A theory of misperception in a stochastic dominance framework and its application to structured financial products

Journal article

Castellano, R. and Cerqueti, R. (2016). A theory of misperception in a stochastic dominance framework and its application to structured financial products. IMA Journal of Management Mathematics. 29 (1), pp. 23-37. https://doi.org/10.1093/imaman/dpw007
AuthorsCastellano, R. and Cerqueti, R.
Abstract

We study the mechanism of misperception that leads retail investors to investment choices which are not the most profitable. This mechanism is studied in a stochastic dominance framework from a theoretical perspective and supported by an extensive numerical analysis. Our theoretical contribution is the introduction of a specific definition of stochastic dominance that captures the effects of an asymmetric trend-type misperception. Such a novel conceptualization is consistent with the perspective here adopted, i.e. the misperception is driven by a positive trend affecting the entire set of possible realizations. The financial relevance of the theoretical proposal is highlighted through the paradigmatic case of structured financial products. To this end, we perform a pairwise numerical comparison between investment products to get insights about the inversion of the order of stochastic dominance, leading investors to prefer the less profitable instruments. The critical trend, the value where preferences are reversed, is interpreted as a measure of investors’ misperception and compared with different levels of the volatility. Some behavioural finance-type arguments provide insights on the interpretation of the obtained results.

This is a pre-copyedited, author-produced PDF of an article accepted for publication in IMA Journal of Management Mathematics following peer review. The version of record A theory of misperception in a stochastic dominance framework and its application to structured financial products is available online at: https://doi.org/10.1093/imaman/dpw007

Year2016
JournalIMA Journal of Management Mathematics
Journal citation29 (1), pp. 23-37
PublisherOxford University Press (OUP)
ISSN1471-678X
Digital Object Identifier (DOI)https://doi.org/10.1093/imaman/dpw007
Publication dates
Online03 Jul 2016
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Accepted21 May 2016
Deposited28 Feb 2020
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Cerqueti, R and Costantini, M (2011). Testing for rational bubbles in the presence of structural breaks: Evidence from nonstationary panels. Journal of Banking & Finance. 35 (10), pp. 2598-2605. https://doi.org/10.1016/j.jbankfin.2011.02.011
Memory Property in Heterogeneously Populated Markets
Cerqueti, R and Rotundo, G (2010). Memory Property in Heterogeneously Populated Markets. in: Greco, S, Marques Pereira, RA, Squillante, M, Yager, RR and Kacprzyk, J (ed.) Preferences and Decisions - Studies in Fuzziness and Soft Computing Berlin Springer Verlag. pp. 53-69
Light Stocks and Wealth Allocation
Cerqueti, R and Castellano, R (2010). Light Stocks and Wealth Allocation. in: Kasımbeyli, R, Dinçer, C, Özpeynirci, S and Sakalauskas, L (ed.) 24th mini euro conference on continuous optimization and information based technologies in the financial sector - MEC EUROPT 2010: selected papers Vilnius "Technika".
Some Nonparametric Asymptotic Results for a Class of Stochastic Processes
Cerqueti, R and Costantini, M (2010). Some Nonparametric Asymptotic Results for a Class of Stochastic Processes. Communications in Statistics - Theory and Methods. 39 (14), pp. 2552-2560. https://doi.org/10.1080/03610920903061021
Options with underlying asset driven by a fractional brownian motion: crossing barriers estimates
Rotundo, G and Cerqueti, R (2010). Options with underlying asset driven by a fractional brownian motion: crossing barriers estimates. New Mathematics and Natural Computation. 06 (01), pp. 109-118. https://doi.org/10.1142/s1793005710001633
A Dynamic Stochastic Model of Asset Pricing with Heterogeneous Beliefs
Brianzoni, S, Cerqueti, R and Michetti, E (2010). A Dynamic Stochastic Model of Asset Pricing with Heterogeneous Beliefs. Computational Economics. 35 (2), pp. 165-188. https://doi.org/10.1007/s10614-009-9189-z
A Characterization of the Dickey-Fuller Distribution With Some Extensions to the Multivariate Case
Cerqueti, R, Costantini, M and Lupi, C (2009). A Characterization of the Dickey-Fuller Distribution With Some Extensions to the Multivariate Case. in: Martinez, WL (ed.) Proceedings of the Joint Statistical Meeting (Business and Economic Statistics Section), 1-6 August 2009, Washington DC, USA American Statistical Association.
Dynamic Programming via Measurable Selection
Cerqueti, R (2009). Dynamic Programming via Measurable Selection. Pacific Journal of Optimization. 5 (1), pp. 169-181.
Tax revenues, fiscal corruption and “shame” costs
Cerqueti, R and Coppier, R (2009). Tax revenues, fiscal corruption and “shame” costs. Economic Modelling. 26 (6), pp. 1239-1244. https://doi.org/10.1016/j.econmod.2009.06.005
A spatial mixed Poisson framework for combination of excess-of-loss and proportional reinsurance contracts
Cerqueti, R, Foschi, R and Spizzichino, F (2009). A spatial mixed Poisson framework for combination of excess-of-loss and proportional reinsurance contracts. Insurance: Mathematics and Economics. 45 (1), pp. 59-64. https://doi.org/10.1016/j.insmatheco.2009.03.001
Companies' decisions for profit maximization: a structural model
Cerqueti, R and Rotundo, G. (2009). Companies' decisions for profit maximization: a structural model. Applied Mathematical Sciences. 3 (27), pp. 1327-1340.
Asymptotic solutions of a generalized eigenvalue problem
Cerqueti, R. and Costantini, M. (2009). Asymptotic solutions of a generalized eigenvalue problem. Applied Mathematical Sciences. 3 (60), pp. 2985-2999.
On the asymptotic behaviour of random matrices in a multivariate statistical model
Cerqueti, R and Costantini, M (2008). On the asymptotic behaviour of random matrices in a multivariate statistical model. Statistics & Probability Letters. 78 (14), pp. 2039-2045. https://doi.org/10.1016/j.spl.2008.01.051
Dynamics of financial time series in an inhomogeneous framework
Cerqueti, R and Rotundo, G (2007). Dynamics of financial time series in an inhomogeneous framework. in: Sibillo, M and Perna, C (ed.) Mathematical and statistical methods in insurance and finance Berlin Springer Verlag. pp. 67-74
Productivity and costs for firms in presence of technology renewal processes
Cerqueti, R and Rotundo, G (2007). Productivity and costs for firms in presence of technology renewal processes. International Transactions in Operational Research. 14 (6), pp. 521-534. https://doi.org/10.1111/j.1475-3995.2007.00611.x
Microeconomic modeling of financial time series with long term memory
Cerqueti, R and Rotundo, G (2003). Microeconomic modeling of financial time series with long term memory. 2003 IEEE International Conference on Computational Intelligence for Financial Engineering. Proceedings. IEEE. https://doi.org/10.1109/cifer.2003.1196260