[Verse 1]
Data whispers secrets through the scatter plots and means
Gaussian curves dancing, telling stories unforeseen
Linear models stretch their arms across the coordinate plane
But when assumptions crumble, GLMs break the chain
Logistic for the binary, Poisson counts events
Gamma shapes the skewness where normality relents
[Chorus]
Stats wizard, cast your spell
GLM-B-A-Y-E-S will serve you well
Mixed effects nest the hierarchy
Time series prophecy
R and Python orchestrate the symphony
Statistical mastery
[Verse 2]
Priors meet the likelihood in Bayes' sacred ground
Posterior distributions where business truths are found
MCMC chains wandering through parameter space
Credible intervals embrace uncertainty's face
Random forests grow while neural networks learn to see
Statistics builds the backbone of our ML reality
[Chorus]
Stats wizard, cast your spell
GLM-B-A-Y-E-S will serve you well
Mixed effects nest the hierarchy
Time series prophecy
R and Python orchestrate the symphony
Statistical mastery
[Bridge]
Randomized experiments slice through causation's maze
Quasi-experimental when ethics block our ways
ARIMA models surfing through temporal waves
High-dimensional cursed spaces that dimension reduction saves
Fixed effects and random effects dancing in their place
Survival analysis measures time until we face
[Verse 3]
Bootstrap samples multiply like echoes in the hall
Cross-validation guards against overfitting's fall
P-values under fire while confidence intervals stand
Effect sizes matter more than significance by hand
Heteroscedasticity breaks our variance dreams
Robust estimators patch the tears within our schemes
[Chorus]
Stats wizard, cast your spell
GLM-B-A-Y-E-S will serve you well
Mixed effects nest the hierarchy
Time series prophecy
R and Python orchestrate the symphony
Statistical mastery
[Outro]
From correlation's dance to regression's deeper dive
Statistical thinking keeps business insights alive
Model diagnostics check our assumptions hold
Transform the world through stories that the data told