Correlation after stacking a dataset twice
Question
An OLS fit of share price on news sentiment gives with correlation . You append an exact copy of every data point and refit. By how much does the correlation coefficient go up?
Short answer
. Duplicating every point leaves all sample means, variances and covariances unchanged, so the correlation (and fitted line) stay the same.
Adapted from QuantQuestions.io; question and answer rewritten by SelfMadeQuant.com.
See the hint and the full worked solution in the question bank (free account).
Open the worked solutionLessons behind this question
- Maximum Likelihood Estimation: Score and Log-Likelihood
- Covariance and Correlation
- Simple Linear Regression: OLS Estimators and Geometry
Start with a free lesson: Expectation, Variance and Covariance is part of a free topic. Create a free account, no card needed, to read it in full with worked solutions.
Read it free