Two decades of Seattle housing records describe a system that processes complaints efficiently and documents outcomes poorly. The volume is real. The closures are real. What is missing, at scale, is evidence that conditions were actually corrected.
Across the landlord–tenant record, the most common ending to a complaint is not a documented repair or a cited violation — it is a closure with no inspection result attached. This is the central accountability gap. The City can demonstrate that a record was opened and stamped resolved. The public cannot verify, from the record alone, that anyone inspected the condition or confirmed it was fixed.
This is a data-visibility flag, not proof that no inspection occurred. But when the majority of cases share that gap, the record stops functioning as evidence of enforcement.
Of the housing complaints identified in the record, roughly a quarter convert to a Notice of Violation. The conversion rate is not uniform — it has fallen sharply since the early years of the dataset and varies widely by district, from over 30% in some areas to under 15% in others.
The share of records carrying no inspection date is not a fixed historical artifact — it grows across the timeline. As annual complaint volume rose, the proportion of records closing without a documented inspection date rose with it. The system scaled its intake faster than its documented inspection follow-through.
Some buildings appear in the complaint record not once but dozens or even a hundred-plus times — the same conditions (broken elevators, no heat, infestations, water intrusion) returning year after year at the same address. Each individual complaint is closed. The pattern is never resolved. The case studies trace these addresses verbatim through the public complaint text.
These figures are drawn directly from the master source dataset and are independently checkable on the dashboard.