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A Data Scientist’s Guide to Stakeholders | by Haden Pelletier | Sep, 2024


How data scientists can best communicate with non-DS people

Towards Data Science

Photo by Campaign Creators on Unsplash

The stakeholder-data scientist relationship

A stakeholder is anyone who has a vested interest in the decision making or activities of a project or business. They could be internal coworkers or external clients.

Any time a data scientist works on a project at a company they are not working in isolation. There is always a business purpose for the project they are creating.

For example, if you as a data scientist are developing a model that can forecast energy usage in a specific commercial building, stakeholders may include:

  • Building owners/managers
  • Engineers working on projects on-site
  • Coworkers at your organization that will deliver results to the client (eg software engineers or BI analysts who will create dashboards)

Most stakeholders come from a non-data science background. They may be business analysts, sales people, or engineers and have various levels of understanding of ML, AI and data science.

Despite this, whenever a data science solution is needed for a project, these “non-technical” (for lack of a better word) stakeholders play an…



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