Rankings
402 Labour MPs ranked across 11 dimensions. Every number links to the source on the MP's dossier.
Highest IPSA expenses claimed
Total IPSA expenses claimed across the most recent financial year. Staffing, accommodation, office and travel combined.
Most individual claims submitted
Number of separate IPSA claim lines per MP across the years we have data for. High counts often mean lots of small office / staffing items.
Highest accommodation paid
How much an MP claimed for second-home / hotel accommodation. London-based MPs typically claim very little here; non-London MPs the most.
Highest travel paid
Total MP travel spend, including rail, mileage, taxis and air. The first-class column on the dossier shows premium-cabin indicators.
Most first / premier-class travel indicators
Heuristic flags for first-class, business-class, club-world or upper-class travel detected in IPSA claim text. Surfaces premium-cabin claims for human review.
Largest donations received
Total registered donations from the Electoral Commission database. Cash, in-kind, hospitality and reportable interests aggregated.
Most ministerial gifts and hospitality
Gifts and hospitality received as a Minister and recorded on the gov.uk Ministerial Gifts register.
Most red flags on file
Findings raised by the integrity scorer. Each flag is an undeclared interest, a conflict signal, or a donor-supplier overlap, and links back to its primary source.
Most heuristic expense flags
Items the granular IPSA pipeline flagged for human review (large singletons, family-name matches). Not findings of wrongdoing. Prompts to look closer.
Most flagged contradictions in lie detector
Speeches that disagree with how the same MP voted at high classifier confidence on a substantive (non-procedural) bill. One per MP per topic.
Most Hansard speeches on tracked topics
Across the 15 politicised votes we track, which Labour MPs have the most Hansard contributions on those topics. A high count usually means high parliamentary engagement.