顺丰数据分析高级专员
社招全职5-10年地点:深圳状态:招聘
任职要求
1、学历经验:本科及以上,统计/数学/计算机/数据科学等相关专业;3年以上数据统计分析经验,有供应链/物流行业建模经验者优先。 2、技术能力:(1)SQL:精通复杂查询与性能优化; (2)Python:熟练使用Pandas/Scikit-learn/…
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工作职责
1、模型开发:构建服务成本模型、客户流失预警模型、货量波峰预测模型,支撑业务决策。 2、数据产品建设:开发自动化数据产品(如健康度评分卡、机会推荐引擎),推动洞察规模化应用。 3、业务转化:深入理解业务场景,将模糊需求拆解为严谨的建模任务,独立完成从数据清洗、特征工程、模型训练到部署的全流程。 4、LLM应用:调用大语言模型API进行情报分析与文本挖掘,探索在供应链场景的落地可能。 5、可视化与洞察输出:通过Tableau/Power BI输出数据看板与分析报告,向业务方清晰传达模型逻辑与商业建议。 6、跨部门协作:主动识别业务痛点,提出数据驱动的优化建议并跟踪落地效果。
包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
Scikit-learn+
https://www.ibm.com/think/topics/scikit-learn
Scikit-learn, or sklearn, is an open source project and one of the most used machine learning (ML) libraries today.
https://www.youtube.com/watch?v=SIEaLBXr0rk
Today we to a crash course on Scikit-Learn, the go-to library in Python when it comes to traditional machine learning algorithms (i.e., not deep learning).
还有更多 •••