Author: Munim

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Time-variant latent growth model

1. What the Growth Model Represents The model tracks national innovation levels across four years: The growth trajectory is captured by two latent factors: Latent factor Meaning i (intercept) Initial innovation level s (slope)...

What are System Archetypes? 0

What are System Archetypes?

Let’s go step by step so you get a clear foundation in System Archetypes. 🔹 1. What Are System Archetypes? System archetypes are recurring patterns of behavior that show up in complex systems across...

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My google scholar citations is now over 5000

Happy to see my citations in google scholar exceeding 5000. At this point in career, I understand very well that citations are not everything and citations alone is not a good metric for assessing...

When to use which Panel Data models? 0

When to use which Panel Data models?

Method Main Use Case Assumptions Handles Time-Invariant Variables Endogeneity Control When to Use Pooled OLS Treats panel data as pure cross-sectional data Assumes no unobserved heterogeneity (all units are identical aside from included variables)...