New Data Reveals Whether Intent Signals Improve Librarian Email Conversions | InfoGlobalData

Intent data alone is not enough. The signal needs to change the message.

Current email benchmark data from Mailchimp provides a useful broader comparison. Its published benchmarks show an average 35.64% open rate and 3.02% click rate for the Education + Training category, compared with 35.63% and 2.62% across all users.

These figures should not be interpreted as librarian-specific conversion benchmarks. They provide a directional benchmark for education-related email activity.

The practical lesson is that engagement should be measured beyond opens. Opens can be affected by privacy technologies and automated mailbox activity, so marketers should pay greater attention to:

• Click-through rate
• Positive replies
• Demo or consultation requests
• Content downloads
• Meeting acceptance
• Qualified opportunities
• Pipeline generated
• Revenue or attributed conversions

A campaign targeting librarians who have demonstrated interest in AI discovery should therefore offer content specifically addressing AI discovery—not simply insert the recipient's first name into a generic sales email.

What Should a Librarian Intent-Based Campaign Look Like?

A strong campaign can combine three layers of data.

1. Contact Data

The foundation is an accurate Librarian Email List containing relevant professional contacts and organizational information.

At minimum, marketers should verify:

• Professional email address
• Current institution
• Job title or role
• Institution type
• Geographic market
• Relevant department or function