Why Covariate Balance Doesn’t Define Experiment Validity

Stop obsessing over perfect covariate balance in your experiments. In this post, senior developer Ahmad Wael explains why randomization is the true key to validity, even when cohorts don’t look identical. Learn the technical reasons behind covariate imbalance and how to implement fast, valid randomization in your WordPress backend.

Data Science as Engineering: Foundations and Identity

Data science is facing an identity crisis. By shifting toward an engineering-first mindset, we move from theoretical “science projects” to robust, maintainable production systems. Learn why treating Data Science as Engineering is essential for modern software development, featuring practical WordPress implementation strategies and senior-level insights.