字节跳动高级经营分析师-抖音生活服务
社招全职3年以上A170300地点:北京状态:招聘
任职要求
1、统计学/数学/物理/计算机/经济学等相关专业本科及以上学历;了解统计分布类型、AB实验与统计显著性、因果推导逻辑;具有扎实的机器学习或数据挖掘理论和技术基础,有实际应用在互联网项目经验者优先; 2、有搜索/生活服务行业/3年以上经验分析经验者优先; 3、熟练掌握SQL并且至少会使用R、Python、SAS、MATLAB中的一种,熟悉常用数据统计和分析方法;有Hive、Spark等分布式计算及数据开发经验者优先; 4、熟练使用至少一种可视化的工具,如Tableau、PowerBI、PyPlot、Seaborn,能够根据业务理解设计与美化数据仪表盘; 5、自我驱动的工作规划能力和不设边界的探寻意识、具备良好的跨团队沟通能力与合作精神。
工作职责
1、负责抖音生活服务搜索相关的的数据分析工作; 2、对生活服务行业细分品类研究,从行业的发展特点找到业务的机会点,产品调研及分析,并输出应对策略; 3、对业务领域有深入理解,针对战略方向的研究,能够理解深度需求,有效拆解问题,并通过数据分析验证问题,交付具备策略指导意义的解决方案,制定行之有效的业务策略,推动问题解决,驱动业绩目标达成; 4、从业务核心指标出发,拆解重点指标,下钻提升方法,制定业务策略并推动执行,促进业务发展。
包括英文材料
学历+
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
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.
R+
[英文] R Tutorial
https://www.w3schools.com/r/
R is often used for statistical computing and graphical presentation to analyze and visualize data.
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.
MATLAB+
https://matlabacademy.mathworks.com/?page=1&sort=featured
Learn MATLAB and Simulink through interactive, in-product exercises
https://www.mathworks.com/help/matlab/getting-started-with-matlab.html
Millions of engineers and scientists worldwide use MATLAB® to analyze and design the systems and products transforming our world.
https://www.youtube.com/watch?v=7f50sQYjNRA
Learn the fundametnals of MATLAB in this tutorial for engineers, scientists, and students.
Hive+
[英文] Hive Tutorial
https://www.tutorialspoint.com/hive/index.htm
Hive is a data warehouse infrastructure tool to process structured data in Hadoop. It resides on top of Hadoop to summarize Big Data, and makes querying and analyzing easy.
https://www.youtube.com/watch?v=D4HqQ8-Ja9Y
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
Tableau+
https://help.tableau.com/current/guides/get-started-tutorial/zh-cn/get-started-tutorial-home.htm
了解如何连接到数据、创建数据可视化项、演示您的发现以及与其他人共享您的见解。
https://www.youtube.com/watch?v=K3pXnbniUcM
Spent 2 years creating a 21-hour, high-quality course that covers everything about Tableau.
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