Why recycling investment in wealthy nations is making ocean plastic worse — and why no chart showed this until the vocabulary changed.
DomainEnvironmental Policy
InputProduction · GDP · Waste Data
Key moveThe BUT insight
Stage AThe Raw Data1 / 8
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A global NGO has data on plastic production, national GDP, and waste management infrastructure. Every chart tells the same story: rich countries produce more plastic.
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The original data was correct. The correlations were real. But the vocabulary the team was using — production, collection, investment — described the problem from inside the dataset. It could not name what the dataset had never measured.
"Exported Burden" is not a column. It is a concept a human who knows about global waste trade brought into the room — and the AI confirmed it belonged, and the data showed it was green.
"Before you measure relationships between variables, you need to know whether you have the right variables."