Methodology
Scoring & Transparency
Calgary Council Values compares reviewed public voting records against the civic priorities selected by the user.
The platform does not evaluate campaign promises, interviews, speeches, endorsements, party affiliation, or social media messaging.
The system evaluates public voting behaviour.
Weighted civic priorities
Users rank Calgary's 7 civic domains based on personal importance.
Those rankings become weighted inputs within the scoring system.
Votes connected to higher-priority domains contribute more strongly to the final alignment calculation than lower-priority domains.
Score confidence levels
Public scores are displayed using confidence tiers based on reviewed matched vote history.
Verified Score
15+ reviewed matched votes
The sample is large enough to support a public ranking with reasonable confidence.
Preliminary Signal
5–14 reviewed matched votes
A score is shown but marked as early-stage. The direction may shift as more votes are reviewed.
Insufficient Data
Fewer than 5 reviewed matched votes
No score is generated. The councillor appears on the page but is not ranked.
Preliminary signals are visible for transparency, but may shift as additional public voting records are reviewed over time.
Receipts-first transparency
Every score should eventually connect back to:
- the original motion
- the meeting date
- the councillor vote
- the domain classification
- the directional classification
- the confidence tier
If a score cannot be explained publicly, it should not exist.
The score is not the product.
The receipts are.
Current limitations
The platform only evaluates reviewed public voting records currently available in the dataset.
Some domains currently contain fewer reviewed votes than others.
For example, Education-related municipal votes are presently underrepresented because municipalities have more limited authority in that area compared to provincial governments.
As additional council voting records are reviewed over time, score confidence and domain coverage continue improving.