Data Equity Incubator: Five Months, Ten Modules, One Room of Founders
We closed our first Data Equity Incubator: five months, ten modules, and a room of global majority women who no longer call it “just an idea.”
Our Data Equity Incubator cohort, delivered with Bright Red Triangle at Edinburgh Napier University and Dr Emma Ives, and co-delivered by Azeem Adeyemi, has come to a congratulatory end for our participants.
Five months. Ten modules. Five in-person sessions. One room of women who no longer call it “just an idea.”
On Saturday 25 July 2026, we closed our first Data Equity Incubator, the pilot programme led by DataKirk and supported by Bright Red Triangle at Edinburgh Napier University, to help global majority women grow ideas into data-informed ventures.
What this cohort built, module by module
Reading their own numbers and turning them into decisions rather than guesswork. Using AI as a practical business tool, not a buzzword, from customer insight to content. Market and customer research grounded in evidence instead of assumption. Financial planning and forecasting they can defend in front of a funder. And a pitch, delivered under pressure, that lands in ninety seconds.
The equity gap, in one sentence
Our closing keynote came from Miriam Hussain of the National Library of Scotland, and it reframed the room. Miriam walked through the support sitting behind a free library card: market research and company databases most founders could never afford to licence, industry reports, intellectual property guidance and one-to-one business appointments. The most common reaction in the room was simple: “I did not know any of this existed.”
That is the equity gap in one sentence. The support exists. Access to knowledge of it does not distribute evenly.
In their words
“I came in with a hobby. I am leaving with a business model I can explain to anyone.”
“The confidence shift is the thing I did not expect.”
Certificates of completion were awarded to every graduate on Saturday. Earned, not attended.
Thank you
Thank you to Sarah Aoki, Bayile Adeoti and Miriam Hussain for giving their Saturdays; to Dr Wendy Wu, Mary Jane Brouwers and Bhawna Sarin for the pitch panel; and to Fash Fasoro for making the innovator visa session such a revealing opportunity for women in business.
