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【解读】 Python 语言在数据分析领域的作用趋势:高校课程设置变化为例

  • 2026-02-26 12:09:16
【解读】 Python 语言在数据分析领域的作用趋势:高校课程设置变化为例

Python在数据分析领域的重要性已从"可选技能"转变为"核心基石",这一趋势在高等教育课程设置中体现得尤为明显。近年来,国内高校纷纷将Python数据分析课程纳入必修体系,反映了产业界对数据人才的迫切需求。

以下是2024年以来高校将Python引入必修课的实际情况:

开设院校 课程名称 教材/课程来源 适用专业 关键特征

1.吉利学院等应用型高校 《Python大数据分析与挖掘》 清华大学出版社"21世纪经济管理新形态教材" 工科类、管理类专业 聚焦汽车、交通行业综合案例(如新能源汽车数据分析、汽车贷款违约预测)

2.南宁师范大学、大连海洋大学 《Python大数据分析与挖掘》(微课版) 清华大学出版社(2024年2月出版) 本科工科类、管理类 新形态教材,采用理实一体化讲练,涵盖NumPy、Pandas、Scikit-learn

3.国家高等教育智慧教育平台 《Python数据分析与数据可视化》 平台上线课程 全国高校学生 国家级平台课程,涵盖爬虫、清洗、可视化及文本分析

以往数据分析课程多使用R语言或SPSS,而2024年清华大学出版社推出的这套教材明确以Python 3.9为工具,专门面向"应用型本科高校",标志着Python在经管类专业的普及。

高校课程改革并非空穴来风,而是由产业需求和技术演进共同推动的:

1. 产业倒逼:Python成为企业标配

   据IDC报告,全球超过65% 的数据分析项目将Python作为首选语言,90% 的国内大企业用Python打通数据全流程。企业对"即插即用"人才的需求,迫使高校更新课程。

2. 技术融合:AI生态的核心语言

   Python是AI的"母语"。2025年的趋势是Python与AI深度融合,从Pandas(处理)到Scikit-learn(建模)再到TensorFlow(深度学习),全流程无缝衔接,这是其他语言难以替代的。

3. 人才缺口:复合型技能成为刚需

   市场不仅需要会写代码的工程师,更需要懂业务的复合型人才。JetBrains调查显示,48% 的Python用户用于数据分析,41% 用于机器学习。高校通过案例教学(如吉利汽车数据分析)来填补这一缺口。

从上述案例可以看出,Python在数据分析领域的重要性正持续增强。高校将其列为必修课,既是对行业趋势的回应,也为培养未来的数据人才奠定了基础。未来,随着AI自动化分析和低代码平台的普及,Python将更多地扮演"智能引擎"的角色,而掌握Python技能的人才将在就业市场具备更强的竞争力。

关注我们,解锁和提升数据分析新技能。

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  1. CONNECT:[ UseTime:0.000932s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001607s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.004124s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.001875s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001316s ]
  6. SELECT * FROM `set` [ RunTime:0.002219s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001536s ]
  8. SELECT * FROM `article` WHERE `id` = 476453 LIMIT 1 [ RunTime:0.005851s ]
  9. UPDATE `article` SET `lasttime` = 1772246984 WHERE `id` = 476453 [ RunTime:0.014944s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.001175s ]
  11. SELECT * FROM `article` WHERE `id` < 476453 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001383s ]
  12. SELECT * FROM `article` WHERE `id` > 476453 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001124s ]
  13. SELECT * FROM `article` WHERE `id` < 476453 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.004846s ]
  14. SELECT * FROM `article` WHERE `id` < 476453 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.006952s ]
  15. SELECT * FROM `article` WHERE `id` < 476453 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.027006s ]
0.160190s