构建数据科学团队

Building a Data Science Team

Part of a 5-course series, the Executive Data Science Specialization

约翰霍普金斯大学

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构建数据科学团队

About this Course

Data science is a team sport. As a data science executive it is your job to recruit, organize, and manage the team to success. In this one-week course, we will cover how you can find the right people to fill out your data science team, how to organize them to give them the best chance to feel empowered and successful, and how to manage your team as it grows.

This is a focused course designed to rapidly get you up to speed on the process of building and managing a data science team. Our goal was to make this as convenient as possible for you without sacrificing any essential content. We’ve left the technical information aside so that you can focus on managing your team and moving it forward.

After completing this course you will know.

1. The different roles in the data science team including data scientist and data engineer
2. How the data science team relates to other teams in an organization
3. What are the expected qualifications of different data science team members
4. Relevant questions for interviewing data scientists
5. How to manage the onboarding process for the team
6. How to guide data science teams to success
7. How to encourage and empower data science teams

Commitment: 1 week of study, 4-6 hours

构建数据科学团队 is course 2 of 5 in the Executive Data Science Specialization.

In four intensive courses, you will learn what you need to know to begin assembling and leading a data science enterprise, even if you have never worked in data science before. You’ll get a crash course in data science so that you’ll be conversant in the field and understand your role as a leader. You’ll also learn how to recruit, assemble, evaluate, and develop a team with complementary skill sets and roles. You’ll learn the structure of the data science pipeline, the goals of each stage, and how to keep your team on target throughout. Finally, you’ll learn some down-to-earth practical skills that will help you overcome the common challenges that frequently derail data science projects.

授课教师

Jeff Leek, PhD
Associate Professor, Biostatistics
Bloomberg School of Public Health

Brian Caffo, PhD
Professor, Biostatistics
Bloomberg School of Public Health

Roger Peng, PhD
Associate Professor, Biostatistics
Bloomberg School of Public Health

Syllabus

Week 1 Building a Data Science Team

Data Scientist, Data Engineer, You
Qualifications & Skills
Assembling The Team
Management Strategies
Working with other teams
Common difficulties
Wrap-Up

Quiz: Defining the data science team
Quiz: Data team qualifications
Quiz: Assembling the team
Quiz: Management strategies
Quiz: Working with other teams
Quiz: Common difficulties

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