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Portfolio Constraints and Cross-Asset Allocation Spillovers

Article Quant Q&A · Author: justaneconomist

Summary

The document explores whether investor reallocation can explain spillovers between asset returns. It starts from a mean-variance utility model and derives an unconstrained relationship between an investor’s holdings in two assets: the sensitivity of one weight to another is proportional to their correlation, scaled by their volatilities. This suggests that the direction of substitution depends on whether the assets’ returns co-move positively or negatively.

The author then considers adding a full-investment constraint, which introduces a Lagrange multiplier and changes the first-order conditions. The response points out that a price change alone does not necessarily change portfolio weights if expected returns and the covariance matrix remain fixed; a shock must be specified in terms of those inputs. It also notes that portfolio allocation effects without a resource constraint do not by themselves establish general-equilibrium spillovers. The proposed interpretation therefore needs clearer shock definitions and a constrained model before it can support claims about cross-asset transmission.

Key ideas

  • In an unconstrained mean-variance setup, cross-asset weight sensitivity depends on return correlation and relative volatility.
  • Positive and negative correlations imply different directions of portfolio substitution in the stated model.
  • A full-investment constraint adds a Lagrange multiplier and affects the allocation conditions.
  • A price shock alone need not change portfolio weights if expected returns and covariances stay constant.
  • Portfolio shifts do not by themselves establish general-equilibrium spillovers.

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Full text
# Asset rate (elasticities ?) of substitution


# Asset rate (elasticities ?) of substitution












I'm kind of a newbie in the finance research area. However, I'm working on cross-asset spillovers (transmission of shocks between assets) and my guess is that it comes from investors behaviors. Particularly, following a shock on asset $i$, investors will reduce their exposure to $i$ and also move their exposure to the other assets. For $n=2$ assets, there is a perfect elasticity, however for $n>2$ I didn't find any paper discussing the determinants of this elasticity. So I've made a model that works quite well, however I didn't add constraints for simplicity and now I can't add them (maybe I'm bad at it though).

So let's assume an investor with mean-variance preferences $U=E(R)-\frac{\gamma}{2}Var(R)$ with

$E(R)=\sum_{i=1}^{N}w_ir_i$

$Var(R)=\sum_{i=1}^{N} w_i^2\sigma^2_i +2\sum_{i,j=1}^{N}\sum_{i\ne j}w_iw_j\sigma_{ij}$

So you can have the FOC and isolate $w_i$ in function of the others $w_j\ \forall j \neq i$, and differentiate $w_i$ w.r.t $w_j$, and I get something really simple yet really useful :

$\frac{\partial w_i}{\partial w_j} = -\frac{\sigma_j}{\sigma_i}\rho_{ij}$

So the elasticity of substitution sign depends on the correlation signs, which gives many cool interpretations for the investors-driven financial spillover.

However, there is not the constraint that $\sum_{i=1}^N=1$, and when I try to add I can't get rid of the $\lambda$ of the constraint. Notably, I get the following FOCs :

$\frac{\partial \mathcal L}{\partial w_i}=0 \rightarrow r_i - 2 \sum_{i,j=1}^{n} \sigma_{ij}w_j = 0$

$\frac{\partial \mathcal L}{\partial \lambda}=0 \rightarrow 1- \sum^n_{i=1}w_i=0 $

which is a result that is also found in some (old) research papers (notably Aivazian & al., 1983) but they have different research question than mine.

Does anyone has a guess about how to do such thing ? Maybe use matrix notation (yet, again, I'm bad at it) ?

## Answer by phdstudent (score 2)

https://quant.stackexchange.com/a/79723

Your language needs to be more clear. What do you mean by a shock to asset 2? A decrease in price of asset 2, should not change your allocation and have no spillovers (since the expected return of that asset and the variance covariance matrix did not change). Now changing the return of one asset will indeed change the weights investor $j$ invests on that asset, but without a resource contra int (or in other words a general equilibrium model).

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.