Questions tagged [econometrics]

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2
votes
1answer
76 views

Question on the use of a limit in a proof

I ran into a step in an argument that I can't quite figure out. It's basically how they use a limit that I don't seem to understand. The context is local-to-unity asymptotics in vector autoregressions,...
3
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2answers
83 views

Cash flows regression on macroeconomic data

I'm looking into a research project and am struggling to find any existing work on this or whether I'm asking the right question. My question is to test the relationship between macroeconomic ...
-1
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1answer
106 views

Why is Banque de France using BVAR with different orders of integration?

Don't all the variables used have to be of the same order of integration in VAR models ? In this paper Bayesian VAR Forecasts, Survey Information and Structural Change in the Euro Area Gergely Ganics ...
2
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2answers
195 views

Average Return Differential Calculation - Newey West t-Statistic

I am reading Table II on page 28 in Bali et al. (2007), Value at Risk and the Cross-Section of Hedge Fund Returns: Please can anyone explain the calculation of t-statistic and Newey West t-statistic ...
0
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1answer
80 views

Monte Carlo approach and methods for generating random returns

Recently I found myself reading more about Monte Carlo approach in m.v. portfolio optimization framework. I already discuss the topic on this forum (if interested please consider the following links - ...
1
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0answers
51 views

Can you approximate stochastic volatility processes using GARCH processes?

Let me specific. Suppose that you have the following process: \begin{align} z_t &= \sigma_t \epsilon_t \\ \sigma_t &= \sigma \exp \left( \frac{v_t}{2} \right) \end{align} where $v_t$...
0
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1answer
69 views

Is it legitimate to assess the resilience of industries and sectors through the stock market?

I would like to assess the resilience of some sectors in Europe but I honestly lack data, and it seemed to me the simplest solution to be able to implement univariate (arima etc) and multivariate (...
0
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1answer
72 views

What is the R code for estimating copula parameters of BB1 with dim=2? And what's the code for gof test of BB1?

Kindly assist with R code for BB1 copula. Text books and research articles provide codes for clayton, gumbel, frank, normal and t copulas. However, I can't find code for BB1. For example, this is ...
3
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1answer
160 views

evaluating garch models

I used ugarchroll to backtest my garch model on S&P returns this is my code ...
0
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0answers
13 views

A simple question about the dummies of structural variance (ICSS) breaks on GARCH

The question related to How to implement dummy variables into GARCH(1,1) model from structural breaks (ICSS) I have a simple question about that. Suppose my series have two breaks on t=2 and t=5 for ...
0
votes
1answer
118 views

maximum likelihood pdf

I am looking at the topic maximum likelihood, and I cannot understand why we set the pdf of $y_{t}$ equal to 1. It is with regards to a OLS example. The information i got is this: Model: $y_{t}=\...
2
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0answers
34 views

Applying GRS-test on non-normal residuals with autocorrelation

Is it valid to apply GRS-test (Gibbons, Ross and Shanken 1989) on non-normal and autocorrelated residuals? I got residuals using 10 test-assets regressed on 3-factor and carhart. If it is valid, how ...
-2
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2answers
94 views

What's the difference between Statistics and Econometrics? [closed]

I can't really grasp the similarities and differences between Statistics and Econometrics. Is Econometrics includes every Statistical models inside it? or is there areas of Statistics outside of the ...
1
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0answers
62 views

CAPM and the Fama-MacBeth (1973)

I need to conduct the Fama-MacBeth (FM) procedure for my thesis to test the ability of the six-factor model to predict future expected returns. In univariate regressions of expected excess returns on ...
0
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0answers
22 views

Using monthly CRSP EWRET to build equally weighted portfolios based on market equity and book to value ( SAS)?

I was wondering if it is possible to download the EWRET variable from Wharton in order to construct equally-weighted portfolios and rebalance every June? I have seen a few fancy codes for this ...
9
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2answers
540 views

Suppose that we are wrong about the relevant class of distributions for financial economics and econometrics. Now what?

I read a very interesting paper by Harris (2017) where he points out some interesting link between market microstructure and the distribution of returns on equity. You can make a good case that the ...
8
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3answers
7k views

What's the meaning of the intercept in asset pricing model?

I would like to understand the role of alpha (intercept) in the regression-based asset pricing model or $n$-factor models; one of the most famous of those one is the Fama-French 3-factor model. ...
1
vote
1answer
526 views

Forecasting Volatility using GARCH in Python - Arch Package

Disclaimer: Posted this on stackoverflow, but maybe here should be the right place to ask something about GARCH I'm testing ARCH package to forecast the Variance (Standard Deviation) of two series ...
5
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1answer
501 views

Panel data - Use fixed effect or random effect in predicting stock returns

I'm currently writing a master thesis where I look at the predictive power of Google search volume in predicting the movement of the Norwegian Stock Market (Oslo Børs). I'm using Google search volume ...
1
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0answers
33 views

Asset prices Boom,Bust and Recovery cycles

Is there any systematic way to detect the Boom, bust and Recovery cycles in Asset Prices ? Are there any good references about the Topic ? Thanks in advance.
1
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0answers
41 views

Correlation coefficient without cash flows?

I'm an intern at a company and one of our tasks is to calculate the the probability of default of both participants of a Swap(a Client and a Bank), for which we first need the correlation coefficient ...
2
votes
1answer
95 views

Gibbons, Ross, Shanken Test derivation by MLE

I Am trying to derive the expression for the GRS test of the CAPM. I am following the book: The Econometrics Of Financial Markets by Campbell, Lo, McKinley (1997). Define $Z_t$ as an $N×1$ vector of ...
3
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2answers
121 views

Using cumulative returns to hedge against the overall trend

I am curious about a hypothetical strategy where you are long for a given period (like a year), and at the same time you hedge against the overall trend by going short everyday and accumulating the ...
2
votes
1answer
129 views

How to calculate Information Ratio?

In the book titled "Active Portfolio Management: A Quantitative Approach for Producing Superior Returns and Controlling Risk" by Grinold & Kahn, the information ratio is defined as "the ratio of ...
2
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0answers
40 views

Cointegration between prices and dividends. How do I get the following expression?

Actually, I have two questions: 1. Let us assume that expected returns are constant. Then, we have the following expression for how the prices should be determined, provided that the operators are ...
1
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0answers
281 views

How to normalize stock exchange indexes

I am doing an academic research in behavioral finance and I need to calculate my abnormal return based on the normalized returns of the stock exchange index being the S&P 500. In other words, I ...
0
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1answer
81 views

What does A(B) mean in time series

So I have been reading some papers regarding time series, mainly from Granger and Engle. I am a bachelor econometrics student, but I have never seen such notation before. For example, A(B)(1-B)x(t) = -...
3
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0answers
181 views

Annualization of higher order Co-moments

I'm developing a dynamic portfolio optimization procedure based on the implementation of the Modified sharpe ratio. The mentioned ratio depends, among other factors, on the skewness and kurtosis of ...
1
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0answers
55 views

Log transformation of TS-stationary time series

I usually see the $log$ transformation of prices: $$p_{new}\left(t\right) = ln\left(\frac{p_t}{p_{t-1}}\right), t \in [2...N]$$. Let's our series be a trend stationary time series like: $$p\left(t\...
2
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0answers
32 views

Tools related to Granger Causality

I would like to know if there are some tools that can measure that one time series is "faster" than the second one. I talk about really similar time series related to high frequency trading (hundreds ...
1
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0answers
54 views

Statistical distribution of MACD

I was (unsuccessfully) trying to find results on what the distribution of the MACD values for a stationary time series with IID returns would be. Are there any such results or any that go in a similar ...
1
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0answers
32 views

Using CFNAI index for identifying sample periods

I'm doing my Thesis on Asset pricing models and I would like to find out the effects of business cycles on the performance of asset pricing models for industry portfolios. My initial idea was to ...
4
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1answer
65 views

How to prove that the expected squared error associated with the optimal combination weight is smaller than the minimum of 2 forecast variances?

I am looking at linear combination of two forecasts (Bates and Granger, 1969). I would like to understand how to prove that the expected squared error associated with the optimal combination weight is ...
1
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0answers
30 views

Statistical procedures on comparing the four Asset pricing models [closed]

I'm a business student and currently writing my thesis on comparing asset pricing models on industry portfolio returns. Being a business student, I lack the knowledge for statistical analysis ; so I ...
1
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0answers
34 views

Granger Causality Equation between daily Carry Trade returns and daily Stock Market returns [closed]

Could someone please kindly help me in regards to a question on the Carry Trade. What is the most widely used equation for the carry trade including the funding and investment currency and what ...
1
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0answers
58 views

Fractional cointegration in R

I'm looking for a package (or some code that anyone has written) that will help me to estimate a VECM for fractionally cointegrated series. I.e. like the ca.jo ...
2
votes
1answer
1k views

Calculating the pricing error in Fama-Macbeth Regression for Fama/French 5 Factor model

I'm very much new to this area and I need to know on how to calculate the pricing error in Fama/French 5-Factor model. The evaluation was done using the Fama-Macbeth approach. I did everything as ...
1
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0answers
84 views

Evaluating Fama French 3 factor model Using Fama Macbeth

Hi Can someone please explain me how the cross sectional calculation can be done. For an example, I'm having a vector like this. Vector 1: This is the vector where all the excess returns for n ...
1
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0answers
63 views

Arbitrage argument and Market Quotes [closed]

Good day, I wanted to ask for help with a question from one of my exercise sheets. For a share S the market quotes a given strike K in both european and american styles. Use an arbitrage ...
4
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2answers
241 views

Lagged Residual as Independent Variable

I am building a factor model to estimate future equity returns. I'd like to include an autoregressive residual term in this model. I'd like to have yesterday's error (the difference between yesterday'...
0
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2answers
62 views

Testing which index is a better benchmark to track stock prices

Let's say a Hedge Fund is tracking a stock price. Now the fund has three columns of data, Stock price, Index 1, and Index 2. All of these have data from 2016/01/01 - 2017/01/01. If the fund is to ...
0
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0answers
46 views

Why does an increase in eviction court filings result in an increase in REIT returns?

I'm a data mining developer working for a company that wholesales eviction record data on a national level. I was recently assigned a project to build a program to mine all county courts in Oklahoma ...
3
votes
1answer
2k views

How to compute a Fama-Macbeth R-Squared (R2)?

I'm reaching out regarding the R-Squared of a Fama-Macbeth regression. This is often reported in econometric results but I have yet to find a good explanation of how it is computed. Specifically, if ...
5
votes
1answer
5k views

Fama Mac-Beth (1973) vs Fixed effect

Currently testing if monthly fund characteristics (size, capital flows, age, risk, persistence,...) explain funds abnormal returns. My data is set as a panel with 1000 equity mutual funds over the ...
2
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1answer
153 views

Understand the white noise condition in Vector Autoregression

In the following vector autoregression model with lag polynomial representation: $$\Phi (L) y_t= \epsilon_t$$ where $Y$ is the vector of endogenous variables, $\Phi$ is the parameters matrix, $\...
1
vote
1answer
80 views

Using interest rate as a discount factor in dividend discount model

In this paper, Galí and Gambetti calculate the fundamental value of asset price by using policy interest rate as a discount factor. I was wondering if the policy rate can be used in this kind of ...
1
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0answers
89 views

What's the slowest frequency over which bid-ask bounce effect are observed?

I am using minute-by-minute stock prices series constructed on transaction data. The stocks are among the most highly liquid. I observe that the price series contain negative autocorrelation. I ...
3
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1answer
108 views

End Dates of Financial Crises

I am analyzing past financial crises, comparing the correlation structure amongst 20 broad market indices (equities, FX, credit, commodities) during different crises using amongst other things PCA and ...
6
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1answer
5k views

Interpreting the coefficients of Fama-MacBeth regression

According to Fama & MacBeth (1973) two-step regression, you start with estimating the beta factors. When applying the Fama-French 3-Factor model, you first run the linear regression $$r_{i,t}=α_i+...
1
vote
1answer
54 views

Can GARCH volatility simulations generally be applied to return-modelling models?

This may be a naive question, but I still hope some discussion can elucidate a (so far) totally nebulous point for me. I've recently learned that GARCH models can give one simulations of ...