Why is housing unaffordable in our cities?
a room of language models — a demonstration, not a finding · 47 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 2 of the 6 root causes. It does not act directly on 4.
New luxury apartments are bought by foreign investors who keep them empty. → People who work in the city can't afford to live there.The reason more isn’t being built is zoning. → The main reason we don't have infinite housing is regulation.Proposition 13 limited annual property tax increases in California. → Residents voting may not want to change the system.There is so much demand and money that prices won't go down. → Developers have an incentive to keep rents high overall.NIMBY exists to protect most people's largest financial asset. → Residents voting may not want to change the system.Housing relies on rising house prices to function in the UK. → People who work in the city can't afford to live there.The previous Government made anti-supply changes to national planning policy. → House prices in the UK are high because of low supply and buoyant demand.The previous Government made anti-supply changes to national planning policy. → Deliberate policy turned homes into speculative assets and locked out a generation.The city council refuses to allow low cost apartments or assist funding them → Developers have an incentive to keep rents high overall.The city council refuses to allow low cost apartments or assist funding them → We are consciously limiting supply in the Seattle housing market.Companies concentrate demand for housing in a few areas. → There is so much demand and money that prices won't go down.Companies concentrate demand for housing in a few areas. → Housing shortages are treated as free money by incumbents.House prices in the UK are high because of low supply and buoyant demand. → There is so much demand and money that prices won't go down.The main reason we don't have infinite housing is regulation. → The reason more isn’t being built is zoning.Deliberate policy turned homes into speculative assets and locked out a generation. → Housing relies on rising house prices to function in the UK.Deliberate policy turned homes into speculative assets and locked out a generation. → Residents voting may not want to change the system.People who work in the city can't afford to live there. → Transportation costs offset savings from living further from urban coreAmerican life is structured to require a car for transportation. → Transportation costs offset savings from living further from urban coreDevelopers have an incentive to keep rents high overall. → People who work in the city can't afford to live there.We are consciously limiting supply in the Seattle housing market. → People who work in the city can't afford to live there.Housing shortages are treated as free money by incumbents. → The city council refuses to allow low cost apartments or assist funding themHousing shortages are treated as free money by incumbents. → Residents voting may not want to change the system.America adds 600k-1.2M immigrants per year, straining limited supply → There is so much demand and money that prices won't go down.We are consciously limiting supply in the Seattle housing market. → Developers have an incentive to keep rents high overall.The reason more isn’t being built is zoning. → We are consciously limiting supply in the Seattle housing market.The city council refuses to allow low cost apartments or assist funding them → Transportation costs offset savings from living further from urban coreNIMBY exists to protect most people's largest financial asset. → The reason more isn’t being built is zoning.New luxury apartments are bought by foreign investors who keep them empty. → Housing shortages are treated as free money by incumbents.NIMBY exists to protect most people's largest financial asset. → America adds 600k-1.2M immigrants per year, straining limited supplyThe city council refuses to allow low cost apartments or assist funding them → NIMBY exists to protect most people's largest financial asset.We are consciously limiting supply in the Seattle housing market. → The city council refuses to allow low cost apartments or assist funding themThe previous Government made anti-supply changes to national planning policy. → The reason more isn’t being built is zoning.The main reason we don't have infinite housing is regulation. → There is so much demand and money that prices won't go down.We are consciously limiting supply in the Seattle housing market. → The reason more isn’t being built is zoning.America adds 600k-1.2M immigrants per year, straining limited supply → Developers have an incentive to keep rents high overall.Housing shortages are treated as free money by incumbents. → The main reason we don't have infinite housing is regulation.Housing shortages are treated as free money by incumbents. → Deliberate policy turned homes into speculative assets and locked out a generation.Deliberate policy turned homes into speculative assets and locked out a generation. → Housing shortages are treated as free money by incumbents.The reason more isn’t being built is zoning. → Transportation costs offset savings from living further from urban coreNIMBY exists to protect most people's largest financial asset. → Deliberate policy turned homes into speculative assets and locked out a generation.Residents voting may not want to change the system. → Deliberate policy turned homes into speculative assets and locked out a generation.New luxury apartments are bought by foreign investors who keep them empty. → Developers have an incentive to keep rents high overall.The previous Government made anti-supply changes to national planning policy. → Developers have an incentive to keep rents high overall.Developers have an incentive to keep rents high overall. → There is so much demand and money that prices won't go down.NIMBY exists to protect most people's largest financial asset. → Housing shortages are treated as free money by incumbents.The reason more isn’t being built is zoning. → The city council refuses to allow low cost apartments or assist funding themResidents voting may not want to change the system. → Proposition 13 limited annual property tax increases in California.Deliberate policy turned homes into speculative assets and locked out a generation. → New luxury apartments are bought by foreign investors who keep them empty.Residents voting may not want to change the system. → We are consciously limiting supply in the Seattle housing market.Housing shortages are treated as free money by incumbents. → NIMBY exists to protect most people's largest financial asset.Deliberate policy turned homes into speculative assets and locked out a generation. → NIMBY exists to protect most people's largest financial asset.The main reason we don't have infinite housing is regulation. → NIMBY exists to protect most people's largest financial asset.NIMBY exists to protect most people's largest financial asset. → We are consciously limiting supply in the Seattle housing market.The previous Government made anti-supply changes to national planning policy. → The main reason we don't have infinite housing is regulation.The reason more isn’t being built is zoning. → Developers have an incentive to keep rents high overall.The reason more isn’t being built is zoning. → Deliberate policy turned homes into speculative assets and locked out a generation.The reason more isn’t being built is zoning. → The previous Government made anti-supply changes to national planning policy.The main reason we don't have infinite housing is regulation. → Deliberate policy turned homes into speculative assets and locked out a generation.Developers have an incentive to keep rents high overall. → Housing shortages are treated as free money by incumbents.Developers have an incentive to keep rents high overall. → Deliberate policy turned homes into speculative assets and locked out a generation.The main reason we don't have infinite housing is regulation. → Transportation costs offset savings from living further from urban coreThe main reason we don't have infinite housing is regulation. → We are consciously limiting supply in the Seattle housing market.We are consciously limiting supply in the Seattle housing market. → The main reason we don't have infinite housing is regulation.People who work in the city can't afford to live there. → Companies concentrate demand for housing in a few areas.Deliberate policy turned homes into speculative assets and locked out a generation. → Transportation costs offset savings from living further from urban coreProposition 13 limited annual property tax increases in California. → Housing shortages are treated as free money by incumbents.The main reason we don't have infinite housing is regulation. → Housing shortages are treated as free money by incumbents.There is so much demand and money that prices won't go down. → People who work in the city can't afford to live there.There is so much demand and money that prices won't go down. → NIMBY exists to protect most people's largest financial asset.The reason more isn’t being built is zoning. → Residents voting may not want to change the system.The city council refuses to allow low cost apartments or assist funding them → Housing shortages are treated as free money by incumbents.There is so much demand and money that prices won't go down. → New luxury apartments are bought by foreign investors who keep them empty.People who work in the city can't afford to live there. → The city council refuses to allow low cost apartments or assist funding themHousing shortages are treated as free money by incumbents. → Housing relies on rising house prices to function in the UK.The city council refuses to allow low cost apartments or assist funding them → The main reason we don't have infinite housing is regulation.We are consciously limiting supply in the Seattle housing market. → NIMBY exists to protect most people's largest financial asset.Housing shortages are treated as free money by incumbents. → Companies concentrate demand for housing in a few areas.New luxury apartments are bought by foreign investors who keep them empty. → We are consciously limiting supply in the Seattle housing market.American life is structured to require a car for transportation. → America adds 600k-1.2M immigrants per year, straining limited supplyHouse prices in the UK are high because of low supply and buoyant demand. → Housing shortages are treated as free money by incumbents.New luxury apartments are bought by foreign investors who keep them empty. → Deliberate policy turned homes into speculative assets and locked out a generation.The reason more isn’t being built is zoning. → House prices in the UK are high because of low supply and buoyant demand.American life is structured to require a car for transportation. → People who work in the city can't afford to live there.Proposition 13 limited annual property tax increases in California. → People who work in the city can't afford to live there.The previous Government made anti-supply changes to national planning policy. → We are consciously limiting supply in the Seattle housing market.Companies concentrate demand for housing in a few areas. → New luxury apartments are bought by foreign investors who keep them empty.Developers have an incentive to keep rents high overall. → NIMBY exists to protect most people's largest financial asset.The previous Government made anti-supply changes to national planning policy. → Housing relies on rising house prices to function in the UK.Transportation costs offset savings from living further from urban core → American life is structured to require a car for transportation.The previous Government made anti-supply changes to national planning policy. → America adds 600k-1.2M immigrants per year, straining limited supplyHouse prices in the UK are high because of low supply and buoyant demand. → Residents voting may not want to change the system.American life is structured to require a car for transportation. → NIMBY exists to protect most people's largest financial asset.The reason more isn’t being built is zoning. → NIMBY exists to protect most people's largest financial asset.Housing relies on rising house prices to function in the UK. → Housing shortages are treated as free money by incumbents.Housing relies on rising house prices to function in the UK. → There is so much demand and money that prices won't go down.There is so much demand and money that prices won't go down. → Housing shortages are treated as free money by incumbents.Residents voting may not want to change the system. → The reason more isn’t being built is zoning.The main reason we don't have infinite housing is regulation. → The city council refuses to allow low cost apartments or assist funding themNIMBY exists to protect most people's largest financial asset. → The city council refuses to allow low cost apartments or assist funding themThere is so much demand and money that prices won't go down. → Housing relies on rising house prices to function in the UK.The main reason we don't have infinite housing is regulation. → Residents voting may not want to change the system.The city council refuses to allow low cost apartments or assist funding them → America adds 600k-1.2M immigrants per year, straining limited supplyResidents voting may not want to change the system. → The city council refuses to allow low cost apartments or assist funding themHouse prices in the UK are high because of low supply and buoyant demand. → Housing relies on rising house prices to function in the UK.The reason more isn’t being built is zoning. → America adds 600k-1.2M immigrants per year, straining limited supplyHouse prices in the UK are high because of low supply and buoyant demand. → NIMBY exists to protect most people's largest financial asset.House prices in the UK are high because of low supply and buoyant demand. → Deliberate policy turned homes into speculative assets and locked out a generation.New luxury apartments are bought by foreign investors who keep them empty. → Companies concentrate demand for housing in a few areas.Companies concentrate demand for housing in a few areas. → The previous Government made anti-supply changes to national planning policy.NIMBY exists to protect most people's largest financial asset. → House prices in the UK are high because of low supply and buoyant demand.The reason more isn’t being built is zoning. → There is so much demand and money that prices won't go down.Transportation costs offset savings from living further from urban core → Housing shortages are treated as free money by incumbents.NIMBY exists to protect most people's largest financial asset. → Housing relies on rising house prices to function in the UK.People who work in the city can't afford to live there. → Deliberate policy turned homes into speculative assets and locked out a generation.NIMBY exists to protect most people's largest financial asset. → People who work in the city can't afford to live there.Housing shortages are treated as free money by incumbents. → The reason more isn’t being built is zoning.There is so much demand and money that prices won't go down. → Residents voting may not want to change the system.There is so much demand and money that prices won't go down. → Companies concentrate demand for housing in a few areas.There is so much demand and money that prices won't go down. → Transportation costs offset savings from living further from urban coreHouse prices in the UK are high because of low supply and buoyant demand. → The city council refuses to allow low cost apartments or assist funding themDeliberate policy turned homes into speculative assets and locked out a generation. → Developers have an incentive to keep rents high overall.Companies concentrate demand for housing in a few areas. → The reason more isn’t being built is zoning.Residents voting may not want to change the system. → The main reason we don't have infinite housing is regulation.The previous Government made anti-supply changes to national planning policy. → There is so much demand and money that prices won't go down.American life is structured to require a car for transportation. → The reason more isn’t being built is zoning.America adds 600k-1.2M immigrants per year, straining limited supply → Companies concentrate demand for housing in a few areas.People who work in the city can't afford to live there. → There is so much demand and money that prices won't go down.Transportation costs offset savings from living further from urban core → People who work in the city can't afford to live there.New luxury apartments are bought by foreign investors who keep them empty. → There is so much demand and money that prices won't go down.The city council refuses to allow low cost apartments or assist funding them → Companies concentrate demand for housing in a few areas.We are consciously limiting supply in the Seattle housing market. → Companies concentrate demand for housing in a few areas.The previous Government made anti-supply changes to national planning policy. → Housing shortages are treated as free money by incumbents.The main reason we don't have infinite housing is regulation. → People who work in the city can't afford to live there.There is so much demand and money that prices won't go down. → House prices in the UK are high because of low supply and buoyant demand.The main reason we don't have infinite housing is regulation. → America adds 600k-1.2M immigrants per year, straining limited supplyThe reason more isn’t being built is zoning. → People who work in the city can't afford to live there.The reason more isn’t being built is zoning. → Companies concentrate demand for housing in a few areas.There is so much demand and money that prices won't go down. → Deliberate policy turned homes into speculative assets and locked out a generation.Housing relies on rising house prices to function in the UK. → Developers have an incentive to keep rents high overall.People who work in the city can't afford to live there. → NIMBY exists to protect most people's largest financial asset.People who work in the city can't afford to live there. → Developers have an incentive to keep rents high overall.We are consciously limiting supply in the Seattle housing market. → There is so much demand and money that prices won't go down.There is so much demand and money that prices won't go down. → We are consciously limiting supply in the Seattle housing market.The city council refuses to allow low cost apartments or assist funding them → House prices in the UK are high because of low supply and buoyant demand.House prices in the UK are high because of low supply and buoyant demand. → The previous Government made anti-supply changes to national planning policy.American life is structured to require a car for transportation. → Companies concentrate demand for housing in a few areas.Deliberate policy turned homes into speculative assets and locked out a generation. → House prices in the UK are high because of low supply and buoyant demand.The city council refuses to allow low cost apartments or assist funding them → There is so much demand and money that prices won't go down.Housing shortages are treated as free money by incumbents. → House prices in the UK are high because of low supply and buoyant demand.Companies concentrate demand for housing in a few areas. → House prices in the UK are high because of low supply and buoyant demand.Proposition 13 limited annual property tax increases in California. → Transportation costs offset savings from living further from urban coreHousing relies on rising house prices to function in the UK. → NIMBY exists to protect most people's largest financial asset.House prices in the UK are high because of low supply and buoyant demand. → America adds 600k-1.2M immigrants per year, straining limited supplyAmerican life is structured to require a car for transportation. → There is so much demand and money that prices won't go down.Companies concentrate demand for housing in a few areas. → Housing relies on rising house prices to function in the UK.Housing shortages are treated as free money by incumbents. → There is so much demand and money that prices won't go down.People who work in the city can't afford to live there. → American life is structured to require a car for transportation.The city council refuses to allow low cost apartments or assist funding them → Housing relies on rising house prices to function in the UK.Deliberate policy turned homes into speculative assets and locked out a generation. → There is so much demand and money that prices won't go down.The main reason we don't have infinite housing is regulation. → Companies concentrate demand for housing in a few areas.New luxury apartments are bought by foreign investors who keep them empty.New luxury apartments arebought by foreign investorswho keep them empty.The reason more isn’t being built is zoning.The reason more isn’t beingbuilt is zoning.part of a feedback loop⟳Proposition 13 limited annual property tax increases in California.Proposition 13 limitedannual property taxincreases in California.NIMBY exists to protect most people's largest financial asset.NIMBY exists to protectmost people's largestfinancial asset.The previous Government made anti-supply changes to national planning policy.The previous Governmentmade anti-supply changes tonational planning policy.①②③⑦⑧⑨⑩⑫⑬what the shown actions do to this root causeREDUCED BY 9 ACTIONSCompanies concentrate demand for housing in a few areas.Companies concentratedemand for housing in a fewareas.what the shown actions do to this root causeNO ACTION ACTS ON ITDIRECTLYThe main reason we don't have infinite housing is regulation.The main reason we don'thave infinite housing isregulation.part of a feedback loop⟳American life is structured to require a car for transportation.American life is structuredto require a car fortransportation.America adds 600k-1.2M immigrants per year, straining limited supplyAmerica adds 600k-1.2Mimmigrants per year,straining limited supplywhat the shown actions do to this root causeNO ACTION ACTS ON ITDIRECTLYHousing shortages are treated as free money by incumbents.Housing shortages aretreated as free money byincumbents.what the shown actions do to this root causeNO ACTION ACTS ON ITDIRECTLYDeliberate policy turned homes into speculative assets and locked out a generation.Deliberate policy turnedhomes into speculativeassets and locked out ageneration.what the shown actions do to this root causeNO ACTION ACTS ON ITDIRECTLYHouse prices in the UK are high because of low supply and buoyant demand.House prices in the UK arehigh because of low supplyand buoyant demand.①②③⑦⑧⑨⑩⑫⑬what the shown actions do to this root causeREDUCED BY 9 ACTIONSThe city council refuses to allow low cost apartments or assist funding themThe city council refuses toallow low cost apartmentsor assist funding themHousing relies on rising house prices to function in the UK.Housing relies on risinghouse prices to function inthe UK.There is so much demand and money that prices won't go down.There is so much demand andmoney that prices won't godown.Residents voting may not want to change the system.Residents voting may notwant to change the system.We are consciously limiting supply in the Seattle housing market.We are consciously limitingsupply in the Seattlehousing market.Developers have an incentive to keep rents high overall.Developers have anincentive to keep rentshigh overall.People who work in the city can't afford to live there.People who work in the citycan't afford to live there.Transportation costs offset savings from living further from urban coreTransportation costs offsetsavings from living furtherfrom urban core
WHAT WAS PREDICTED TO FOLLOW
Each number on the map marks a root cause that action reduces.
① Increasing housing supply will make it more affordable.
we expect: To decrease by 10% in the next 12 months
measured by: Median housing price index
due 04 Oct 2027
guesses: the room: 200 (median of 18, spread 7 to 587587)
② Reducing regulations can address housing affordability issues.
no prediction about this action yet
③ We simply do need more units to address housing affordability.
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④ The organisation will implement a transparent and equitable home-buying program for first-time buyers, with strict affordability criteria and limited allocation per applicant.
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⑤ Adding taxes will reduce the supply of homes.
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⑥ The people lead publishes a quarterly report showing the percentage of new hires and open roles based outside the top-5 metro areas, with a target of 30% by Q4 2026.
no prediction about this action yet
⑦ Reforming local land use controls helps poorer Americans.
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⑧ Political impediments need to be addressed for new housing supply.
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⑨ The policy team lobbies the new government to reverse the anti-supply changes to national planning policy by Q2 2023.
no prediction about this action yet
⑩ Upzoning will make the broader region more affordable.
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⑪ The policy team will propose a bill to Parliament, by the election, to levy a 2% annual tax on properties owned for less than 3 years without structural improvement to the property, making it law by January 1, 2025.
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⑫ Minimizing red tape would increase housing stock and decrease rents.
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⑬ The policy lead sends the organisation's MP a one-page request within 30 days, asking the MP to table a Private Members' Bill that reverses the anti-supply national planning-policy changes.
no prediction about this action yet
A map from True Causes: a group’s judgement, not a measurement.