https://eugeneyan.com/rss 09月30日
成为数据科学领导的100天
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作为Lazada数据科学领导,作者分享了100天领导经历中的心得。从个人贡献者到领导者的转变需要心态调整,了解团队使命与公司目标的结合,以及建立有效的团队沟通和培养文化。作者强调了1对1会议的重要性,通过这些会议了解团队成员,提供反馈,并讨论职业规划。此外,作者还讨论了如何授权和委托任务,以及建立强大的团队文化的重要性。

🌱心态转变:从深入技术细节到掌握团队项目整体情况,并学会快速切换不同项目。领导角色意味着需要与团队成员保持一定距离,这是自然且必要的。

🗺️使命对齐:作为团队领导,作者通过与公司高层和关键利益相关者的沟通,确保数据科学团队的目标与公司整体战略一致,并制定了相应的数据科学路线图。

🗣️一对一会议:作者每月与团队成员进行一对一会议,了解他们的想法、建议和担忧,并提供建设性反馈,这有助于提高团队士气和成员发展。

🤝授权与委托:作者认识到作为领导者,需要学会授权和委托任务,以实现更大的目标。通过“The Art of Action”一书,作者学会了如何更好地授权,并从中获得了极大的满足感。

🏛️团队文化建设:作者通过与领导层、团队成员和利益相关者的沟通,了解并建立了适合团队的价值观和文化。作者还创建了文化演示文稿,以传达团队文化、价值观和其他重要信息。

I recently passed my 100-day mark as Lazada’s Data Science Lead. Through this period, it wasn’t always clear what to do, or how to do it, in my new leadership role. I had numerous questions about how to transition from an individual contributor to leader, how to lead former peers, etc.

Several mentors, books, and articles provided guidance on how to transition successfully. Looking back on these first 100 days, here’s some things I did that were helpful.

Shift in mindset

As an individual contributor, I had the opportunity, and was expected, to know my project inside out. I was deeply involved in the technicalities, writing code, measuring impact, and gained immense technical satisfaction from this depth. In contrast, as a leader, I was expected to know all of the team’s projects in significant, though not necessarily complete detail, and get involved when necessary. I had to learn how to switch contexts quickly, and be comfortable with not knowing all the nitty gritty details.

In addition, my new role meant my peers now reported to me. I was aware of the burdens of leadership, such as no longer being able to share information that I previously could as a peer. Mentors also warned that former peers might be less chummy with me, due to the new reporting relationship. Thus, I had to change my thinking on my relationships with the team—we might not remain as close as before and this is a natural given the new leadership role. One mentor suggested that I connect more with peers at my new level to get advice and build more relationships.

Understand how the team’s mission aligns with the company’s

As an individual contributor, I was clear how my work contributed to Lazada’s mission and added value for our customers, sellers, and the company. As the team lead, I had the additional responsibility of aligning how the team—as a whole—would contribute to the company’s mission.

To achieve this, I met with my leaders, the Head of Data (John) and the CIO (Klemen), to understand Data Science’s mission. I also met with key stakeholder leaders to understand their priorities and how Data Science can contribute to their success. These helped build mutual understanding and trust, and enabled me to build a data science roadmap that was aligned with the company’s mission and delivers results.

Initiate 1-on-1s with the team

One habit I started was monthly (optional) 1-on-1s with the team. This provided an opportunity to learn about each team member better in a private and casual setting. Some members are pretty shy and tend not to proactively reach out—the 1-on-1s ensured they would have up to 60 minutes monthly to share any concerns, opinions, suggestions, etc.

I’ve come to really enjoy the 1-on-1s, where we give each other feedback on how to improve, and discuss about their career plans—this helps greatly with development. I found it helpful to always have a couple of questions prepared for 1-on-1s to solicit feedback on how the team can improve. For example:

    What keeps you engaged in your daily work? What can we do to make daily tasks more engaging? (Engagement and morale) What do you think about the amount of feedback in the team? Is it sufficient? Too much? How can we improve on giving feedback? (Culture) What are some good and/or bad habits the team has? (Productivity) What were your biggest time wasters or roadblocks? What can we change to make you more productive? (Productivity)

Grow, empower, and delegate to the team

Being a builder at heart, I enjoy getting involved in the technical details and writing code—however, this is not scalable. To accomplish more as a leader, I had to learn how to empower the team and delegate. I consulted mentors extensively on how to do this better and the book “The Art of Action” was very useful as well.

Initially, I expected some loss of technical satisfaction when transitioning from an individual contributor to a leader—this was not the case. I could continue to work on POCs (proof-of-concept) and projects—though to a lesser extent—and gained breadth across all team projects. In addition, I found tremendous satisfaction in helping team members grow, and giving them ownership, support, and challenging opportunities to develop their careers.

Build a strong team culture

Through the conversations I had with my leaders, team, and stakeholders, I gained a sense of the values and culture we should encourage to ensure team success, growth, and well-being. In addition, I researched the culture at companies I admired (e.g., Netflix for being able to pivot quickly from mail-order DVDs to streaming entertainment, Valve for moving from games to platform, Google for managed chaotic innovation, etc).

From this, I created a living culture deck to communicate our team culture, values, and other essentials (e.g., encouraging innovation and risk, independence and responsibility, hiring philosophy, etc) and had focus groups with the team to incorporate feedback.

The culture deck’s not quite ready for sharing with the world yet—it needs a bit more work. The process of creating, and the culture deck itself, will be the subject of the next article.

Update: Post on the culture deck here.

If you found this useful, please cite this write-up as:

Yan, Ziyou. (Sep 2017). My first 100 days as Data Science Lead. eugeneyan.com. https://eugeneyan.com/writing/my-first-100-days-as-data-science-lead/.

or

@article{yan2017lead,  title   = {My first 100 days as Data Science Lead},  author  = {Yan, Ziyou},  journal = {eugeneyan.com},  year    = {2017},  month   = {Sep},  url     = {https://eugeneyan.com/writing/my-first-100-days-as-data-science-lead/}}
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数据科学领导 领导力 团队文化 使命对齐 一对一会议
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