Why do affected communities rarely see the link between local pollution and their own health?
a room of language models — a demonstration, not a finding · 2 certified links · outlined boxes are the roots · tap a claim to read it in full
Showing every action the room judged: it acts directly on 1 of the 2 root causes. It does not act directly on 1.
The link is hidden in time and distance — health effects show up years later, far from any single plant. → Health effects get averaged into regional statistics, so no community sees its own numbers.The guys on the floor know but won't speak up, afraid of losing their jobs. → The scrubber maintenance is scheduled when we're all tired and when residents aren't looking.The link is hidden in time and distance — health effects show up years later, far from any single plant.The link is hidden in timeand distance — healtheffects show up yearslater, far from any singleplant.what the shown actions do to this root causeNO ACTION ACTS ON ITDIRECTLYThe guys on the floor know but won't speak up, afraid of losing their jobs.The guys on the floor knowbut won't speak up, afraidof losing their jobs.④what the shown actions do to this root causeREDUCED BY 1 ACTIONThe scrubber maintenance is scheduled when we're all tired and when residents aren't looking.The scrubber maintenance isscheduled when we're alltired and when residentsaren't looking.Health effects get averaged into regional statistics, so no community sees its own numbers.Health effects get averagedinto regional statistics,so no community sees itsown numbers.
WHAT WAS PREDICTED TO FOLLOW
Each number on the map marks a root cause that action reduces.
① The plant's safety manager will publish the anonymous incident reporting system results to the quarterly operations review meeting, starting with the meeting scheduled for March 15, 2024.
we expect: Decrease by 10% compared to the same period last year
measured by: Number of safety incidents reported
due 25 Dec 2026
guesses: the room: 47 (median of 11, spread 8 to 145)
② The HR department conducts quarterly anonymous surveys for all plant employees to gauge job satisfaction and concerns about workplace safety.
no prediction about this action yet
③ The HR manager organizes a quarterly anonymous survey for floor workers on safety concerns, starting Q2 2024, with results shared with senior management.
no prediction about this action yet
④ The EHS Director implements a mandatory 'no-retaliation' clause in the employee handbook and publishes an anonymized quarterly report of whistleblower submissions to the Board Audit Committee.
no prediction about this action yet
A map from True Causes: a group’s judgement, not a measurement.