Skill × Role Hit Matrix
AI 求职 35 技能 × 14 角色矩阵
基于 5673 条已聚类的国内真实 AI 招聘 JD,把 35 项 AI 通用技能在 14 个 AI 角色聚类里的命中率拆成一张 heatmap。 颜色越深,该技能在该角色的 JD 里出现得越多。
每个 cell 命中率 = (required 命中数 + preferred 命中数) / 该角色 JD 总数。点击任一 cell 跳到对应角色页查看完整 JD 拆解。
命中率:0%<5%5-10%10-20%20-40%≥40%
手机端可横向滚动 · 数据来源 Agent Hunt(5673 已聚类 JD · 截至 2026-04-29)
每个 AI 角色 · Top 5 高频技能
按 (required + preferred) 命中数排序,括号内为命中率
AI/LLM 工程师426 JD
- Large Language Models116 (27.2%)
- Agent Architecture60 (14.1%)
- Python35 (8.2%)
- Retrieval-Augmented Generation23 (5.4%)
- Java19 (4.5%)
AI 产品经理293 JD
- Large Language Models17 (5.8%)
- Agent Architecture9 (3.1%)
- Prompt Engineering2 (0.7%)
- Data Analysis2 (0.7%)
- Computer Vision2 (0.7%)
算法工程师/研究员122 JD
- Large Language Models28 (23.0%)
- Python7 (5.7%)
- Natural Language Processing7 (5.7%)
- PyTorch6 (4.9%)
- TensorFlow6 (4.9%)
AI 销售/商务118 JD
- Large Language Models4 (3.4%)
- Tongyi Qianwen1 (0.8%)
AI 管理/战略110 JD
- Large Language Models4 (3.6%)
- Agent Architecture2 (1.8%)
自动驾驶/智能座舱99 JD
- Large Language Models1 (1.0%)
AI 运营/训练师95 JD
- Large Language Models5 (5.3%)
- Data Analysis3 (3.2%)
- Agent Architecture2 (2.1%)
- Python1 (1.1%)
- Prompt Engineering1 (1.1%)
智能制造/工业AI82 JD
- Large Language Models2 (2.4%)
AI 转型/咨询71 JD
- Prompt Engineering1 (1.4%)
- DevOps1 (1.4%)
AI 教育30 JD
- Large Language Models1 (3.3%)
数据分析/数据科学27 JD
- Data Analysis4 (14.8%)
- Large Language Models3 (11.1%)
- Agent Architecture1 (3.7%)
- Python1 (3.7%)
- Retrieval-Augmented Generation1 (3.7%)
AI 风控/合规20 JD
- SQL6 (30.0%)
- Python5 (25.0%)
- Prompt Engineering4 (20.0%)
- Data Analysis4 (20.0%)
- Agent Architecture3 (15.0%)
医疗AI专岗12 JD
- Large Language Models2 (16.7%)
每项技能 · Top 3 高频角色
想学 prompt engineering 适合做哪个角色?这一节按命中率给你直接答案
| 技能 | Top 3 高频角色 |
|---|---|
| Large Language Modelsconcept | |
| Agent Architectureconcept | |
| Pythonlanguage | |
| Retrieval-Augmented Generationconcept | |
| Prompt Engineeringconcept | |
| Javalanguage | |
| Data Analysisconcept | |
| SQLlanguage | |
| LangChainframework | |
| Multimodal AIconcept | |
| AutoGenframework | |
| Machine Learningconcept | |
| Golanguage | |
| Natural Language Processingconcept | |
| Function Callingconcept | |
| Reactframework | |
| Tongyi Qianwentool | |
| Difyframework | |
| Anthropic APItool | |
| Deep Learningconcept | |
| Cozeframework | |
| PyTorchframework | |
| Computer Visionconcept | |
| JavaScriptlanguage | |
| DevOpsconcept | |
| TensorFlowframework | |
| Fine-tuningconcept | |
| Multi-Agent Systemsconcept | |
| DeepSeektool | |
| Generative AIconcept | |
| Knowledge Graphconcept | |
| Semantic Kernelframework | |
| Reinforcement Learningconcept | |
| Hugging Facetool | |
| Gemini APItool |
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