The "missing middle" of small businesses with Shamina Singh

About the Center

(Header) About the Center

This Kenyan small business platform is built for the hustle

Focus Areas

(Header) Focus Areas

How data and AI can drive change: 4 ways forward

Events

(Header) Events

5 ways to propel inclusive climate change

Insights

(Header) Insights

(Footer) About the Center

(Footer) Focus Areas

(Footer) Events

(Footer) Insights

Data for Equity (D4E), a program launched by the Centre for Public Impact and Mastercard Center for Inclusive Growth, is a collaborative learning community of city governments working together to close wealth and opportunity gaps. The program brings together chief equity, technology and data officers from across the U.S. focused on equitable and inclusive growth and looking to bring data and tools into their decision-making processes. This report reflects learnings from the first D4E cohort, consisting of eight cities (Atlanta, Baltimore, Birmingham, Dayton, Louisville, Salt Lake City, St. Louis and Tampa), and includes a tools playbook for any city to bring the tools and learnings to their work.

<p><span style="font-size: 16px;">The Center for Public Impact works side-by-side with governments to turn ideas into action and bring about better outcomes for everyone</span></p>

Centre for Public Impact

Centre for Public Impact The Center for Public Impact works side-by-side with governments to turn ideas into action and bring about better outcomes for everyone. 

(partner) Centre for Public Impact

North America

Data for Equity report

Data for good

Asia Pacific

Middle East & Africa

Europe

Latin American & Caribbean

Global

AI for social impact

Climate change

Digital transformation

Economic development

Financial health

Financial inclusion

Gender equity

Global development

Public-private partnerships

Small business