DeepSyte™
Back to Marcy Kaptur
Head-to-head comparison

Marcy Kaptur vs. Ryan Mackenzie

Side-by-side on every comparable signal we track — voting alignment with you, statement-vote consistency, vulnerability index, fundraising, and visibility. They've voted on 57 of the same passage votes — see how often they sided together below.

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Marcy Kaptur official portrait
Marcy KapturD
Ohio · OH-9
Side A
Ryan Mackenzie official portrait
Ryan MackenzieR
Pennsylvania · PA-7
Side B
Statement-vote consistency
Mean alignment score
Average AI-scored alignment across all surfaceable statement-vote pairs (0–100).
45/100
Pairs flagged
How many statement-vs-vote pairs we've scored for this rep.
2
Lowest single pair
The single biggest gap between something they said and how they voted.
25/100
Mean alignment score
Average AI-scored alignment across all surfaceable statement-vote pairs (0–100).
25/100
Pairs flagged
How many statement-vs-vote pairs we've scored for this rep.
1
Lowest single pair
The single biggest gap between something they said and how they voted.
25/100
Vulnerability index
Composite score
0–100 weighted index of money, consistency, ethics, and news pressure. Higher = more vulnerable.
46/100
Money sub-score
Challenger fundraising relative to incumbent's. 40% weight.
69/100
News pressure
Volume of news mentions, normalized. 20% weight.
20/100
Ethics sub-score
Late STOCK Act filings (>45-day window). 15% weight.
0/100
Composite score
0–100 weighted index of money, consistency, ethics, and news pressure. Higher = more vulnerable.
58/100
Money sub-score
Challenger fundraising relative to incumbent's. 40% weight.
92/100
News pressure
Volume of news mentions, normalized. 20% weight.
0/100
Ethics sub-score
Late STOCK Act filings (>45-day window). 15% weight.
0/100
Fundraising
Raised this cycle (2026)
Sum of FEC-reported fundraising_total across all candidate filings for this rep this cycle.
$3.4M
Raised this cycle (2026)
Sum of FEC-reported fundraising_total across all candidate filings for this rep this cycle.
$3.7M
Visibility & ethics
News mentions (30d)
Distinct mentions in our curated outlet list over the past 30 days.
3
STOCK Act filings (12mo)
Total disclosed transactions in the last 12 months.
0
Late filings (>45 days)
Filings disclosed outside the STOCK Act 45-day window.
0
News mentions (30d)
Distinct mentions in our curated outlet list over the past 30 days.
2
STOCK Act filings (12mo)
Total disclosed transactions in the last 12 months.
0
Late filings (>45 days)
Filings disclosed outside the STOCK Act 45-day window.
0
How often they voted together
51%agreement on 57 shared passage votes
Most-divergent recent votes
Pro analysis

Side-by-side analysis — Pro

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Sources: tracked_reps roster; consistency_pairs (AI-scored statement-vs-vote alignment); rep_vulnerability (daily composite); FEC candidates.fundraising_total; news_mentions from a curated outlet list; rep_stock_trades from House Clerk + Senate eFD periodic reports. Quiz alignment computed against your responses on the — quiz responses needed.