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New Agricultural Tractor Manufacturer’s Suggested Retail Price (MSRP) Model in Europe

Author

Listed:
  • Ivan Herranz-Matey

    (Departamento de Ingeniería Agroforestal, ETSIAAB, Universidad Politécnica de Madrid, Av. Puerta de Hierro 2, 28040 Madrid, Spain)

  • Luis Ruiz-Garcia

    (Departamento de Ingeniería Agroforestal, ETSIAAB, Universidad Politécnica de Madrid, Av. Puerta de Hierro 2, 28040 Madrid, Spain)

Abstract

Research investigating models for assessing new tractor pricing is notably scarce, despite its fundamental importance in conducting comprehensive cost analyses. This study aims to identify a model that is both user-friendly and robust, evaluating both parametric and Machine Learning-optimized non-parametric models. Among parametric models, the second-order polynomial model demonstrated superior performance in terms of R-squared (R 2 ) of 0.97469 and a Root Mean Square Error (RMSE) of 15,633. Conversely, Machine Learning-optimized Gaussian Processes Regressions exhibited the most favorable overall R-squared (R 2 ) of 0.99951 and a Root Mean Square Error (RMSE) of 2321. While the parametric polynomial model offers a solution with minimal mathematical and computational complexity, the non-parametric GPR model delivers highly robust outcomes, presenting stakeholders involved in new agriculture tractor transactions with superior data-driven decision-making capabilities.

Suggested Citation

  • Ivan Herranz-Matey & Luis Ruiz-Garcia, 2024. "New Agricultural Tractor Manufacturer’s Suggested Retail Price (MSRP) Model in Europe," Agriculture, MDPI, vol. 14(3), pages 1-21, February.
    • Handle: RePEc:gam:jagris:v:14:y:2024:i:3:p:342-:d:1343080
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    References listed on IDEAS

    as
    1. Perry, Gregory M & Glyer, J David, 1990. "Durable Asset Depreciation: A Reconciliation between Hypotheses," The Review of Economics and Statistics, MIT Press, vol. 72(3), pages 524-529, August.
    2. James Unterschultz & Glen Mumey, 1996. "Reducing Investment Risk in Tractors and Combines with Improved Terminal Asset Value Forecasts," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(3), pages 295-309, November.
    3. Jing Wu & Gregory M. Perry, 2004. "Estimating Farm Equipment Depreciation: Which Functional Form Is Best?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(2), pages 483-491.
    4. Timothy L. Cross & Gregory M. Perry, 1995. "Depreciation Patterns for Agricultural Machinery," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(1), pages 194-204.
    5. Ivan Herranz-Matey & Luis Ruiz-Garcia, 2023. "Agricultural Tractor Retail and Wholesale Residual Value Forecasting Model in Western Europe," Agriculture, MDPI, vol. 13(10), pages 1-21, October.
    6. Donald W. Reid & Garnett L. Bradford, 1983. "On Optimal Replacement of Farm Tractors," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 65(2), pages 326-331.
    7. Ivan Herranz-Matey & Luis Ruiz-Garcia, 2023. "Agricultural Combine Remaining Value Forecasting Methodology and Model (and Derived Tool)," Agriculture, MDPI, vol. 13(4), pages 1-15, April.
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