In this article, the author discusses the properties of useful econometric models for marketing phenomena, with particular attention on models for policy simulations. The author addresses model diagnostics, parameter stability, exogeneity, and the Lucas critique. He also presents the results of a search through the 1998–2003 issues of the Journal of Marketing Research. Finally, the author offers practical guidelines.
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References
1.
AilawadiKusum L., LehmannDonald R., and NeslinScott A. (2001), “Market Response to a Major Policy Change in the Marketing Mix: Learning from Procter & Gamble's Value Pricing Strategy,”Journal of Marketing, 65(January), 44–61.
2.
AnsariAsim, EssegaierSkander, and KohliRajeev (2000), “Internet Recommendation Systems,”Journal of Marketing Research, 37(August), 363–75.
3.
AnsariAsim, and MelaCarl F. (2003), “E-Customization,”Journal of Marketing Research, 40(May), 131–45.
4.
BellDavid R., HoTeck-Hua, and TangChristopher S. (1998), “Determining Where to Shop: Fixed and Variable Costs of Shopping,”Journal of Marketing Research, 35(August), 352–69.
5.
BerrySteven, LevinsohnJames, and PakesAriel (1995), “Automobile Prices in Market Equilibrium,”Econometrica, 63(4), 841–90.
6.
BlattbergRobert C., and HochSteven J. (1990), “Database Models and Managerial Intuition—50-Percent Model + 50-Percent Manager,”Management Science, 36(8), 887–99.
7.
BoltonRuth N., and LemonKatherine N. (1999), “A Dynamic Model of Customers' Usage of Services: Usage as an Antecedent and Consequence of Satisfaction,”Journal of Marketing Research, 36(May), 171–86.
8.
BronnenbergBart J., MahajanVijay, and VanhonackerWilfried R. (2000), “The Emergence of Market Structure in New Repeat-Purchase Categories: The Interplay of Market Share and Retailer Distribution,”Journal of Marketing Research, 37(February), 16–31.
9.
BronnenbergBart J., and SismeiroCatarina (2002), “Using Multimarket Data to Predict Brand Performance in Markets for Which No or Poor Data Exist,”Journal of Marketing Research, 39(February), 1–17.
10.
BucklinRandolph E., RussellGary J., and SrinivasanV. (1998), “A Relationship Between Market Share Elasticities and Brand Switching Probabilities,”Journal of Marketing Research, 35(February), 99–113.
11.
ChintaguntaPradeep K. (2002), “Investigating Category Pricing Behavior at a Retail Chain,”Journal of Marketing Research, 39(May), 141–54.
12.
ChintaguntaPradeep K., DubeJean-Pierre, and SinghVishal (2003), “Balancing Profitability and Customer Welfare in a Supermarket Chain,”Quantitative Marketing and Economics, 1(1), 111–47.
13.
ChowGregory C. (1960), “Tests of Equality Between Sets of Coefficients in Two Linear Regressions,”Econometrica, 28(3), 591–605.
14.
ChungJaihak, and RaoVithala R. (2003), “A General Choice Model for Bundles with Multiple-Category Products: Application to Market Segmentation and Optimal Pricing for Bundles,”Journal of Marketing Research, 40(May), 115–30.
15.
ClementsMichael P., and HendryDavid F. (1998), Forecasting Economic Time Series.Cambridge: Cambridge University Press.
16.
DanaherPeter J., and MawhinneyDonald F. (2001), “Optimizing Television Program Schedules Using Choice Modeling,”Journal of Marketing Research, 38(August), 298–312.
17.
DekimpeMarnik G., and HanssensDominique M. (1999), “Sustained Spending and Persistent Response: A New Look at Long-Term Marketing Profitability,”Journal of Marketing Research, 36(November), 397–412.
18.
EngleRobert F. (1982), “Autoregressive Conditional Heteroskedasticity with Estimates of the Variance of UK Inflation,”Econometrica, 50(5), 987–1008.
19.
EngleRobert F., and GrangerClive W.J. (1987), “Cointegration and Error Correction: Representation, Estimation, and Testing,”Econometrica, 55(2), 251–76.
20.
EngleRobert F., HendryDavid F., and RichardJean-Francois (1983), “Exogeneity,”Econometrica, 51(2), 277–304.
21.
ErdemTulin, ImaiSusumu, and KeaneMichael P. (2003), “Brand and Quantity Choice Dynamics Under Price Uncertainty,”Quantitative Marketing and Economics, 1(1), 5–64.
22.
EricssonNeil R., HendryDavid F., and MizonGrayham E. (1998), “Exogeneity, Cointegration, and Economic Policy Analysis,”Journal of Business and Economic Statistics, 16(4), 370–87.
23.
EricssonNeil R., and IronsJ.S. (1995), “The Lucas Critique in Practice: Theory Without Measurement,” in Macroeconometrics: Developments, Tensions, and Prospects, HooverKenneth D., ed. Dordrecht: Kluwer Academic Publishers.
24.
FransesPhilip Hans, and HeijChristiaan (2003), “Estimated Parameters Do Not Get an Unanticipated Sign Due to Collinearity Across Included Variables,”Canadian Journal of Marketing Research, 21(1), 79–81.
25.
FransesPhilip Hans, and PaapRichard (2001), Quantitative Models in Marketing Research.Cambridge: Cambridge University Press.
26.
HanssensDominique M., ParsonsLeonard J., and SchultzRandall L. (1990), Market Response Models: Econometric and Time Series Analysis.New York: Kluwer Academic Publishers.
27.
HeckmanJames J. (1976), “The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models,”Annals of Economic and Social Measurement, 5(4), 475–92.
28.
HeijChristiaan, de BoerPaul, FransesPhilip Hans, KloekTeun, and van DijkHerman K. (2004), Econometric Methods with Applications in Business and Economics.Oxford: Oxford University Press.
29.
JohansenSoren (1995), Likelihood-Based Inference in Cointegrated Vector Autoregressive Models.Oxford: Oxford University Press.
30.
JudgeGeorge G., GriffithsWilliam E., Carter HillR., LutkepohlHelmut, and LeeTsoung-Chao (1985), The Theory and Practice of Econometrics, 2d ed.New York: John Wiley & Sons.
31.
KrishnanTrichy V., BassFrank M., and KumarV. (2000), “Impact of a Late Entrant on the Diffusion of a New Product/Service,”Journal of Marketing Research, 37(May), 269–78.
32.
LeeflangPeter S.H., WittinkDick R., WedelMichel, and NaertPhilippe A. (2000), Building Models for Marketing Decisions.Boston: Kluwer Academic Publishers.
33.
LemonKatherine N., and NowlisStephen M. (2002), “Developing Synergies Between Promotions and Brands in Different Price-Quality Tiers,”Journal of Marketing Research, 39(May), 171–85.
34.
LucasRobert E. (1976), “Econometric Policy Evaluation: A Critique,”Carnegie-Rochester Conference Series on Public Policy, 1(1), 19–46.
35.
ManchandaPuneet, RossiPeter E., and ChintaguntaPradeep K. (2004), “Response Modeling with Nonrandom Marketing-Mix Variables,”Journal of Marketing Research, 41(November), 467–78.
36.
NaikPrasad A., HagertyMichael R., and TsaiChih-Ling (2000), “A New Dimension Reduction Approach for Data-Rich Environments: Sliced Inverse Regression,”Journal of Marketing Research, 37(February), 88–101.
37.
NaikPrasad A., MantralaMurali K., and SawyerAlan G. (1998), “Planning Media Schedules in the Presence of Dynamic Advertising Quality,”Marketing Science, 17(3), 214–35.
38.
NaikPrasad A., and RamanKalyan (2003), “Understanding the Impact of Synergy in Multimedia Communications,”Journal of Marketing Research, 40(November), 375–88.
39.
PaapRichard, and FransesPhilip Hans (2000), “A Dynamic Multinomial Probit Model for Brand Choice with Different Long-Run and Short-Run Effects of Marketing-Mix Variables,”Journal of Applied Econometrics, 15(6), 717–44.
40.
PauwelsKoen, HanssensDominique M., and SiddarthS. (2002), “The Long-Term Effects of Price Promotions on Category Incidence, Brand Choice, and Purchase Quantity,”Journal of Marketing Research, 39(November), 421–39.
41.
PutsisWilliam P.Jr., and BayusBarry L. (2001), “An Empirical Analysis of Firms' Product Line Decisions,”Journal of Marketing Research, 38(February), 110–18.
42.
RamseyJames B. (1969), “Tests for Specification Errors in Classical Linear Least Squares Regression Analysis,”Journal of the Royal Statistical Society B, 31(2), 350–71.
43.
ReddySrinivas K., SwaminathanVanitha, and MotleyCarol M. (1998), “Exploring the Determinants of Broadway Show Success,”Journal of Marketing Research, 35(August), 370–83.
44.
ShacharRon, and EmersonJohn W. (2000), “Cast Demographics, Unobserved Segments, and Heterogeneous Switching Costs in a Television Viewing Choice Model,”Journal of Marketing Research, 37(May), 173–86.
45.
ShankarVenkatesh (1999), “New Product Introduction and Incumbent Response Strategies: Their Interrelationship and the Role of Multimarket Contact,”Journal of Marketing Research, 36(August), 327–44.
46.
ShankarVenkatesh, CarpenterGregory S., and KrishnamurtiLakshman (1998), “Late Mover Advantage: How Innovative Late Entrants Outsell Pioneers,”Journal of Marketing Research, 35(February), 54–70.
47.
SimsChristopher A. (1980), “Macroeconomics and Reality,”Econometrica, 48(1), 1–48.
48.
SrinivasanShuba, Popkowski LeszczycPeter T.L., and BassFrank M. (2000), “Market Share Response and Competitive Interaction: The Impact of Temporary, Evolving and Structural Changes in Prices,”International Journal of Research in Marketing, 17(4), 281–305.
49.
SunBaohong, NeslinScott A., and SrinivasanKannan (2003), “Measuring the Impact of Promotion on Brand Switching When Consumers Are Forward Looking,”Journal of Marketing Research, 40(November), 389–405.
50.
SwaitJoffre, and ErdemTulin (2002), “The Effects of Temporal Consistency of Sales Promotions and Availability on Consumer Choice Behavior,”Journal of Marketing Research, 39(August), 304–320.
51.
TellisGerard J., ChandyRajesh K., and ThaivanichPattana (2000), “Which Ad Works, When, Where, and How Often? Modeling the Effects of Direct Television Advertising,”Journal of Marketing Research, 37(February), 32–46.
52.
ThomasJacquelyn S. (2001), “A Methodology for Linking Customer Acquisition to Customer Retention,”Journal of Marketing Research, 38(May), 262–68.
53.
Van HeerdeHarald J., LeeflangPeter S.H., and WittinkDick R. (2000), “The Estimation of Pre- and Postpromotion Dips with Store-Level Scanner Data,”Journal of Marketing Research, 37(August), 383–95.
54.
Van HeerdeHarald J., LeeflangPeter S.H., and WittinkDick R. (2001), “Semiparametric Analysis to Estimate the Deal Effect Curve,”Journal of Marketing Research, 38(May), 197–215.
55.
YangSha, and AllenbyGreg M. (2003), “Modeling Interdependent Consumer Preferences,”Journal of Marketing Research, 40(August), 282–94.