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From Conversation to Commitment
Prospect Research
From Conversation to Commitment
By Jennifer Moody | August 04, 2026

Following a well-attended June webinar, this article summarizes key takeaways and practical scenarios from prospect development professionals navigating due diligence and gift acceptance in an uncertain climate. It highlights three real-world case studies detailing reputational risk, structured cross-functional gift reviews, and international research nuances. Additionally, it provides actionable insights on establishing formal governance policies, deploying tiered assessment models, adhering to fact-based research standards, and securing internal leadership buy-in.

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.

MORE RECENT Articles from Connections
Aligning Our Ecosystem to Advance Apra's Strategic Plan
Aligning Our Ecosystem to Advance Apra's Strategic Plan
From Conversation to Commitment
From Conversation to Commitment
From Education to Connection: Preparing for Prospect Development 2026
From Education to Connection: Preparing for Prospect Development 2026
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