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From Curious to Confident: Finding Your AI Workflow in Prospect Research
Prospect Research
From Curious to Confident: Finding Your AI Workflow in Prospect Research
By Emma Aguirre | August 18, 2026

Discover how to transform curiosity into confidence when integrating AI into your prospect research workflow. In this article, Emma Aguirre shares a practical approach to using AI in three key stages: preparing for research by understanding unfamiliar concepts, processing complex public information like SEC filings during research and refining final deliverables for clarity. Learn how to balance efficiency with accuracy while maintaining strict data privacy, ensuring AI serves as a helpful tool rather than a replacement for professional judgment.

The Secret to Hitting Year-End Goals Without Finding New Donors
Relationship Management
The Secret to Hitting Year-End Goals Without Finding New Donors
By Cherian Koshy | June 16, 2026

Prospect researchers often face intense pressure 60 days before the end of the year. While the default instinct is to acquire new donors, this approach is often inefficient and costly. Instead, organizations should shift to an upgrade mindset by mining their current database for "Loyal Lowballers" and "Lapsed Giants". By identifying the intersection of behavioral, capacity, and affinity signals, researchers can deliver a high-impact shortlist of 25 to 50 donors who already possess established trust.

Everyday Responses to Disappearing DEI
Prospect Research
Everyday Responses to Disappearing DEI
By Anthony Parish | June 02, 2026

In the wake of the disappearance of institutional DEI initiatives across higher education and healthcare, prospect development professionals can still actively embody inclusive principles. In the latest Connections article, Anthony Parrish of the Apra DEIBJA Committee shares discrete, actionable steps researchers can take in their daily workflow. From driving diverse prospect discovery and checking real estate data biases to adjusting capacity rating models and identifying "left-out" constituencies for engagement, small changes can make a major impact.

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From Curious to Confident: Finding Your AI Workflow in Prospect Research
From Curious to Confident: Finding Your AI Workflow in Prospect Research
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