Many high-potential candidates are overlooked in hiring because they don't fit traditional recruitment channels. This is particularly true in niche fields like effective altruism or emerging industries, where valuable skills might be demonstrated through unconventional means like thoughtful forum posts or open-source contributions rather than formal credentials. Hiring managers in these spaces often miss out on "counterfactual hires"—talented individuals who wouldn't appear through standard job boards or LinkedIn searches.

A New Approach to Talent Discovery

One way to address this gap could be by creating a system that identifies promising candidates through unconventional signals. This might include:

• Publicly available content like forum posts or blog articles
• Open-source contributions on platforms like GitHub
• Community leadership or project collaborations

The system could start as a simple newsletter highlighting top candidates, then evolve into a searchable dashboard where hiring managers can filter by specific skills or interests. For technical teams, an API integration might allow this data to flow directly into existing recruitment workflows.

Aligning Stakeholder Incentives

This approach could benefit multiple groups:

• Hiring managers in niche fields would gain access to overlooked talent pools
• Passive candidates could discover relevant opportunities without job hunting
• Platforms hosting this data might see increased engagement from better matches

Early adoption might focus on specific communities where unconventional signals are already valued, like effective altruism or AI safety. Success could be measured through follow-up rates on candidate profiles and eventual hiring outcomes.

Implementation Strategy

A phased approach might work best:

1. Start with an MVP newsletter featuring opt-in candidates from trusted networks
2. Develop filtering tools as demand grows
3. Eventually integrate with applicant tracking systems

Privacy would be crucial—candidates should explicitly opt-in and control what information is shared. The system would need to demonstrate value quickly to both candidates and hiring managers to sustain engagement.

While platforms like LinkedIn focus on formal work history, this approach could uncover talent through actual contributions and community engagement. For niche fields where specific skills and alignment matter more than traditional credentials, it might offer a better way to connect talent with opportunity.