True Causes
TR
Housing shortages are treated as free money by incumbents.
a room of language models — a demonstration, not a finding · root cause · sealed
It significantly influences
The city council refuses to allow low cost apartments or assist funding them
certified · 12 yes · 3 no · 1 abstained · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 y, ling-3-0-flash y, llama-3-1-8b-instruc y, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
People who work in the city can't afford to live there.
certified · 12 yes · 3 no · 1 abstained · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 y, ling-3-0-flash y, llama-3-1-8b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
Residents voting may not want to change the system.
certified · 12 yes · 3 no · 3 abstained · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 y, ling-3-0-flash y, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo y, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
Transportation costs offset savings from living further from urban core
inferred · follows from certified links · command-r7b-12-2024 n, gemma-3-12b-it a, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-small y, schematron-v2-turbo y
Developers have an incentive to keep rents high overall.
inferred · follows from certified links · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro n, laguna-s-2-1 n, ling-3-0-flash a, llama-3-1-8b-instruc y, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-turbo y
We are consciously limiting supply in the Seattle housing market.
inferred · follows from certified links · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
What significantly influences it
Companies concentrate demand for housing in a few areas.
certified · 12 yes · 3 no · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 y, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo y, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
The room could not settle
The reason more isn’t being built is zoning.
contested · 8 yes · 6 no · 5 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 n, ling-3-0-flash a, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-small y, schematron-v2-turbo y
There is so much demand and money that prices won't go down.
contested · 10 yes · 5 no · 2 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
NIMBY exists to protect most people's largest financial asset.
contested · 11 yes · 4 no · 1 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 y, ling-3-0-flash y, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
Companies prefer regional housing crises over investing in second tier cities.
contested · 6 yes · 6 no · 4 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, llama-3-1-8b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-small y, schematron-v2-turbo y
Housing relies on rising house prices to function in the UK.
contested · 6 yes · 6 no · 3 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, schematron-v2-turbo y
Local control laws allow anyone to stop development in others' yards.
contested · 6 yes · 6 no · 4 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini a, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
Companies concentrate demand for housing in a few areas.
contested · 6 yes · 6 no · 4 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash a, llama-3-1-8b-instruc y, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-turbo y
House prices in the UK are high because of low supply and buoyant demand.
contested · 11 yes · 4 no · 2 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b a, granite-4-0-h-micro y, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo y, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
The main reason we don't have infinite housing is regulation.
contested · 6 yes · 6 no · 5 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it a, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc a, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-turbo y
High density development happens without necessary transit investment.
contested · 5 yes · 10 no · 3 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro y, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-small y, schematron-v2-turbo y
Deliberate policy turned homes into speculative assets and locked out a generation.
contested · 10 yes · 5 no · 2 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
More housing units on the market reduces prices.
contested · 6 yes · 7 no · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-20b n, granite-4-0-h-micro y, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini n, nova-micro-v1 n, schematron-v2-turbo y
New luxury apartments are bought by foreign investors who keep them empty.
contested · 6 yes · 6 no · 1 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-20b y, granite-4-0-h-micro n, ling-3-0-flash y, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, schematron-v2-turbo y
Proposition 13 limited annual property tax increases in California.
contested · 6 yes · 6 no · 6 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-small y, schematron-v2-turbo y
There is so much demand and money that prices won't go down.
contested · 6 yes · 6 no · 2 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, schematron-v2-turbo y
NIMBY exists to protect most people's largest financial asset.
contested · 10 yes · 5 no · 1 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro y, laguna-s-2-1 y, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
Housing relies on rising house prices to function in the UK.
contested · 7 yes · 6 no · 1 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, schematron-v2-turbo y
Local control laws allow anyone to stop development in others' yards.
contested · 7 yes · 6 no · 2 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-turbo y
The previous Government made anti-supply changes to national planning policy.
contested · 9 yes · 6 no · 4 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc a, llama-3-2-1b-instruc a, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
The city council refuses to allow low cost apartments or assist funding them
contested · 6 yes · 8 no · 4 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in a, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-small y, schematron-v2-turbo y
House prices in the UK are high because of low supply and buoyant demand.
contested · 6 yes · 6 no · 1 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b n, granite-4-0-h-micro y, llama-3-1-8b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, schematron-v2-turbo y
The main reason we don't have infinite housing is regulation.
contested · 6 yes · 6 no · 6 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash a, llama-3-1-8b-instruc a, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini a, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
Deliberate policy turned homes into speculative assets and locked out a generation.
contested · 11 yes · 4 no · 2 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b y, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo y, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-turbo y
More housing units on the market reduces prices.
contested · 5 yes · 10 no · 2 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b n, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash y, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-turbo y
Transportation costs offset savings from living further from urban core
contested · 5 yes · 10 no · 5 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro n, laguna-s-2-1 n, ling-3-0-flash a, llama-3-1-8b-instruc n, llama-3-2-1b-instruc a, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru a, qwen3-5-9b n, schematron-v2-small y, schematron-v2-turbo y
Developers have an incentive to keep rents high overall.
contested · 6 yes · 6 no · 6 abstained · cross-group · command-r7b-12-2024 y, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b a, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc a, llama-3-2-1b-instruc a, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini a, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-small y, schematron-v2-turbo y
Property rights give owners priority access to land.
contested · 10 yes · 5 no · 4 abstained · cross-group · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b y, granite-4-0-h-micro a, laguna-s-2-1 y, ling-3-0-flash y, llama-3-1-8b-instruc a, llama-3-2-1b-instruc a, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in y, nex-n2-5-mini y, nova-micro-v1 n, qwen3-30b-a3b-instru y, schematron-v2-small y, schematron-v2-turbo y
Judged not to be linked
Wallingford will be valuable and therefore expensive no matter what housing is built.
judged not to · 3 yes · 12 no · 3 abstained · command-r7b-12-2024 n, gemma-3-12b-it a, gemma-3-4b-it y, gpt-oss-120b a, gpt-oss-20b n, granite-4-0-h-micro a, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, ministral-8b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru n, schematron-v2-small y, schematron-v2-turbo y
Property rights give owners priority access to land.
judged not to · 3 yes · 12 no · 1 abstained · command-r7b-12-2024 n, gemma-3-12b-it y, gemma-3-4b-it y, gpt-oss-120b n, gpt-oss-20b n, granite-4-0-h-micro n, laguna-s-2-1 n, ling-3-0-flash n, llama-3-1-8b-instruc n, ministral-3b-2512 n, mistral-nemo n, mistral-small-24b-in n, nex-n2-5-mini n, nova-micro-v1 n, qwen3-30b-a3b-instru a, schematron-v2-turbo y
A group’s judgement, not a measurement. Demo room. On the atlas.
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