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Model Perspective
Model Perspective
May 5, 2026 · Industry Insights

Should You Still Learn English? Modeling the Trade‑off Between Language Mastery and AI Translation

The article analyzes whether learning English remains worthwhile by comparing its diminishing marginal benefits against the rapidly improving capabilities of AI translation, using data on web language share, a resource‑allocation model, scenario‑specific substitution rates, and implications for individuals, professionals, and national education policy.

AI translationEnglish learningeducation policy
0 likes · 10 min read
Should You Still Learn English? Modeling the Trade‑off Between Language Mastery and AI Translation
21CTO
21CTO
Jun 21, 2019 · Fundamentals

Why Programmers Must Master English and How to Learn It Effectively

This guide explains why English is essential for programmers, outlines the proficiency level needed for professional work, and provides practical methods—including vocabulary building, root‑affix techniques, listening, speaking, and immersion—to improve technical English efficiently.

English learninglisteningprogrammers
0 likes · 19 min read
Why Programmers Must Master English and How to Learn It Effectively
Model Perspective
Model Perspective
Jul 23, 2015 · Fundamentals

How to Track and Analyze Your Own English Learning Data for Better Results

This article explores practical ways to collect, measure, and interpret personal English learning data—such as classroom language ratios, comprehension scores, study time, and vocabulary memorization metrics—to gain insights and continuously improve learning effectiveness.

English learningself-trackingstudy metrics
0 likes · 7 min read
How to Track and Analyze Your Own English Learning Data for Better Results