Questions tagged [risk-models]
The risk-models tag has no usage guidance.
103
questions
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50 views
Portfolio Systematic Risk, Breaking it down into factor % contributions
I have a portfolio (p) of N equities, with let's say weights vector (m) at the start of the calculation period. Each equity has its own set of factors (like corresponding country, industry index, etc.)...
2
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0answers
43 views
Conceptual help - Machine Learning on finance data set [closed]
I am working on Anomaly detection model problem for a finance data set - set of gift card activation transactions. My team member suggested an idea that " First train the model with normal instances ...
1
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1answer
62 views
Barra model: why standardize the fundamental risk factors?
The two main types of risk factors included in the famous Barra model are called the "fundamental factors", and "industry factors," and the thing that I do not understand is why are only the former ...
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0answers
25 views
How to Risk and Return using Carhart 4 factor model
I have to calculate firm risk and return for a group of firms. I have firm CUSIPs. I also have access to CRSP data from WRDS. Can someone explain to me how I can use CRSP and data from Ken French’s ...
4
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1answer
153 views
Dominating credit risk modeling approaches for capital calculation in banks
In Basel/CRR (capital requirement regulation) there are various approaches for the estimation of capital requirements.
For corporate exposures there is the Foundations IRB approach (F-IRBA, own ...
0
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1answer
81 views
Having only 2 Industry risk factors?
Is it possible to build a risk model that only has 2 industry risk factors? For example, if I wanted just Tobacco and Healthcare industries as risk factors can I do that? If I did that do I have to ...
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0answers
49 views
Factor Loading with multiple exposures?
How do I decompose portfolio exposures when assets may have exposure to a few of my risk factors?
For instance I have some sector and state specific risk factors. If I have a bond with exposure to ...
0
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0answers
55 views
Barra Equity Risk Model Methodology
I am interested in learning about the Barra's Equity risk model methodology. When I google, this is the first file that comes up: http://www.alacra.com/alacra/help/barra_handbook_US.pdf
However, it ...
4
votes
2answers
393 views
How to add Risks-Not-In-VaR (RNIV) to VaR under Basel III
I am trying to generate/prove the magnitude of the over-conservativeness of the regulatory VaR (internal models) under Basel III against what a more accurate VaR would be.
However, I can't seem to ...
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0answers
29 views
GARCH, EGARCH, GJR with different distributions
I have estimated different models based on different distributions. Since they are not nested models of each other, I can't use LR tests. But how can I compare the models? Can I do something with the ...
1
vote
1answer
83 views
rationale for maturity adjustment formula in basel IRB formula
For capital requirement, rwa is computed as a product of terms including a K (unexpected losses).
(As shown is the summary from wikipedia :
https://en.m.wikipedia.org/wiki/Advanced_IRB
)
K is ...
1
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0answers
55 views
Regression model: short vs long history
There is a dilemma between choosing short history (1-2 years) and long history (5-10 years) for a regression model. Are there any resources that offer some findings on pros and cons of these two? From ...
4
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0answers
81 views
Why are thousand-ish-factor vendor risk models not extremely overfit and inaccurate?
Many vendor risk models have many hundreds, or even thousands of factors (many of which are highly correlated with each other). Underlying all these risk models is some sort of covariance matrix in ...
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0answers
61 views
Philosophy of Financial Risk [closed]
Do you think that there exists a framework on that you can build risk measures?
What are the necessary and desirable properties of a risk measure? (necessary means compulsory and desirable means more ...
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0answers
81 views
Need to solve the stochastic differential equation of Vasicek Model
How to solve the stochastic differential equation of the Vasicek model for the analysis of credit risk? I search in the article "The Distribution of loan portfolio value" (Vasicek) but he doesn't ...
2
votes
3answers
174 views
How to estimate market based PD and LGD for small enterprises?
I am estimating CVA/DVA for derivatives...
How to estimate PD and LGD (or RR) based on market data for the small enterprises, if there is no external rating for them and they don't have bonds or ...
1
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0answers
55 views
Markowitz models with uncertain returns
I am analyzing the Markowitz models with uncertain returns as follows: after calculating the expected returns and the covariances of 30 monthly historical series of 30 stocks, I resolve the Markowitz ...
1
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0answers
44 views
Does it make sense to subtract VaR from spot shocks?
I have a model to compute the Event Risk (in dollars) from a shock to the spot price of an asset. I also have the 10-day VaR PnL for the same assets returns. These two numbers are then aggregated to ...
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0answers
287 views
Full Revaluation vs Factor-based Model for risk management
I am looking for literature on comparison of these two approaches.
It looks like many places are using some type of Factor-based Model (Barra, Axioma, Northfield, etc.) for risk management purposes. ...
2
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0answers
64 views
Hedging jump models with a infinite number of derivatives
First of all, I inform you that I am not a financial mathematician and have vague knowledge about an incomplete market.
Stochastic volatility models are incomplete so derivatives cannot be ...
0
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0answers
452 views
Barra covariance matrix construction
I am trying to replicate the covariance matrix used by Barra risk models.
All Barra models have half life parameters for volatilities and correlations (e.g. if the half life for volatlity is 90 days, ...
1
vote
1answer
71 views
Unit exposures to Country,Industry and World factors in Fundamental Factor Risk Models
I may have what can be called a rudimentary question about Fundamental Factor models for Risk (ala Barra).
Why is the exposure to World,Countries,Industries set to 1 instead of a real number. The ...
1
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1answer
217 views
Why is the expected value of bias statistic one?
I have been reading about factor models recently. One of the ways in which the developer of these models (Barra/ Axioma) measure the accuracy of their models is by calculating the bias statistic for ...
4
votes
2answers
310 views
Physical commodity trading quantitative risk return model
I am very new to commodities, I was previously in portfolio management/optimization (Black Litterman Markowitz etc). I am now a Buy-Sell analyst for Petrochemicals, and need to understand the basic ...
4
votes
1answer
73 views
Measuring interest rate sensitivity for illiquid private investments?
There seems to be surprisingly little literature on this topic. If you had a portfolio consisting of an unlisted illiquid private asset class (eg private real estate, direct infrastructure or private ...
3
votes
1answer
313 views
Can portfolio Value-at-Risk be calculated analytically for multivariate t-distributed returns?
It is widely known that VaR is generally not sub-additive in all but the most restrictive cases (typically when a Gaussian return distribution is assumed, which fails when it matters the most).
...
4
votes
1answer
103 views
How do energy companies measure the magnitude of the risks of buying energy at a variable price and selling it at a fixed price?
Power and gas retailers are exposed to a variety of risks when selling to domestic customers. Many of these risks arise from the fact that customers are offered a fixed price, while the retailer must ...
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0answers
23 views
Modelling Specialised Lending deals
This question by itself is less a quant question but it has impact on the quantitative model to use.
In 2006 CEBS gudilines we find a definition similar to this:
Specialised Lending (SP) is a sub-...
8
votes
2answers
1k views
Hierarchical Risk Parity with allocation constraints?
In the really interesting paper by Marcos Lopez de Prado a variation of risk parity is applied whereby the underlying assets of the portfolio are first split in 'correlation clusters' and the ...
0
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2answers
55 views
Correlation or r-squared to determine if a stock has specific movement relative to an index?
In Excel you have the daily prices of all the stocks in the S&P 500 for 3 years; and the index itself.
Using all the data how might you determine which stocks had company specific movement during ...
0
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2answers
607 views
It is possible to carry out the Component VaR decomposition through non parametric methodologies?
I would like to know if it is possible to break down the VaR risk (using historical and Monte Carlo methodology) among the portfolio assets just like the Component VaR concept in the parametric ...
1
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0answers
349 views
Altman Z-Score model for PD calculation [duplicate]
I am approaching you with one important for me question.
I have a task to calculate probability of default for our clients. I used an Altman Z-Score model to calculate the Z-Scores for each client.
...
2
votes
0answers
159 views
Derivative and Credit Risk Modelling
I am looking at acquiring a system to help with multi-instrument modelling. Across the spectrum Equity/FI/Swap/Repo/CDS/FxSwap/Forward/Future/etc for vanilla and more complex derivatives. The modeling ...
1
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1answer
267 views
Calculating HIstorical VaR with short time series
Intuitively, Historical VAR is an approach which assumes that in the past data, we have observed everything that can happen, so we consider the worst case(tail). However, when your equity/instrument ...
1
vote
1answer
74 views
Decreasing dependence during the financial crisis?
In "Is the Potential for International Diversification Disappearing? A Dynamic
Copula Approach" by Christoffersen et al. (2012), the authors present the concept of Conditional Diversification Benefit ...
2
votes
2answers
804 views
Portfolio risk analysis in Options & Mixed portfolios
I am currently working on a risk analysis model that is primarily focused on options portfolios, but will likely be later expanded to cover mixed (options, stocks, bond, futures, etc...) portfolios. ...
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0answers
463 views
Trouble verifying roll rate model
I found this paper on roll rate analysis via a google search. I would post a link, but every page is stamped with "CONFIDENTIAL" at the bottom (humorous since it is easily found). In a nut-shell, ...
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2answers
502 views
Modelling callable bonds in a risk model (historical simulation)
What is a best-practice example on how to model callable bonds in a risk model - I focus on historical simulation (HS).
For plain-vanilla bonds the input factors for historical simulation could be
...
0
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0answers
122 views
Risk-neutral probabilities
I will use this theorem 3.2 from the book "Quantitative modeling of Derivative Securities" by Marco Avellandea:
Theorem 3.2 - Assume that there is no arbitrage, i.e. there exists a risk neutral ...
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0answers
8k views
credit risk - How to calculate the probability of default (private companies)?
Part of my master thesis I am working with a company. I have the project to use their financial database with all the financials data (7 years) of approximately 3’000 companies.
They have their own ...
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0answers
70 views
Want to understand the links and relationship between all the risk metrics?
For Example : if Risk weighted asset (RWA) increased or decreased this month, which other risk metrics could have influenced RWA to increase or decrease. Also in different situations like, upward ...
2
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0answers
60 views
The best way to generate market scenarios [closed]
What general approaches could you recommend for modeling spot rates(for different maturities) and forward rates?(eg for LIBOR)
I need to generate scenarios for term-structure of interest rates.
What ...
1
vote
1answer
89 views
How can I compare two mutual funds' performance with a sparse set of data?
I want to compare the performance of two mutual funds. The only data I have is annual returns for the past 7 years. So I have 7 observations for Fund 1 and 7 observations for Fund 2. In addition, I ...
7
votes
1answer
582 views
Is volatility for the next day forecastable? To any extent?
In a more general way: is there
1) a methodological approach to quantify the correctness of a model that produces a probability distribution for the, say, S&P 500 index return for the next ...
8
votes
2answers
1k views
Quantitative Real Estate Investment Finance
I'm wondering if there is an application of quantitative finance to real estate investment? Specifically I'm wondering about models for pricing small neighborhoods (or even single houses) that take ...
1
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0answers
449 views
Market risk calculation for Fixed income position
I have come across a somewhat strange formula (atleast to me) for Value at Risk calculation for a Bond position. This typical formula looks like below:
PnL = Beta * "Some industry Credit spread" * ...
1
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0answers
130 views
Create Markets Bubble Indicator
I am trying to replicate a Bubble Indicator described here.
The indicator is strictly based on calculating the regularity of price behavior to determine herding in multiple time frames. I tried the ...
1
vote
1answer
647 views
What are the different Credit Portfolio Management models and what are their advantages?
CreditMetrics, RiskMetrics(Algorithims), etc. are all different risk methodologies used by many banks. However, what are their advantages/disadvantages?
I would appreciate your replies!
2
votes
1answer
2k views
Actually benefiting from logistic regression to estimate probability of default
Does anyone know any events where using logistic regression to estimate probability of default has led to a bank, financial institution, government or anything really to benefit in practice?
I see a ...
1
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1answer
564 views
Getting Parameter of Translated Gamma Distribution from Monte Carlo
Spin-off from here.
(Edit) Main question: What do I do about a parameter whose suggested values range quite vastly?
(Edit) Backstory: I am given data of loss values and the dates that correspond to ...
