Darlington's most visible work recently has been constituency-facing: she has campaigned actively on child online safety, pushing technology companies and the government for stronger protections and surveying local schools and parents on social media harms. She backed the Railways Bill at third reading, supporting rail nationalisation and the creation of Great British Railways, while voting against a series of amendments to the same bill — following Labour's line throughout. Her local news profile includes championing a funding boost for SEND school places after hosting a forum with affected families, and publicising falling NHS waiting lists in Milton Keynes.
A 90% voting participation rate sits above the Commons average, and her 100% party alignment makes her one of Labour's most loyal MPs — she has not once voted against her whip. Her stance profile reflects that discipline: she is strongly aligned with progressive taxation and workers' rights votes, and sharply against measures coded as pro-business or anti-tax-increases. Her speeches span economy and jobs, defence, social care, and crime. Two notable deviations from the Labour average stand out: she votes more consistently than most Labour MPs for local government powers and welfare reform, suggesting a distinct interest in both devolved decision-making and benefit restructuring.
Her seat on the Science, Innovation and Technology Committee helps explain her focus on online safety issues — a thread running through her local campaigning and parliamentary activity alike. With 225 contributions across 137 debates since July 2024, she is an active parliamentary presence for a first-term MP. News sentiment data across 101 articles is broadly neutral; no significant negative coverage is on record.