paperbot · PL 论文追踪

全部论文 待读 收藏

P2 How Practitioners Perceive Coding Proficiency

从业者如何认知编码熟练度
ICSE 2019 IEEE/ACM 41st International Conference on Software Engineering (ICSE)2019匹配度 1/10 · 该论文是一项关于开发者编码熟练度技能认知的实证调查研究,主题属于软件工程中的人因与开发者能力评估,与静态分析、程序分析、LLM/Agent、浮点分析或贝叶斯程序分析等核心研究方向没有直接关联。引用 27 inbox
Xin Xia, Zhiyuan Wan, Pavneet Singh Kochhar, David Lo
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:通过访谈与跨国调查识别出编码熟练度的38项技能,并发现21项被从业者评为重要。

编码熟练度对软件从业者至关重要,但既有理解常流于“能写好代码”等模糊刻板印象,缺乏具体性,使雇主难以衡量、工程师也难以针对性提升。为回答哪些技能真正影响编码熟练度,作者先访谈3家公司15名开发者,归纳出9类共38项技能;随后对来自33个国家、5大洲的340名从业者进行问卷调查,要求其评价各项技能的重要性并给出理由。结果显示,21项技能平均评分达到4.0及以上,被视为重要或非常重要;论文还汇总了支持者与反对者的理由,并讨论了对研究者、教育者和实践者的启示。

问题
如何具体刻画编码熟练度,以及哪些技能对提升编码熟练度最重要;现有理解常流于模糊刻板印象。
方法
先访谈15名开发者,归纳出9类38项技能;再通过问卷调查340名来自33个国家的从业者,收集其对技能重要性的评分与理由。
评估
基于跨国问卷评分统计识别出21项平均评分不低于4.0的重要技能,并定性分析支持者与反对者给出的理由。
原文摘要(Abstract)

Coding proficiency is essential to software practitioners. Unfortunately, our understanding on coding proficiency often translates to vague stereotypes, e.g., "able to write good code". The lack of specificity hinders employers from measuring a software engineer's coding proficiency, and software engineers from improving their coding proficiency skills. This raises an important question: what skills matter to improve one's coding proficiency. To answer this question, we perform an empirical study by surveying 340 software practitioners from 33 countries across 5 continents. We first identify 38 coding proficiency skills grouped into nine categories by interviewing 15 developers from three companies. We then ask our survey respondents to rate the level of importance for these skills, and provide rationales of their ratings. Our study highlights a total of 21 important skills that receive an average rating of 4.0 and above (important and very important), along with rationales given by proponents and dissenters. We discuss implications of our findings to researchers, educators, and practitioners.

链接与引用

DOI 原文 · PDF(开放获取) · DBLP

BibTeX
@inproceedings{0001WK019,
  title = {How Practitioners Perceive Coding Proficiency},
  author = {Xin Xia and Zhiyuan Wan and Pavneet Singh Kochhar and David Lo},
  booktitle = {ICSE},
  year = {2019},
  doi = {10.1109/icse.2019.00098}
}