R 语言长期专注于统计计算和数据分析，是 Python 在数据科学领域最直接的竞争者，虽然近几年 Python 凭借工程化与 AI 生态明显占优，但 R 近期明显回暖，已连续多月重返 TIOBE 前十。

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根据Tiobe编程语言流行度指数显示，Python仍居首位但市场份额从去年7月的26.98%下降至本月的21.81%。Tiobe CEO分析称，R语言和Perl等专业领域语言正在蚕食Python的市场份额。R语言在数据科学领域重新获得动力，从一年前的第15位升至本月第8位。曾经的脚本语言霸主Perl也强势回归，从去年同期的第30位跃升至本月第11位。

February 2026 TIOBE Index shows Python still far ahead, C strengthening in second, C# rising, and R holding the top 10 as rankings compress.

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Python -O won’t magically make every script faster, but in the right workloads it’s a free win—here’s how to test it safely.