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Real-Time Validation of Retail Gasoline Prices

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Discovery Science (DS 2017)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 10558))

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Abstract

We provide a method of validating current gasoline (petrol) prices for a crowd-sourced app that primarily provides current gasoline prices. To validate prices reported by users of the app, we propose an approach that validates each price report in real time as it is entered by a consumer by comparing it to the current prediction of what the price is expected to be at the specified store at the present time. To do so, a forecast model is used to predict, with high accuracy, a price range for each store in real-time so that when a price is entered by a consumer it can be flagged if it falls outside the predicted range. We present the first experimental results concerning predicting the current price in real time at all stores in a city. The results indicate that there is a significant improvement in reducing the forecast error when using our Price Change Rules model over the modified Most Common Action model.

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References

  1. Barron, J.M., Taylor, B.A., Umbeck, J.R.: Number of sellers, average prices, and price dispersion. Int. J. Ind. Organ. 22(8–9), 1041–1066 (2004)

    Article  Google Scholar 

  2. Barron, J.M., Umbeck, J.R., Waddell, G.R.: Consumer and competitor reactions: evidence from a field experiment. Int. J. Ind. Organ. 26(2), 517–531 (2008)

    Article  Google Scholar 

  3. Deck, C.A., Wilson, B.J.: Experimental gasoline markets. J. Econ. Behav. Organ. 67(1), 134–149 (2008)

    Article  Google Scholar 

  4. FTC: Gasoline price changes: the dynamic of supply, demand, and competition, June 2005

    Google Scholar 

  5. Hastings, J.: Vertical relationships and competition in retail gasoline markets: empirical evidence from contract changes in Southern California: reply. Am. Econ. Rev. 100(3), 1277–79 (2010)

    Article  Google Scholar 

  6. NACS: What influences gasoline prices (2013)

    Google Scholar 

  7. Pinkse, J., Slade, Margaret Emily, Brett, Craig: Spatial price competition: a semiparametric approach. Econometrica 70(3), 1111–1153 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  8. Schultheis, A., Johnson, D.K.N., Lybecker, K.M., Nadar, D.: Should i buy here, or keep driving? The effect of geographic market density on retail gas prices. Colorado College Working Paper 2011–2015, December 2011

    Google Scholar 

  9. Simeon, M.: Are these reported prices correct? Forecasting retail gas prices (2017, in Preparation)

    Google Scholar 

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Correspondence to Howard J. Hamilton .

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© 2017 Springer International Publishing AG

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Simeon, M., Hamilton, H.J. (2017). Real-Time Validation of Retail Gasoline Prices. In: Yamamoto, A., Kida, T., Uno, T., Kuboyama, T. (eds) Discovery Science. DS 2017. Lecture Notes in Computer Science(), vol 10558. Springer, Cham. https://doi.org/10.1007/978-3-319-67786-6_3

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  • DOI: https://doi.org/10.1007/978-3-319-67786-6_3

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-67785-9

  • Online ISBN: 978-3-319-67786-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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