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How the vote predictions work

84%

accuracy on 5,728 held-out votes, each predicted from the rest of the record, then checked against how the MEP actually voted.

Every prediction is a transparent rule, not a black box. For a vote an MEP missed, we blend three signals from the public roll-call record:

  • Group majority (50%), how the MEP’s own political group actually voted on that exact vote.
  • Own topic history (30%), how the MEP has voted on the same subject in the past.
  • Recent lean (20%), their overall direction across recent cast votes.

A vote with no signal is skipped, never guessed. Every prediction shows its confidence and the exact reasons behind it.

Is the confidence honest?

When we say 90% confident, we should be right about 90% of the time. Measured on the same held-out set:

Stated confidenceActual accuracySample
50–60%43%175
60–70%65%810
70–80%79%533
80–90%93%492
90–95%90%3,670

Recomputed daily · last run 11 Jul 2026