Stack Exchange Network

Stack Exchange network consists of 174 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers.

Visit Stack Exchange

Questions tagged [statistical-significance]

The tag has no usage guidance.

0
votes
0answers
37 views

Statistical tests for moving averages

What are methods and approaches used in the field to tests the significance of a moving average over a specific time frame i.e: slope difference between the trend line and the price action? Would one ...
0
votes
0answers
30 views

Assessing goodness of a Technical Trading Rule using a ROC model

I am testing various technical trading rules (TTR) on the cryptocurrency market. I have already setup some significance tests, to compare the returns and volatilities. I would now like to test it ...
2
votes
2answers
76 views

Can the dependent samples t test be used for this problem?

Short story: I have 2 sets of data: Set 1: Daily data of stock market returns (eg. [1%, 1.2%, -2%]) Set 2: Those same stock market returns, multiplied by a number (eg. [2%, 0.6%, -1%] which equals ...
1
vote
1answer
87 views

Evaluate the significance of the relationship among VIX and the S&P 500

I have the weekly time series of returns for both VIX and S&P 500. For the VIX I'm looking at 1 week return period (e.g. this is a 5 day return series rolling weekly) For the S&P 500, ...
1
vote
0answers
32 views

Trading rules: Controlling the portfolio FDR+ level

I'm trying to apply the FDR+ (False Discovery Rate +) methodology from Bajgrowicz (2011) link another_link. I have computed the p-values with the stationary bootstrap as they did, however I am not ...
0
votes
0answers
163 views

R squared statistic in predictions of returns

My question is related to an article which use predictive linear regression for the stock returns. There is told that R squared statistic of 1.6% is high. How can we measure which R squared is high? I ...
1
vote
0answers
70 views

Proper Definition of Backtesting Parameter

Currently I'm trying to test the efficacy of a tail-hedging strategy in which an investor goes long in an index and correspondingly buys 1-month OTM put options. For practical reasons, the options ...
1
vote
0answers
55 views

What is a good statistical test on stock prices to indicate a company's value has changed?

My current test is to take monthly proportional price changes for stock XYZ and subtract out the proportional changes of the S&P500. Then compare the mean of a sample of XYZ-S&P (e.g. trailing ...
3
votes
1answer
105 views

The use of $p$-value in finance after the recent statement of ASA (American Statistical Association)

The ASA (American Statistical Association) has just released a statement about the misuse of $p$-value. Will this action have much effect on the use of $p$-value in finance?
5
votes
1answer
174 views

Significance testing of average returns from Sharpe ratio

I'm aware that one way to do significance testing on a strategy is based on the sampling distribution of its Sharpe (see, e.g., Lo, 2002 and Opdyke, 2008). However, it appears to me that there's ...
2
votes
1answer
72 views

Variable becomes more significant when more variables are included

I do some empirical research. I typically use regression analysis and panel data econometrics (with fixed effects). Usually, when I include more variables, the initial variables of the model become ...
0
votes
0answers
57 views

Compare performance buy-and-hold strategies after stock-split

QUESTION: How should I analyze the statistical significance of the difference between two buy-and-hold strategies (or the relative performance) when the samples are not independent? Background: I ...
9
votes
2answers
589 views

Kolmogorov-Smirnov test for Generalized Pareto Distribution

I've fitted my data to a generalized pareto distribution as to model the returns in the tails more accurately. The interior is fitted with kernel distributions. I would like to now test whether the ...
2
votes
0answers
284 views

Testing Statistical Significance of Various Portfolio Simulations

I'm trying to determine which of my portfolio simulations/backtests if any are good enough to put some money into. I outline an approach below and I'm interested in knowing: What problems are there ...
1
vote
1answer
174 views

Compare fund managers with insignificant alphas?

For my thesis I am evaluating two mutual fund portfolios in order to check for differences in manager performance. My hypothesis is that there will be no differences in performance (in terms of alpha) ...
4
votes
1answer
191 views

Statistical Power and Active Management

I was reading an article recently that pointed out the dangers of using statistical inference in evaluating active managers as the power of statistical tests diminishes with the variance of the ...
1
vote
0answers
442 views

How to statistically compare the pricing errors of various option pricing models?

I have three different option pricing models, for which I computed the in-sample and out-of-sample pricing errors. Now I want to test the pricing performance of these three option pricing models ...