Eikosstatistics & data science

Programming & Scientific Computing · Statistical & BI Software

Stata: Environment, Architecture and Work Philosophy

Public introduction · full guide in Eikos

Introduction

What this guide covers

A deep analytical dive into Stata's internal engine, advanced memory management, structured universal syntax, and Mata programmatic ecosystem.

Overview

Topics covered

  • Introduction
  • Architecture and Design Philosophy
  • 1.1 Origin, Historical Evolution and Development Philosophy
  • 1.2 "In-Memory" Architecture (RAM-Centric) and its Comparison
  • 1.3 Stata Versions (CI/BE, SE, MP) and Process Parallelization
  • 1.4 The Strict Data Type and Storage Engine

Related concepts

Main connections

  • Linear algebra & matrices
  • Variance & standard deviation
  • SQL & relational data modeling
  • Computational reproducibility & provenance
  • Linear regression
  • Calculus & differentiation

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

Memoria requerida (Bytes)=N×(∑j=1Kω(Tj)+δ)+κ
View LaTeX source\text{Memoria requerida (Bytes)} = N \times \left( \sum_{j=1}^{K} \omega(T_j) + \delta \right) + \kappa