Dynamic Decision Making in Sequential Business-to-Business Auctions: A Structural Econometric Approach
Yixin Lu, Alok Gupta, Wolfgang Ketter, Eric van Heck
Management Science
- 주제경매 메커니즘 설계 · 의사결정분석
- 방법
- 현상
We develop a dynamic structural model of competitive bidding in multiunit sequential business-to-business auctions. Our model accounts for two notable characteristics of these auctions: (i) bidders have multiple purchase opportunities for the same product, and (ii) winning bidders in each round can acquire multiple units of the same product. We apply the model to bidding data from the world’s largest flower wholesale market at which trades are facilitated through fast-paced, sequential, Dutch auctions. Using a two-step estimation approach, we are able to recover the structural parameters effectively and efficiently. We then conduct policy counterfactuals to evaluate the performance of alternative design choices. The results suggest that the current auction practice still has ample room for improvement. In light of this, we propose an optimization framework that can facilitate auctioneers’ decisions in making the trade-off between revenue maximization and operational efficiency. This paper was accepted by Lorin Hitt, information systems.
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- 저널Management Science · 65(8) · 3853–3876
- 토픽Auction Theory and Applications · Management Science and Operations Research
- DOI10.1287/mnsc.2018.3118
- 저자Yixin Lu, Alok Gupta, Wolfgang Ketter, Eric van Heck