标准化专业人才的市场需求画像与培养策略

摘要：

【目的】精准识别劳动力市场对标准化专业人才的真实能力诉求，从而为高校人才培养模式改革提供实证依据与方向指引。【方法】通过Python工具对前程无忧网站的相关招聘数据进行数据挖掘与文本分析，系统构建了标准化专业人才的市场需求画像。【结果】劳动力市场对标准化专业人才的能力需求呈现多样化、综合化发展态势，且不同职能类别岗位的能力需求存在显著差异。【结论】高校应据此优化课程体系设计，建立“专业+通用”双轨能力培养模式，实施以职业需求为导向的差异化培养策略，以实现人才培养与市场需求的精准、高效对接。

Abstract:

[Objective] The study aims to accurately identify the real competency demands for standardization professionals in the labor market, thereby providing an empirical basis and directional guidance for the reform of talent cultivation models in higher education institutions. [Methods] This paper employs Python tools to conduct data mining and text analysis on relevant recruitment data from the 51job website, systematically constructing a market demand profile for standardization professionals. [Results] The findings reveal that the labor market’s demand for competencies in standardization professionals exhibits a trend toward diversification and comprehensiveness, with significant variations in competency requirements across different functional job categories. [Conclusion] Accordingly, higher education institutions should optimize curriculum design, establish a “specialized + general” dual-track competency cultivation model, and implement career demand-oriented differentiated cultivation strategies, thereby achieving precise and efficient alignment between talent cultivation and market demand.

引用格式：李战国，吴相春. 标准化专业人才的市场需求画像与培养策略[J]. 标准化学报，2026（9）：121-130.

基金项目：本文受浙江省高校重大人文社科攻关计划项目“标准化助推浙江高教强省建设的机理与路径研究”（项目编号：2024GH104）资助。

作者简介：李战国，博士，研究员，研究方向为质量科学与标准化工程、标准与教育治理。吴相春，通信作者，硕士研究生，研究方向为标准化、教育服务贸易。