Organizing for Successful Data Science at Stitch Fix with Eric Colson - TWiML Talk #257

Supporting Structure

At Stitch Fix, the organizational structure is designed to support data science initiatives by having its own department reporting directly to the CEO. Eric Colson explains that this approach allows the data science team to develop unique workflows and tools, essential for their innovative processes 1. He emphasizes the importance of a bottoms-up approach, which contrasts with central planning, to foster emergent behaviors within the organization 2. This structure enables the team to learn and iterate on projects, which is crucial for developing effective algorithms 3.

Data science is not like any other field, right? It's not like engineering, it's not like marketing or product. It has its own way of working.

--- Eric Colson

This distinct approach ensures that data science remains a competitive differentiator for the company.

   

Full-Stack Scientists

Stitch Fix employs full-stack data scientists, a role that combines various skills to handle projects from conception to production. Eric Colson highlights the benefits of this generalist approach, which reduces coordination costs and wait times associated with specialized roles 4. He shares his journey of acquiring diverse skills in statistics, computer science, and business to effectively implement microeconomic models 5. The company seeks 'unicorns'—individuals capable of framing problems, building models, and deploying them, thus avoiding the inefficiencies of handoffs between specialized roles 6.

We do hire unicorns. Now, we've learned that unicorns do exist. It's just that their little horn is not always visible in early stages.

--- Eric Colson

This strategy allows for faster innovation and more fulfilling roles for data scientists.

   

Organizational Fit

Ensuring that organizational strategies align with the company's unique environment and culture is crucial at Stitch Fix. Eric Colson stresses the importance of tailoring approaches to fit the specific needs and conditions of the company 7. He reflects on the opportunity to start with a clean slate at Stitch Fix, allowing for innovative strategies without the constraints of legacy systems 8. This adaptability has been key to fostering a culture of learning and success.

You really got to be thoughtful about your environment. No way of working is necessarily better than any other. It has to be a good fit for your environment.

--- Eric Colson

By focusing on organizational fit, Stitch Fix can effectively navigate challenges and leverage its data science capabilities.