competitive Landscape: The Drivers and Consequences of
Competitive Aggressiveness,” Academy of Management Journal 44, 858-877.
Fok, D., C. Horváth, R. Paap, P. H. Franses (2006), “A Hierarchical Bayes Error Correction
Model to Explain Dynamic Effects of Price Changes,” Journal of Marketing Research,
43, 443–462.
Forbes (2011), “Bringing 20/20 Foresight to Marketing: CMOs Seek a Clearer Picture of the
Customer,” Forbes Insights, 1–13.
Franses, P.H. (2001), “How to Deal with Intercept and Trend in Practical Cointegration
Analysis,” Applied Economics 5, 577-579.
Frison, S., M.G. Dekimpe, C. Croux, P. De Maeyer (2014), “Billboard and Cinema Advertising:
Missed Opportunity or Spoiled Arms?,” International Journal of Research in
Marketing 31(4), 425-433.
Ganesh, J., M.J. Arnold, K.E. Reynolds (2000), “Understanding the Customer Base of Service
Providers: An Examination of the Differences Between Switchers and Stayers,” Journal
of Marketing 65, 65–87.
Gatignon, H., D.J. Reibstein (1997), “Creative Strategies for Responding to Competitive
Actions,” Day, G.S., D.J. Reibstein (eds.) Wharton on Dynamic Competitive Strategy,
Wiley: New York, 237-255.
Gensler, S., P.S.H. Leeflang, B. Skiera (2012), “Impact of Online Channel Use on Customer
Revenues and Costs to Serve: Considering Product Portfolios and Self-selection,”
International Journal of Research in Marketing 29(2), 192-201.
R e f e r e n c e s | 131
Germann, F., G.L. Lilien, A. Rangaswamy (2013), “Performance Implications of Deploying
Marketing Analytics,” International Journal of Research in Marketing 30, 114-128.
Geronimus, A.T., J. Bound (1998), “Use of Census-based Aggregate Variables to Proxy for
Socioeconomic Group: Evidence from National Samples,” American Journal of
Epidemiology 148(5), 475-486.
GfK (2016), “Measuring Multichannel Marketing: Pharma Plays Catch-Up.”
Gielens, K., L. van de Gucht, J.B.E.M. Steenkamp, M. Dekimpe (2008), “Dancing with a
Giant: The Effect of Wal-Mart’s Entry into the United Kingdom on the Performance
of European Retailers,” Journal of Marketing Research 45, 519–534.
Gijsenberg, M. J. (2014), “Going for Gold: Investigating the (Non)Sense of Increased
Advertising around Major Sports Events,” International Journal of Research in
Marketing 31(1), 2-15.
Glady, N., A. Lemmens, C. Croux (2015), “Unveiling the Relationship Between the Transaction
Timing, Spending and Dropout Behaviors of Customers,” International Journal of
Research in Marketing 32, 78-93.
Goldenberg, B.J. (2008), “CRM in Real-time: Empowering Customer Relationships,”
Medford, NJ: CyberAge Books.
Goldfarb, A., C. Tucker (2011), “Online Display Advertising: Targeting and Obtrusiveness,”
Marketing Science, 30(3), 389-404.
Gönül, F.F., M.Z. Shi (1998), “Optimal Mailing of Catalogs: A New Methodology Using
Estimable Structural Dynamic Programming Models,” Management Science, 44 (9),
1249–1262.
Gonül, F.F., F. Carter, E. Petrova, K. Srinivasan (2001), “Promotion of Prescription Drugs and
Its Impact on Physicians’ Choice Behavior,” Journal of Marketing Research 65(3),
79-90
Gönül, F.F., F. Ter Hofstede (2006), “How to Compute Optimal Catalog Mailing Decisions,”
Marketing Science, 25 (1), 65–74.
Gonzalez, J., C. Sismeiro, S. Dutta, P. Stern (2008), “Can Branded Drugs Benefit from Generic
Entry? The Role of Detailing and Price in Switching to Non-Bioequivalent Molecules,”
International Journal of Research in Marketing 25(4), 247−260.
Greene, W.H. (2003), “Econometric Analysis,” New York University Press, New York, NY.
132 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Gupta, S., D.R. Lehmann, J.A. Stuart (2004), “Valuing Customers,” Journal of Marketing
Research 41(1), 7–18.
Hambrick, D..C., I.C. MacMillan, L.D. Day (1982), “Strategic Attributes and Performance in the
BCG matrix - A PIMS-Based Analysis of Industrial Product Business,” Academy of
Management Journal 25,510–531.
Hanssens, D.M. (2015), “Empirical Generalizations about Marketing Impact (2nd
ed).
Hanssens, D.M., K. Pauwels, S. Srinivasan, M. Vanhuele, G. Yildirim (2014), “Consumer
Attitude Metrics For Guiding Marketing Mix Decisions,” Marketing Science
4(33), 534-550.
Harvey, A.C. (1975), “Spectral Analysis in Economics,” Journal of the Royal Statistical Society
Series D (The Statistician) 24(1), 1-36.
Holtrop, N., J.E. Wieringa, M.J. Gijsenberg, P. Stern (2016), “Competitive reactions to personal
selling: the difference between strategic and tactical actions,” SOM Research Reports
Vol. 16004-MARK, Groningen: University of Groningen, SOM Research school
Holtrop, N., J.E. Wieringa, M.J. Gijsenberg, P.C. Verhoef (2017), “No Future without the Past?
Predicting Churn in the Face of Customer Privacy,” International Journal of Research in
Marketing, forthcoming.
Ilhan, B., K. Pauwels, R. Kübler (2016), “Dancing with the Enemy: Broadened Understanding of
Engagement in Rival Brand Dyads,” MSI research report 16-107.
Janakiraman, R., S. Dutta, C. Sismeiro, P. Stern (2008), “Physicians’ Persistence and Its
Implications for Their Response to Promotion of Prescription Drugs,” Management
Science 54(6), 1080-1093.
Jayachandran. S., J. Gimeno, P.R. Varadarajan (1999), “The Theory of Multimarket Competition:
A Synthesis and Implications for Marketing Strategy,” Journal of Marketing 63, 49-65.
Jerath, K., P.S. Fader, B.G.S. Hardie (2016), “Customer-Base Analysis Using Repeated Cross-
Sectional Summary (RCSS) Data,” European Journal of Operational Research 249(1),
340-350.
Kamakura, W., C.F. Mela, A. Ansari, A. Bodapati, P. Fader, R. Iyengar, P. Naik, S.A. Neslin,
B. Sun, P.C. Verhoef, M. Wedel, R. Wilcox (2005), “Choice Models and Customer
Relationship Management,” Marketing Letters 16 (3/4), 279-291.
R e f e r e n c e s | 133
Kilduff, G.J., H.A.Elfenbein, B.M. Staw (2010), “The Psychology of Rivalry: A Relationally-
Dependent Analysis of Competition,” Academy of Management Journal 53, 943–969.
Kim, J. (2004), “Short Run Real Exchange Rate Dynamics: A SUR Approach,” Applied
Economics Letters 11, 909-913.
Kolassa, E.M. (1995), “Physicians' Perceptions of Prescription Drug Prices: Their Accuracy and
Effect on the Prescribing Decision,” Journal of Research in Pharmaceutical
Economics, 6(1), 23−37.
Kremer, S.T.M., T.H.A. Bijmolt, P.S.H. Leeflang, J.E. Wieringa (2008), “Generalizations on the
Effectiveness of Pharmaceutical Promotional Expenditures,” International Journal of
Research in Marketing 25, 234-246.
Kumar, N., L.K. Scheer, J.B.E.M. Steenkamp (1998), “Interdependence, Punitive Capability, and
Reciprocation of Punitive Actions in Channel Relationships,” Journal of Marketing
Research 35, 225-235.
Kumar, V., W. Reinartz (2016), “Creating Enduring Customer Value,” Journal of Marketing
forthcoming.
Leeflang, P.S.H. (2011), “Paving the Way for “Distinguished Marketing”,” International Journal
of Research in Marketing 28, 76-88.
Leeflang, P.S.H., P.C. Verhoef, P. Dahlström, T. Freundt (2014), “Challenges and Solutions for
Marketing in a Digital Era,” European Management Journal 32, 1-12.
Leeflang, P.S.H., J.E. Wieringa (2010), “Modeling the Effects of Pharmaceutical Marketing,”
Marketing Letters, 21(2), 121−133.
Leeflang, P.S.H., J.E. Wieringa, T.H.A. Bijmolt, K.H. Pauwels (2015), “Modeling Markets:
Analyzing Marketing Phenomena and Improving Marketing Decision Making ,” Springer-
Verlag: New York, NY.
Leeflang, P.S.H., J.E. Wieringa, T.H.A. Bijmolt, K.H. Pauwels (2017), “Advanced Methods for
Modeling Markets,” Springer-Verlag: New York, NY.
Leeflang, P.S.H., D.R. Wittink (1992), “Diagnosing Competitive Reactions Using (Aggregated)
Scanner Data,” International Journal of Research in Marketing 9, 39-57.
Leeflang, P.S.H., D.R. Wittink (1996), “Competitive Reaction versus Consumer Response: Do
Managers Overreact?,” International Journal of Research in Marketing, 13, 103-119.
134 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Leeflang, P.S.H., D.R. Wittink, M. Wedel, P.A. Naert (2000), “Building Models for Marketing
Decisions,” Kluwer Academic Publishers: Boston, MA.
Leeflang, P.S.H., D.R. Wittink (2001), “Explaining Competitive Reaction Effects,” International
Journal of Research in Marketing 18, 119-137.
Lemmens, A., C. Croux (2006), Bagging and Boosting Classification Trees to Predict Churn,”
Journal of Marketing Research 43(2), 276–286.
Lemmens, A., S. Gupta (2013), “Managing Churn to Maximize Profits,” working paper, available
at http://hbswk.hbs.edu/item/7350.html.
Leone, R.P. (1995), “Generalizing What is Known About Temporal Aggregation and Advertising
Carryover,” Marketing Science 14, 141-150.
Lipczynski, J., J. Wilson (2001), “Industrial Organization: An Analysis of Competitive Markets,”
Pearson: Reading, MA.
Levin, A., C. Lin, C.J. Chu (2002), “Unit Root Tests in Panel Data: Asymptotic and Finite-
Sample Properties,” Journal of Econometrics 108 (1), 1–24.
Li, H. (A.), P.K. Kannan, S. Viswanathan, A. Pani (2016), “Attribution Strategies and Return on
Keyword Investment in Paid Search Advertising,” Marketing Science, forthcoming.
Liu, Q., S. Gupta, S. Venkateraman, H. Liu (2016), “An Empirical Model of Drug Detailing:
Dynamic Competition and Policy Implications,” Management Science 62(8), 2321-2340.
Lilien, G.L. (2011), “Bridging the Academic-Practitioner Divide in Marketing Decision Models,”
Journal of Marketing 75, 196-210.
Lu, J. (2002), “Predicting Customer Churn in the Telecommunications Industry: An Application
of Survival Analysis Modeling Using SAS,” SAS User Group International (SUGI27)
Online Proceedings, Paper No. 114-127.
Maddala, G.S., S. Wu (1999), “A Comparative Study of Unit Root Tests with Panel Data and a
New Simple Test,” Oxford Bulletin of Economics and Statistics 61(S1), 631-652.
Manchanda, P., P.E. Rossi, P.K. Chintagunta (2004), “Response Modeling with Nonrandom
Marketing-Mix Variables,” Journal of Marketing Research 41, 467-478.
Manchanda, P., Y. Xie, N. Youn (2008), “The Role of Targeted Communication and Contagion
in Product Adoption,” Marketing Science 27(6), 961-976.
R e f e r e n c e s | 135
Mantrala, M.K., P. Sinha, A.A. Zoltners (1992), ‘Impact of Resource Allocation Rules on
Marketing Investment-Level Decisions and Profitability,” Journal of Marketing Research,
29(2), 162-175.
Marketing Science Institute (2016), “MSI 2016-2018 Research Priorities,” Cambrige, MA.
Mcafee, A., E. Brynjolfsson (2012), “Big Data: The Management Revolution,” Harvard Business
Review 90(10), 77-84.
Meyer, R.J., J.W. Hutchinson (2016), “(When) Are we Dynamically Optimal? A Psychological
Field Guide for Marketing Modelers,” Journal of Marketing, 80(5), 20-33.
Miller, D., M.J Chen (1994), “Sources and Consequences of Competitive Inertia: A Study of the
U.S. Airline Industry,” Administrative Science Quarterly 39(1), 1-23.
Mizik, N., R. Jacobson (2004), “Are Physicians “Easy Marks”? Quantifying the Effects of
Detailing and Sampling on New Prescriptions,” Management Science 50(12),
1704-1715.
Montgomery, D.B., M.C. Moore, J.E. Urbany (2005), “Reasoning about Competitive Reactions:
Evidence from Executives,” Marketing Science 24 (1), 138-149.
Montgomery, D.C. (2009), “Introduction to Statistical Quality Control,” John Wiley & Sons Inc.:
Hoboken
Montoya, R., O. Netzer, K. Jedidi (2010), “Dynamic Allocation of Pharmaceutical Detailing and
Sampling for Long-Term Profitability,” Marketing Science 29 (5), 909-924.
Morrison, D.G., D.C. Schmittlein (1988), “Generalizing the NBD Model for Customer
Purchases: What Are the Implications and Is It Worth the Effort?,” Journal of Business
and Economic Statistics 6, 145–159.
Musalem, A., E.T. Bradlow, J.S. Raju (2009), “Bayesian Estimation of Random-Coefficients
Choice Models Using Aggregate Data,” Journal of Applied Econometrics 24, 490-516.
Naik, P.A., M.K. Mantrala, A.G. Sawyer (1998), “Planning Media Schedules in the Presence of
Dynamic Advertising Quality,” Marketing Science 17(3), 214–235.
National Health Service (2014),”Question and Answer Document for the NHS on the
Pharmaceutical Price Regulation Scheme,” Available at
http://www.england.nhs.uk/wp-content/uploads/2014/05/pharm-price-reg-qa.pdf
[Accessed December 4 2014]
136 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Neslin, S.A., S. Gupta, W. Kamakura, L. Junxiang, C.H. Mason (2006), “Defection Detection:
Measuring and Understanding the Predictive Accuracy of Customer Churn Models,”
Journal of Marketing Research 43(2), 204–211.
Neslin S.A., G.A. Taylor, K.D. Grantham, K.R. McNeil (2013), “Overcoming the “Recency
Trap” in Customer Relationship Management,” Journal of the Academy of Marketing
Science 41, 320-337.
Nijs, V.R., M.G. Dekimpe, J.B.E.M. Steenkamp, D.M. Hanssens (2001), “The Category-Demand
Effect of Price Promotions,” Marketing Science 20(1), 1-22.
Osinga, E., P.S.H. Leeflang, J.E. Wieringa (2010), “Early Marketing Matters: A Time-Varying
Parameter Approach to Persistence Modeling,” Journal of Marketing Research 47,
173-185.
Osinga, E., P.S.H. Leeflang, J.E. Wieringa (2011), “How Generic Drugs Affect Brands Before
and After Entry,” Working Paper.
Otto, P.N., A.I. Antón, D.L. Baumer (2007), “The Choicepoint Dilemma: How Data Brokers
Should Gandle the Privacy of Personal Information,” IEEE Security & Privacy 5(5),
15-23.
Pauwels, K., T. Ambler, B.H. Clark, P. LaPointe, D. Reibstein, B. Skiera, B. Wierenga,
T. Wiesel (2009), “Dashboards as a Service: Why, What, How, and What Research Is
Needed?,” Journal of Service Research 12(2), 175-189.
Pauwels, K. (2014), “It’s Not the Size of the Data that Matters – It’s How You Use it: Smarter
Marketing with Dashboards and Analytics,” AMACOM, NY.
Pauwels, K., Z. Aksehirli, A. Lackman (2016), “Like the Ad or the Brand? Marketing Stimulates
Different Electronic Word-of-Mouth Content to Drive Online and Offline Performance,”
International Journal of Research in Marketing, 33, 639-655.
PCAST: President’s Council of Advisors on Science and Technology (2014), “Big Data and
Privacy: A Technological Perspective,” Executive Office of the President Report.
Phillips, P.C.B., P. Perron (1988), “Testing for a Unit Root in Time Series Regression,”
Biometrika 75 (2), 335–346.
Platzer M., T. Reutterer (2016), “Ticking Away the Moments: Timing Regularity Helps to Better
Predict Customer Activity,” Marketing Science forthcoming.
R e f e r e n c e s | 137
Podesta, J., P. Pritzker, E.J. Moniz, J. Holdren, J. Zients (2014), “Big Data: Seizing
Opportunities, Preserving Values,” Report, Executive Office of the President.
Porter, M.E. (1980), “Competitive Strategy: Techniques for Analyzing Industries and
Competitors,” Free Press: New York.
Ramaswamy, V., H. Gatignon, D.J. Reibstein (1994), “Competitive Marketing Behavior in
Industrial Markets,” Journal of Marketing 58, 45-55.
Reimann, M., O. Schilke, J.S. Thomas (2010), “Customer relationship management and firm
performance: the mediating role of business strategy,” Journal of the Academy of
Marketing Science, 38(3), 326–346.
Reimer, R., O.J. Rutz, K. Pauwels (2014), “How Online Consumer Segments Differ in Long-
Term Marketing Effectiveness,” Journal of Interactive Marketing 28, 271-284.
Risselada, H., P.C. Verhoef, T.H.A. Bijmolt (2010), “Staying Power of Churn Prediction
Models,” Journal of Interactive Marketing 24, 198–208.
Ross, S.M. (2007), “Introduction to Probability Models,” Elsevier, Burlington MA.
Rossi, P.E. (2014), “Even the Rich Can Make Themselves Poor: A Critical Examination of IV
Methods in Marketing Applications,” Marketing Science 33(5), 655-672.
Rossi, P.E., R.E. McCulloch, G.M. Allenby (1996), “The Value of Purchase History Data in
Target Marketing,” Marketing Science 15(4), 321-340.
Roweis, S., Z. Ghahramani (1999), “A Unifying Review of Linear Gaussian Models,” Neural
Computation 11(2), 347–374.
Rust, R.., T.S. Chung (2006), “Marketing Models of Service and Relationships,” Marketing
Science 25(6), 560-580.
Rust, R.T., M.H. Huang (2014), “The Service Revolution and the Transformation of Marketing
Science,” Marketing Science 33(2), 206-221.
Rust, R.T., K.N. Lemon, V.A. Zeithaml (2004), “Return on Marketing: Using Customer Equity to
Focus Marketing Strategy,” Journal of Marketing 68, 109-127.
Rust, R., P.K. Kannan, N. Peng (2002), “The Customer Economics of Internet Privacy,” Journal
of the Academy of Marketing Science 30, 455-464.
Rust, R.T., V. Kumar, R. Venkatesan (2011), “Will the Frog Change Into a Prince? Predicting
Future Customer Profitability,” International Journal of Research in Marketing 28(4),
281-294
138 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Saxonhouse, G.R. (1976), “Estimated Parameters as Dependent Variables,” American Economic
Review 66(1), 178-183.
Schmittlein, D.C., D.G. Morrison, R. Colombo (1987), “Counting Your Customers: Who They
Are and What Will They Do Next?,” Management Science, 33, 1–24.
Schmittlein, D.C., R.A. Peterson (1994), “Customer Base Analysis: An Industrial Purchase
Process Application,” Marketing Science 13, 41-67.
Schwarz, G. (1978), “Estimating the Dimension of a Model,” Annals of Statistics 6(2), 461–464.
Shah, D., R.T. Rust, A. Parasuraman, R. Staelin, G.S. Day (2006), “The Path to Customer
Centricity,” Journal of Service Research 9(2), 113-124.
Shewhart, W. A. (1931). Economic Control of Quality of Manufactured Product. Van Nostrand
Company: New York.
Simester, D., P. Sun , J.N. Tsitsiklis (2006), “Dynamic Catalog Mailing Policies,” Management
Science, 52 (5), 683–696.
Slotegraaf, R.J., C. Moorman, J.J. Inman (2003), “The Role of Firm Resources in Returns to
Market Deployment,” Journal of Marketing Research 40, 295-309.
Smith, K.G., C.M. Grimm, M.J. Gannon, M.J. Chen (1991), “Organizational Information
Processing, Competitive Responses, and Performance in the U.S. Domestic Airline
Industry,” Academy of Management Journal 34(1), 60-85.
Smith, K.G., C.M Grimm, M.J. Gannon (1992), “Dynamics of Competitive Strategy,” Sage:
Newbury Park.
Smith, K.G., C.M. Grimm, G. Young, S. Wally (1997), “Strategic Groups and Rivalrous
Firm Behavior: Towards a Reconciliation,” Strategic Management Journal 2, 149–157.
Sørensen, C.K., T. Werner (2006), “Bank Interest Pass-Through in the Euro Area: A Cross
Country Comparison,” ECB Working Paper Series no. 580.
Srinivasan, S., K. Pauwels, D.M. Hanssens, M.G. Dekimpe (2004), “Do Promotions Benefit
Manufacturers, Retailers or Both?,” Management Science 50(5), 617-629.
Srinivasan, S., M. Vanhuele, K. Pauwels (2010), “Mindset Metrics in Market Response Models:
An Integrative Approach,” Journal of Marketing Research 47(4), 672-684.
Stan Development Team (2014), “Stan: A C++ Library for Probability and Sampling. Version
2.4,” http://mc-stan.org.
R e f e r e n c e s | 139
Steenkamp, J.B.E.M., V.R. Nijs, D.M. Hanssens, M.G. Dekimpe (2005), “Competitive Reactions
to Advertising and Promotion Attacks,” Marketing Science 24(1), 35-54.
Stremersch, S., V. Landsman, S. Venkataraman (2013), “The Relationship Between DTCA, Drug
Requests, and Prescriptions: Uncovering Variation in Specialty and Space,” Marketing
Science 32(1), 89-110.
Stremersch, S., W. Van Dyck (2009), “Marketing of the Life Sciences: A New Framework and
Research Agenda for a Nascent Field,” Journal of Marketing 73, 4-30.
Thompson, S.R., D. Sul, M.T. Bohl (2002), “Spatial Market Efficiency and Policy Regime
Change: Seeming Unrelated Error Correction Model Estimation,” Journal of Agricultural
Economics 84, 1042-1053.
Trusov, M., R.E. Bucklin, K. Pauwels (2009), “Effects of Word-of-Mouth Versus Traditional
Marketing: Findings from an Internet Social Networking Site,” Journal of Marketing
73, 90-102.
Van Diepen, M., B. Donkers, P.H. Franses (2009), “Dynamic and Competitive Effects of Direct
Mailings: A Charitable Giving Application,” Journal of Marketing Research 46, 120-133.
Van Heerde H.J., M.J. Gijsenberg, M.G. Dekimpe, J.B.E.M. Steenkamp (2013), “Price and
Advertising Effectiveness over the Business Cycle,” Journal of Marketing Research
50, 177-193.
Verhoef, P.C., E. Kooge, N. Walk (2016), “Creating Value with Big Data Analytics,” Routledge
Vermunt, J.K., J. Magidson (2013), “Technical Guide for Latent GOLD 5.0: Basic, Advanced,
and Syntax,” Statistical Innovations Inc., Belmont
Wedel, M., W.A. Kamakura (1998), “Market Segmentation: Conceptual and Methodological
Foundations,” Kluwer Academic Publishers, Dordrecht.
Wedel, M., P.K. Kannan (2016), “Marketing Analytics for Data Rich Environments,” Journal of
Marketing forthcoming.
Wernerfelt, B., A. Karnani (1987), “Competitive Strategy Under Uncertainty,” Strategic
Management Journal 8: 187-194.
Wierda, S.J. (1994), “Multivariate Statistical Process Control,” Dissertation, University of
Groningen.
Wieringa J.E. (1997), “The Case of Tin-plating of Surface Mounted Glass Diodes,” SOM
Research Report 97A18: University of Groningen.
140 | L e v e r a g i n g D a t a R i c h E n v i r o n m e n t s
Wieringa,, J.E., C. Horváth (2005), “Computing Level-impulse Responses of Log-specified VAR
Systems,” International Journal of Forecasting 21, 279-289.
Yan, L., D.J. Miller, M.C. Mozer, R. Wolniewicz (2001), “Improving Prediction of Customer
Behavior in Nonstationary Environments,” Proceedings IJCNN 01 International Joint
Conference on Neural Networks 3, 2258–2260.
Yu, T., A.A. Cannella (2013), “A Comprehensive Review of Multimarket Competition
Research,” Journal of Management 39(1), 76-109.
Zellner, A. (1962), “An Efficient Method of Estimating Seemingly Unrelated Regressions and
Tests for Aggregation Bias,” Journal of the American Statistical Association 57 (298),
348-368
Zhang, Y., E.T. Bradlow, D.S. Small (2014), “Predicting Customer Value Using Clumpiness:
From RFM to RFMC,” Marketing Science 34(2), 195-208.
Zhang, C.W., M. Xie, J.Y. Liu, T.N. Goh (2007), “A Control Chart for the Gamma Distribution
as a Model of Time Between Events,” International Journal of Production Research
45(23), 5649-5666.
Zhang, J., M. Wedel (2009), “The Effectiveness of Customized Promotions in Online and Offline
Stores,” Journal of Marketing Research 46, 190-206.
Zhao, Y., Y. Zhao, I. Song (2009), “Predicting New Customers’ Risk Type in the Credit Card
Market,” Journal of Marketing Research 46(4), 506–517.
Zoltners, A.A., P. Sinha (2005), “Sales Territory Design: Thirty Years of Modeling and
Implementation,” Marketing Science 24(3), 313-331.
Zoltners, A.A., P. Sinha, S.E. Lorimer (2008), “Sales Force Effectiveness: A Framework for
Researchers and Practitioners,” Journal of Personal Selling & Sales Management 28(2),
115-131.
Zoltners, A.A., P. Sinha, S.E. Lorimer (2012), “Breaking the Sales Force Incentive Addiction: A
Balanced Approach to Sales Force Effectiveness,” Journal of Personal Selling & Sales
Management 32(2), 171-186.
Zucchini, W., I.L. MacDonald (2009), “Hidden Markov Models for Time Series: An Introduction
Using R,” Chapman and Hall/CRC, Boca Raton (FL).