The Knowledge Bank
Explore the vast library of knowledge about everything you need to know when it comes to analyzing YouTube Data, and how to grow as a creator.
Quantity vs Quality Theory
Explore the theoretical relationship between quality and quantity in content creation, and its effects.
The Net Present Value of A Video
Dive into how you can estimate the total amount of views a video will get throughout its lifetime, and how this can be used to get a monetary estimate
Linear Regression Model
Understanding how a dependent variable changes in response to an independent variable.
Chow Break Test
Test for detecting a structural break where the linear relationship between variables shifts.
Goldfeld-Quandt Test
Test for detecting heteroscedasticity, or non-constant variance, in a linear regression model.
Granger Causality Test
Test to determine if past values of one variable help predict the current values of another variable.
Tests for Group Differentiation(ANOVA)
Test to determine if there are statistically significant differences between the means of multiple groups, and its various modifications.
Levene's Test
Test for equality of variances among groups by comparing the deviations of individual values from the mean or median of the groups.
Non-parametric tests
Non-parametric tests that don’t assume data distribution, useful for non-normal data and can be applied more generally. Covers Wilcoxon and Sign tests.
K-Means Clustering
Algorithm for partitioning data into clusters for analysis.
Random Walk Algorithm
The random walk algorithm is a sequence of random steps used to model uncertainty.