Abstract
We propose a semiparametric valuation model for heterogeneous assets that fits within Generalized Additive Model (GAM) framework. Using micro data for individual asset sales we are able to estimate the impact and relative importance of macro market conditions and the influence of technical specifications and asset age. We apply our model to the valuation of oceangoing chemical tankers. Our empirical results suggest that asset valuation is a non-linear function of main drivers such as ship size, age, and market conditions, whilst other engineering parameters that are specific to the chemicals market such as tank coating grade and cargo diversity also play a significant role. An asset valuation model that can account for generic market factors as well as highly heterogeneous asset-specific characteristics is important for owners and financiers, particularly in markets with limited liquidity.
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- 1.
See Wood [8, pp. 154].
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Adland, R., Köhn, S. (2019). Semiparametric Valuation of Heterogeneous Assets. In: Mathew, J., Lim, C., Ma, L., Sands, D., Cholette, M., Borghesani, P. (eds) Asset Intelligence through Integration and Interoperability and Contemporary Vibration Engineering Technologies. Lecture Notes in Mechanical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-319-95711-1_3
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DOI: https://doi.org/10.1007/978-3-319-95711-1_3
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