All industries

What predicts a close in education technology.

Procurement and privacy review carry the deal. Silence is not a warning sign.

The argument

Districts and universities buy through committees and calendars, not enthusiasm. A student data privacy agreement, a district security review, or a board agenda item is worth more than any amount of interest, so buying process is the heaviest group here. Third party intent is nearly worthless: school districts barely register in commercial intent data, and weighting it would import noise. The single most common scoring error in this segment is treating slow replies as decay. An assistant superintendent who does not answer for two weeks in October is teaching, not ghosting, so the going quiet signature is dialled down hard and the no-reply penalty is cut. Pipeline history matters more than usual because fiscal year timing, not merit, decides whether a deal closes in this cycle or the next one.

The weights

Published, because a score you cannot audit is a score nobody trusts.

78% of the score comes from what the company does, 22% from what named people do. Within each side, these are the shares.

Company signals

Buying process
45%
Conversation intelligence
25%
Pipeline history
20%
Third party intent
10%
Anonymous site visits
0%

Person signals

Meeting behavior
30%
Site behavior
25%
Marketing engagement
25%
Responsiveness
20%

See it against a real pipeline.

The demo loads with these weights. Move them and watch the deals reorder.