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A Multi-Factor Model for the Valuation and Risk Managment of Demand Deposits

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Abstract

This paper analyzes the relationship between banks’ divergent strategies toward specialization and diversification of financial activities and their ability to withstand a banking sector crash. We first generate market-based measures of banks’ systemic risk exposures using extreme value analysis. Systemic banking risk is measured as the tail beta, which equals the probability of a sharp decline in a bank’s stock price conditional on a crash in a banking index. Subsequently, the impact of (the correlation between) interest income and the components of non-interest income on this risk measure is assessed. The heterogeneity in extreme bank risk is attributed to differences in the scope of non-traditional banking activities: non-interest generating activities increase banks’ tail beta. In addition, smaller banks and better-capitalized banks are better able to withstand extremely adverse conditions. These relationships are stronger during turbulent times compared to normal economic conditions. Overall, diversifying financial activities under one umbrella institution does not improve banking system stability, which may explain why financial conglomerates trade at a discount.

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... • Non financial corporations and producer households (NFC&PH), -up to 10 more than 250.000 Euros. ...
... We show the results in the following order: First, Tables 7,8,9,10,11 present, for each cluster of depositors, presents the economic value, the value of the liability, the zero rate floor value, the Duration and the Weighted Average Life; second, in Table 12 we show, again for each cluster of depositors, the term structure of liquidity at one, five and 10 years, which is also the cut-off time we chose. ...
... The approach is not very different, in spirit, from the one adopted in some other studies; for a very short and incomplete list, we mention the works by Jarrow and Van Deventer[12], Kalkbrener and Willing[13], Dewachter, Lyrio and Maes[10], Nystrom[14] and Blochlinger[3]. For a more general overview, see also Castagna and Fede, chapter 9,[6].8 ...
... The pass-through models were chosen to represent typical model classes linking product rates and market interest rates often used in the literature: an asymmetric partial adjustment model, which explicitly accounts for dierent adjustment speeds during up-and downward markets; a model that is motivated by best practice replicating portfolio approaches in use by many banks; an error-correction model, which allows short-term distortions to adjust to a long-term equilibrium; and nally a step-wise pass-through model with predened product rate jumps. Although most empirical papers suggest a volume process in their theoretical part, they rather assume deterministic, mostly constant volumes in their main empirical analysis due to the high uncertainty of future volume growth rates (Dewachter et al., 2006). O'Brien (2000) nds highly erratic volumes which can cause unrealistic growth rates and estimates. ...
... he concrete model choice has eects on the results. Jarrow and van Deventer (1998) propose in their framework a 1-factor Heath et al. (1992) and an asymmetric partial adjustment model for the product rate. Kalkbrener and Willing (2004) base their analysis on a 2-factor HJM model and link product rates to market rates via a piecewise linear function. Dewachter et al. (2006) use a joint yield curve-deposit rate model which incorporates an essentially ane 3-factor term structure model and an additional fourth factor for the product rate spread dynamics. The model by Hutchison and Pennacchi (1996) that supposes short rates follow a Vasicek (1977) process in the empirical estimation can also be embedded in the ...
... Janosi et al. (1999) implement the specication of Jarrow and van Deventer (1998) and analyze one US commercial bank's deposit data and aggregate NOW 3 account data from the Federal Reserve. Hutchison and Pennacchi (1996), O'Brien (2000) and Dewachter et al. (2006) estimate their models for around 200 US banks, approximately 100 US banks and 8 major Belgian banks, respectively. The data consists of MMDA 4 and NOW accounts in the case of the US surveys and of savings deposits in the case of the Belgian banks. ...
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Non-maturing banking products are important asset and liability positions of banks. Their complexity inter alia arises from a non-trivial pass-through from market to product rates which makes the valuation and risk analysis challenging for both banks and banking supervisors. Based on a large data set, this paper provides a comprehensive analysis of the valuation and interest rate risk measurement of these products in the risk-neutral valuation framework of Jarrow and van Deventer (1998). We apply 6 term structure models and 4 interest rate pass-through models and estimate for each of these 24 model combinations the value and interest rate risk of 13 non-maturing product categories for up to 400 German banks on an individual bank level. We find that the choice of the term structure and the pass-through model is of limited importance for the valuation of non-maturing banking products. For ranking banks according to the interest rate risk of their products the pass-through process is of specific relevance. When the level of the interest rate risk is to be estimated, additionally an advanced term structure model should be chosen.
... Although they are de jure short-term liabilities they can have a rather high interest rate sensitivity (e.g. Hutchison and Pennacchi, 1996; Jarrow and van Deventer, 1998; O'Brien, 2000; Dewachter et al., 2006), because the development of the deposit rates and remaining time to maturity and initial maturity, respectively. As an extensive description of the TAM is beyond the scope of this paper, we refer the reader to Entrop et al. (2007) for details. ...
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This paper presents a unifying theory for valuing contingent claims under a stochastic term structure of interest rates. The methodology, based on the equivalent martingale measure technique, takes as given an initial forward rate curve and a family of potential stochastic processes for its subsequent movements. A no-arbitrage condition restricts this family of processes, yielding valuation formula for interest rate sensitive contingent claims that do not explicitly depend on the market prices of risk. Examples are provided to illustrate the key results. Copyright 1992 by The Econometric Society.
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This paper presents an error-correction model of the interest rate pass-through process based on a marginal cost pricing framework including switching and asymmetric information costs. Estimation results for the euro area suggest that the proportion of the pass-through of changes in market interest rates to bank deposit and lending rates within one month is at its highest around 50%. The interest rate pass-through is higher in the long term and notably for bank lending rates close to 100%. Moreover, a cointegration relation exists between retail bank and comparable market interest rates. Robustness checks, consisting of impulse responses based on VAR models and results for a sub-sample starting in January 1999, show qualitatively similar findings. However, the sub-sample results are supportive of a quicker pass-through process since the introduction of the euro. JEL Classification: E43; G21.
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This paper analyzes the relationship between banks’ divergent strategies toward specialization and diversification of financial activities and their ability to withstand a banking sector crash. We first generate market-based measures of banks’ systemic risk exposures using extreme value analysis. Systemic banking risk is measured as the tail beta, which equals the probability of a sharp decline in a bank’s stock price conditional on a crash in a banking index. Subsequently, the impact of (the correlation between) interest income and the components of non-interest income on this risk measure is assessed. The heterogeneity in extreme bank risk is attributed to differences in the scope of non-traditional banking activities: non-interest generating activities increase banks’ tail beta. In addition, smaller banks and better-capitalized banks are better able to withstand extremely adverse conditions. These relationships are stronger during turbulent times compared to normal economic conditions. Overall, diversifying financial activities under one umbrella institution does not improve banking system stability, which may explain why financial conglomerates trade at a discount.
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Like security prices, retail deposit interest rates cluster around integers and "even" fractions. However, explanations for security price clustering are incompatible with deposit rate clustering. A theory based on the limited recall of retail depositors is proposed. It predicts that banks tend to set rates at integers and that rates are "sticky" at these levels. The propensity for integer rates increases with the level of wholesale interest rates and deposit market concentration. When banks set noninteger rates, rates are more likely to be just above, rather than just below, integers. The paper finds substantial empirical support for the theory's implications. Copyright The American Finance Association 1999.
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This paper presents an essentially affine model of the term structure of interest rates making use of macroeconomic factors and their long-run expectations. The model extends the approach pioneered by Kozicki and Tinsley (2001) by modeling consistently long-run inflation expectations simultaneously with the term structure. This model thus avoids the standard pre-filtering of long-run expectations, as proposed by Kozicki and Tinsley (2001). Application to the U.S. economy shows the importance of long-run inflation expectations in the modelling of long-term bonds. The paper also provides a macroeconomic interpretation for the factors found in a latent factor model of the term structure. More specifically, we find that the standard "level" factor is highly correlated to long-run inflation expectations, the "slope" factor captures temporary business cycle conditions, while the "curvature" factor represents a clear independent monetary policy factor.
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In this article I provide an empirical analysis of the term structure of interest rates using the affine class of term-structure models introduced by Duffie and Kan. I estimate these models by combining time series and cross-section information in a theoretically consistent way. In the estimation I use a Kalman filter based on a discretization of the continuous-time factor process and allow for a general measurement-error structure. I provide evidence that a three-factor affine model with correlated factors is able to provide an adequate fit of the cross-section and the dynamics of the term structure. The three factors can be given the usual interpretation of level, steepness, and curvature.
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In this paper, we characterize, interpret, and test the over-identifying restrictions imposed in affine models of the term-structure. "We begin by showing, using the classification scheme proposed by Dai, Liu, and Singleton [10] for general affine diffusions, that the family of N-factor models can be classified into N + 1 non-nested sub-families of models. For each subfamily, we derive a canonical model with the property that every admissible member of this family is equivalent to or a nested special case of our canonical model. Second, using our classification scheme and canonical models, we show that many of the three-factor models in the literature impose potentially strong over-identifying restrictions, and we completely characterize these restrictions. Finally, we compute simulated-method-of-moments estimates for several members of the sub-family of three-factor models that nest the "benchmark" model of Chen [8], and test the over-identifying restrictions on the joint distribution...
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We show that financial liberalizations positively impact the growth prospects of a large sample of economies. Our results show that, on average, liberalizations lead to a one percent increase in annual real economic growth over a five-year period. Our research also explores the channels whereby liberalizations impact economic prospects, in particular, the cost of equity capital, the e#ciency of equity markets, and the capital investment process. Finally, we explore the country-specific characteristics that lead to liberalizations being more or less e#ective than the average. # We appreciate the helpful comments of Peter Henry. The views expressed are those of the authors, and do not necessarily reflect the views of the Federal Reserve System. Send correspondence to: Campbell R. Harvey, Fuqua School of Business, Duke University, Durham, NC 27708. Phone: +1 919.660.7768, E-mail: cam.harvey@duke.edu . 1 Introduction One of the most fundamental national policy decisions of the pas...
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. We prove that for continuous stochastic processes S based on(Omega ; F ; P) for which there is an equivalent martingale measure Q 0 with square-integrable density dQ 0 =dPwe have that the so-called "variance optimal" martingale measure Q opt for which the density dQ opt =dPhas minimal L 2 (P)-norm is automatically equivalent to P. The result is then applied to an approximation problem arising in Mathematical Finance. 1. Introduction Let S = (S t ) t2IR+ be an IR d -valued semi-martingale based on(Omega ; F ; (F t ) t2IR+ ; P) which in most of this paper will be assumed to be continuous. The process S may be interpreted to model the discounted price of d stocks. A very important tool in Mathematical Finance is to replace the original measure Pby an equivalent local martingale measure Q, sometimes also called a risk-neutral measure. More formally we denote as in [DS 94a] by M(P) = fQø P: Q is a probability measure and S is a Q-local martingaleg the set of all probabi...
Financial Risk Management in Banking: The Theory and Application of Asset and Liability Management
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