Endogeneity in Brand Choice Models
Management Science
Assessing the Service-Profit Chain
Marketing Science
Customer Metrics and Their Impact on Financial Performance
Marketing Science
Handling Endogenous Regressors by Joint Estimation Using Copulas
Marketing Science
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The ability to demonstrate the impact of marketing action on firm financial performance is crucial for evaluating, justifying, and optimizing the expenditure of a firm's marketing resources. This presents itself as a formidable task when one considers both the variety and potential influence of marketing activity. We propose a hierarchical Bayesian model of simultaneous supply and demand that allows us to formally study the financial impact of a variety of marketing activities, including those that operate on different timescales. The supply-side model provides insight into how the firm allocates resources across its various subunits. We illustrate our approach in a services context by integrating data from three independent studies conducted by a large national bank. Our model allows customer and employee satisfaction to influence firm profitability by moderating the conditional relationship between the bank's operational inputs and its proclivity to produce revenue.