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Seven Step Framework

“I attended your session and I just wanted to say it was absolutely fantastic. It (and you) were incredibly unique, thoughtful, relevant, and creative.” Nathalie Noel, Strategy Coach

“Thank you Heather for a fantastic workshop today. It was one of the best I have ever attended!” Susan Watts, Executive Director EE Centre

“Hands down the best workshop I have ever attended. Has given me the tools to change the way our entire team works with data.” MD, Children’s Aid Society

Live, Interactive Online Workshop.

Get the experience and tools to overcome the equity challenges in your data.

The course is taught over two half-day sessions.


Thursday June 16 & Friday June 17, 2022

2:00 pm – 5:30 pm (ET)

Wednesday September 7 & Thursday September 8, 2022

1:00 pm – 4:30 pm (ET)

Also offered as part of our Data Equity Bootcamp

July 25-29, 2022


Foundations of Data Equity:

Live, Interactive Online Workshop

Few people intentionally use data to make racist, or sexist, or unethical decisions. However, it’s very easy to do so accidentally. This has serious consequences for communities, policies, individuals, and organizations. From regular citizens, to decision makers, to CEOs, to tech workers, we all need a toolkit for embedding equity and ethics on our data products.

“I have been attending professional workshops for three decades and I have never been to one as engaging, fun, and immediately useful as Heather’s data equity workshop.”  Elaine Cabanes, Grants Director

What you’ll get:

Hands-on practice with real-world case studies and checklists that can transform your work tomorrow and in ten years.

A toolkit of stories, checklists, and examples you can use to engage your team.

An opportunity to meet other people with similar aims, motivations, challenges, and stories. However, we guarantee that our workshops are introvert-approved. You will not be mandated to share out loud or work in a group. Pinky swear.

By the end of the day you will be able to:

  • Use the We All Count seven-step data equity framework to surface bias, racism, homophobia, sexism, and more in your data products.
  • Use the We All Count checklists to correct these issues and biases
  • Take practical steps to embed equity into your data products
  • Facilitate a conversation between your data team and your non-technical stakeholders about what it means to embed equity in your data products
  • Build a list of immediate actions you can take tomorrow as well as a long term plan for you and your team.

Who Should Attend?

If you make decisions based on data, work with stakeholders who make decisions based on data, build models with data, craft policies with data, or conduct evaluation with data, this workshop is for you.

No technical data skills are necessary.

Being curious and brave is an asset.

We’ll send you some optional readings prior to the workshop to get you even more excited.

What Will You Do and Learn?


Hands-on practice using the checklists and playbooks of the Seven-Step Data Equity Framework

Write a funding statement for your data product

Use our checklists to identify hidden bias, such as racism or sexism, at all seven stages of the data lifecycle.

Write a business case to your boss or funder to successfully justify the change in your research design towards equity

Take home a set of hands-on tools to use to correct for existing bias and prevent future bias in data projects.

Build a business case for why data equity and ethics are vital for your organization.

Walk out with a plan for immediate actionable success as well as long-term plans for strategic implementation.

Write a narrative about results including social identity data in a non-racist way

Gain a set of stories and talking points to use with bosses, colleagues, and funders to discuss the hidden sources of bias, why they matter, and what to do about them.


To learn about custom offerings of this program for groups of 10+