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Agentic AI for Prospect Research: A Prototyping Experience
Data Science
Agentic AI for Prospect Research: A Prototyping Experience
By Nikolai Shchelkov | July 21, 2026

Can a small, budget-conscious prospect development shop build its own secure AI tool? In the latest issue of Connections, Nikolai Shchelkov, MSIS, MBA, shares how he designed and tested a secure, offline agentic AI prototype at Eastern New Mexico University. Running entirely on a single laptop with zero budget, this tool allows researchers to ask natural-language questions of their donor giving history and get immediate, calculated results without risking sensitive constituent data.

The Ethical Considerations of Buying Donor Data
Data Science
The Ethical Considerations of Buying Donor Data
By Stephanie Willis | July 07, 2026

In the latest article for Connections, Stephanie Willis explores the complex legal and ethical landscape of buying, selling and renting donor data. Featuring insights from Mary Doorley Simboski and Sarah Marcotte, the piece highlights how list-sharing practices impact donor trust, compares U.S. and Canadian regulations and offers practical alternatives for growing an organization's donor base safely.

Why Language Matters
Prospect Research
Why Language Matters
By Erin Olson | June 23, 2026

In the latest issue of Connections, Erin Olson explores the profound impact of inclusive and equitable language within prospect research and development. The article provides actionable guides for shifting away from gendered, sexist, ableist or historically harmful terms toward language rooted in kindness and respect. By intentionally choosing inclusive alternatives, nonprofit professionals can foster a deeper sense of belonging for colleagues, donors and constituents.

MORE RECENT Articles from Connections
Agentic AI for Prospect Research: A Prototyping Experience
Agentic AI for Prospect Research: A Prototyping Experience
Celebrating Apra International’s 2026–2029 Strategic Plan
Celebrating Apra International’s 2026–2029 Strategic Plan
The Ethical Considerations of Buying Donor Data
The Ethical Considerations of Buying Donor Data
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