Knowledge graph
How the systems connect
Five curated dependency chains, each drawn as a constrained path from a system people need down to the inputs it rests on. Every link states its mechanism, its evidence and where it sits on the relationship ladder. Nothing here is a measurement; the metrics linked from each node are.
Status, never collapsed
The relationship ladder
- Candidate
proposed by a person or a model; no mechanism or evidence reviewed yet.
- Hypothesized
a stated mechanism, not yet supported by cited evidence.
- Mechanism supported
a documented physical, economic or institutional mechanism with cited evidence.
- Causally supported
appropriate causal methods or strong external evidence support an effect.
- Established relation
follows from engineering, accounting, contractual or well-established scientific structure.
Established relations follow from engineering or physical structure (copper windings carry the current in a transformer). Mechanism-supported edges describe an economic or agronomic mechanism with cited evidence. No edge in this graph is marked causally supported: that rung waits for a causal study to cite. Candidate and hypothesized edges are shown at their rung so proposals stay visibly proposals.
Constrained paths, expandable branches
Curated chains
Curated chain
Electricity, the grid, transformers, copper and aluminum
Delivered electricity rests on the grid, every grid connection passes through transformers, and transformers are wound with copper or aluminum on electrical-steel cores.
- Candidate
- Hypothesized
- Mechanism supported
- Causally supported
- Established relation
Edges (6)
Each edge carries its own status, mechanism and evidence. Open an edge to read them.
Electricity system requires input Transmission and distribution grid3 evidenceEstablished relation
Electricity system depends on Transmission and distribution grid.
Mechanism
Electricity is generated in one place and used in another. Delivering it to homes and industry physically requires transmission lines, substations and distribution networks; access statistics count connections to that network.
Evidence
- documentIEA, Electricity Grids and Secure Energy Transitions (2023)iea.orgGrid expansion, connection queues and transformer and cable supply chains.checked 2026-09-07
- documentEIA, Electricity explained: how electricity is delivered to consumerseia.govTransmission at high voltage, step-up and step-down transformers, distribution.checked 2026-09-07
- metricelectricity-accessShare of population with a grid connection.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Data center requires input Transmission and distribution grid2 evidenceEstablished relation
Data center depends on Transmission and distribution grid.
Mechanism
A data center draws tens to hundreds of megawatts continuously and operates only once connected to the grid at that capacity, so siting and energization follow interconnection.
Evidence
- documentIEA, Energy and AI (2025)iea.orgData-center electricity demand, accelerators and grid connection.checked 2026-09-07
- documentU.S. DOE, report on the increase in electricity demand from data centers (2024)energy.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Transmission and distribution grid requires input Power transformer2 evidenceEstablished relation
Transmission and distribution grid depends on Power transformer.
Mechanism
Power is transmitted at high voltage to limit losses and stepped down for distribution. Every generator connection, substation and distribution feeder passes through transformers, so grid expansion and interconnection queues move with transformer supply and lead times.
Evidence
- documentIEA, Electricity Grids and Secure Energy Transitions (2023)iea.orgGrid expansion, connection queues and transformer and cable supply chains.checked 2026-09-07
- documentEIA, Electricity explained: how electricity is delivered to consumerseia.govTransmission at high voltage, step-up and step-down transformers, distribution.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Power transformer requires input Refined copper3 evidenceEstablished relation
Power transformer depends on Refined copper.
Mechanism
Transformer windings are conductors carrying the full load current. Copper is the standard winding material for its conductivity and mechanical strength; aluminum windings are used in many distribution transformers at a larger cross-section.
Evidence
- documentUSGS, Copper statistics and informationusgs.govEnd uses (building construction, electrical and electronic products) and substitutes (aluminum in power cables and some transformer windings).checked 2026-09-07
- documentIEA, The Role of Critical Minerals in Clean Energy Transitionsiea.orgCopper and aluminum intensity of grids and electrical equipment.checked 2026-09-07
- sourceUSGS National Minerals Information CenterSeeded source; commodity summaries are the cited documents.checked 2026-09-07
Substitutes for Refined copper
- aluminum Aluminum windings, larger cross-section for the same current; common in distribution transformers.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Power transformer requires input Primary aluminum2 evidenceEstablished relation
Power transformer depends on Primary aluminum.
Mechanism
Aluminum is the alternative winding conductor and is used in tank and structural parts; it is lighter and cheaper per unit of conductance but needs more volume.
Evidence
- documentUSGS, Aluminum statistics and informationusgs.govEnd uses in transportation, electrical and construction; substitution with copper.checked 2026-09-07
- documentIEA, The Role of Critical Minerals in Clean Energy Transitionsiea.orgCopper and aluminum intensity of grids and electrical equipment.checked 2026-09-07
Substitutes for Primary aluminum
- copper Copper windings where space and strength matter.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.90
- Stated strength
- 0.40
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Power transformer requires input Grain-oriented electrical steel2 evidenceEstablished relation
Power transformer depends on Grain-oriented electrical steel.
Mechanism
Transformer cores are stacked laminations of grain-oriented electrical steel chosen for low core loss. Amorphous alloy cores are a partial alternative in distribution units; there is no drop-in core material for large power transformers.
Evidence
- documentUSGS, Iron and steel statistics and informationusgs.govchecked 2026-09-07
- documentIEA, Electricity Grids and Secure Energy Transitions (2023)iea.orgGrid expansion, connection queues and transformer and cable supply chains.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Branches beyond this chain (5)
Other stored dependencies touching these entities. They are not part of the curated path above.
Semiconductor fabrication plant requires input Electricity system2 evidenceEstablished relation
Semiconductor fabrication plant depends on Electricity system.
Mechanism
Fabs run cleanrooms, tools and chillers continuously and are among the most electricity-intensive industrial facilities.
Evidence
- documentU.S. DOE, energy-intensive industriesenergy.govElectricity and process energy intensity of manufacturing sectors.checked 2026-09-07
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Electricity system enables Economic output2 evidenceHypothesized
Economic output depends on Electricity system.
Mechanism
Stated, not yet evidenced here: electricity access allows productive uses (lighting, machinery, refrigeration, communications) that raise output per person. The catalog carries both series; no causal study is attached.
Evidence
- metricelectricity-access
- metricgdp-per-person
- Status
- hypothesized
- Reviewer confidence
- 0.60
- Stated strength
- not stated
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Electricity system enables Human health and longevity2 evidenceHypothesized
Human health and longevity depends on Electricity system.
Mechanism
Stated, not yet evidenced here: electricity access allows refrigeration of vaccines and food, lighting in clinics, water pumping and a shift away from solid cooking fuels, all of which bear on mortality. The catalog carries both series; no study is attached.
Evidence
- metricelectricity-access
- metriclife-expectancy
- Status
- hypothesized
- Reviewer confidence
- 0.60
- Stated strength
- not stated
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
AI compute requires input Data center2 evidenceEstablished relation
AI compute depends on Data center.
Mechanism
Accelerators run in racks that need power, cooling and network at data-center scale.
Evidence
- documentIEA, Energy and AI (2025)iea.orgData-center electricity demand, accelerators and grid connection.checked 2026-09-07
- documentU.S. DOE, report on the increase in electricity demand from data centers (2024)energy.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Refined copper1 evidenceEstablished relation
Residential construction depends on Refined copper.
Mechanism
Building wiring and much plumbing use copper; USGS reports building construction as the largest copper end use in the United States. Aluminum wiring at a larger gauge is the conductor substitute.
Evidence
- documentUSGS, Copper statistics and informationusgs.govEnd uses (building construction, electrical and electronic products) and substitutes (aluminum in power cables and some transformer windings).checked 2026-09-07
Substitutes for Refined copper
- aluminum Aluminum branch wiring and service entrance cable at a larger gauge.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.90
- Stated strength
- 0.50
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Curated chain
AI compute, accelerators, memory, fabs, power and water
AI compute is accelerators in data centers; accelerators need high bandwidth memory and leading-edge fabs; fabs need electricity, process water and lithography tools.
- Candidate
- Hypothesized
- Mechanism supported
- Causally supported
- Established relation
Edges (9)
Each edge carries its own status, mechanism and evidence. Open an edge to read them.
AI compute requires input AI accelerator1 evidenceEstablished relation
AI compute depends on AI accelerator.
Mechanism
Training and serving large models runs on accelerators. Compute capacity is the number of accelerators installed times their throughput.
Evidence
- documentIEA, Energy and AI (2025)iea.orgData-center electricity demand, accelerators and grid connection.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
AI compute requires input Data center2 evidenceEstablished relation
AI compute depends on Data center.
Mechanism
Accelerators run in racks that need power, cooling and network at data-center scale.
Evidence
- documentIEA, Energy and AI (2025)iea.orgData-center electricity demand, accelerators and grid connection.checked 2026-09-07
- documentU.S. DOE, report on the increase in electricity demand from data centers (2024)energy.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
AI accelerator requires input High bandwidth memory1 evidenceEstablished relation
AI accelerator depends on High bandwidth memory.
Mechanism
Current accelerators are packaged with stacks of high bandwidth memory beside the logic die to feed it at the bandwidth large models need; the JEDEC standard defines that interface.
Evidence
- documentJEDEC JESD238A, High Bandwidth Memory (HBM3) DRAMjedec.orgStacked DRAM interface standard used beside accelerator logic dies.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
AI accelerator requires input Semiconductor fabrication plant2 evidenceEstablished relation
AI accelerator depends on Semiconductor fabrication plant.
Mechanism
The logic die is manufactured on leading-edge process nodes in a small number of fabs.
Evidence
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- documentUSGS, Silicon statistics and informationusgs.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
High bandwidth memory requires input Semiconductor fabrication plant2 evidenceEstablished relation
High bandwidth memory depends on Semiconductor fabrication plant.
Mechanism
HBM stacks are DRAM dies made in memory fabs, thinned and bonded through-silicon vias.
Evidence
- documentJEDEC JESD238A, High Bandwidth Memory (HBM3) DRAMjedec.orgStacked DRAM interface standard used beside accelerator logic dies.checked 2026-09-07
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Data center requires input Transmission and distribution grid2 evidenceEstablished relation
Data center depends on Transmission and distribution grid.
Mechanism
A data center draws tens to hundreds of megawatts continuously and operates only once connected to the grid at that capacity, so siting and energization follow interconnection.
Evidence
- documentIEA, Energy and AI (2025)iea.orgData-center electricity demand, accelerators and grid connection.checked 2026-09-07
- documentU.S. DOE, report on the increase in electricity demand from data centers (2024)energy.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Semiconductor fabrication plant requires input Electricity system2 evidenceEstablished relation
Semiconductor fabrication plant depends on Electricity system.
Mechanism
Fabs run cleanrooms, tools and chillers continuously and are among the most electricity-intensive industrial facilities.
Evidence
- documentU.S. DOE, energy-intensive industriesenergy.govElectricity and process energy intensity of manufacturing sectors.checked 2026-09-07
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Semiconductor fabrication plant requires input Industrial process water2 evidenceEstablished relation
Semiconductor fabrication plant depends on Industrial process water.
Mechanism
Wafer processing rinses with ultrapure water between steps; a fab uses millions of gallons a day. Recycling reduces intake but not the need.
Evidence
- documentUSGS, Industrial water useusgs.govIndustrial withdrawals for processing, washing, diluting and cooling, including semiconductor manufacturing.checked 2026-09-07
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Semiconductor fabrication plant requires input Lithography tools2 evidenceEstablished relation
Semiconductor fabrication plant depends on Lithography tools.
Mechanism
Patterning at leading-edge nodes uses extreme ultraviolet scanners from a single supplier; fab capacity is bounded by tool deliveries.
Evidence
- documentASML, EUV lithography systemsasml.comSole supplier of EUV scanners used at leading-edge nodes.checked 2026-09-07
- documentNIST, CHIPS for Americanist.govFab construction, supply chain and workforce programme.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Branches beyond this chain (6)
Other stored dependencies touching these entities. They are not part of the curated path above.
AI compute affects Economic output0 evidenceCandidate
Economic output depends on AI compute.
Mechanism
Proposed: productivity effects of AI compute on output. No mechanism reviewed and no evidence attached.
Evidence
No evidence attached.
- Status
- candidate
- Reviewer confidence
- 0.30
- Stated strength
- not stated
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Transmission and distribution grid
Transmission and distribution grid requires input Power transformer2 evidenceEstablished relation
Transmission and distribution grid depends on Power transformer.
Mechanism
Power is transmitted at high voltage to limit losses and stepped down for distribution. Every generator connection, substation and distribution feeder passes through transformers, so grid expansion and interconnection queues move with transformer supply and lead times.
Evidence
- documentIEA, Electricity Grids and Secure Energy Transitions (2023)iea.orgGrid expansion, connection queues and transformer and cable supply chains.checked 2026-09-07
- documentEIA, Electricity explained: how electricity is delivered to consumerseia.govTransmission at high voltage, step-up and step-down transformers, distribution.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Electricity system requires input Transmission and distribution grid3 evidenceEstablished relation
Electricity system depends on Transmission and distribution grid.
Mechanism
Electricity is generated in one place and used in another. Delivering it to homes and industry physically requires transmission lines, substations and distribution networks; access statistics count connections to that network.
Evidence
- documentIEA, Electricity Grids and Secure Energy Transitions (2023)iea.orgGrid expansion, connection queues and transformer and cable supply chains.checked 2026-09-07
- documentEIA, Electricity explained: how electricity is delivered to consumerseia.govTransmission at high voltage, step-up and step-down transformers, distribution.checked 2026-09-07
- metricelectricity-accessShare of population with a grid connection.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Electricity system enables Economic output2 evidenceHypothesized
Economic output depends on Electricity system.
Mechanism
Stated, not yet evidenced here: electricity access allows productive uses (lighting, machinery, refrigeration, communications) that raise output per person. The catalog carries both series; no causal study is attached.
Evidence
- metricelectricity-access
- metricgdp-per-person
- Status
- hypothesized
- Reviewer confidence
- 0.60
- Stated strength
- not stated
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Electricity system enables Human health and longevity2 evidenceHypothesized
Human health and longevity depends on Electricity system.
Mechanism
Stated, not yet evidenced here: electricity access allows refrigeration of vaccines and food, lighting in clinics, water pumping and a shift away from solid cooking fuels, all of which bear on mortality. The catalog carries both series; no study is attached.
Evidence
- metricelectricity-access
- metriclife-expectancy
- Status
- hypothesized
- Reviewer confidence
- 0.60
- Stated strength
- not stated
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Industrial process water requires input Renewable freshwater3 evidenceEstablished relation
Industrial process water depends on Renewable freshwater.
Mechanism
Process water is drawn from surface water and groundwater and then purified; regional freshwater availability bounds where water-intensive plants can be sited.
Evidence
- documentUSGS, Industrial water useusgs.govIndustrial withdrawals for processing, washing, diluting and cooling, including semiconductor manufacturing.checked 2026-09-07
- documentFAO, Land and Waterfao.orgSoil nutrients, irrigation and freshwater use in agriculture.checked 2026-09-07
- metricrenewable-freshwater-per-person
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Curated chain
Housing, construction labor, lumber, cement, copper and financing
Homes come from residential construction, which needs trades on site, lumber, cement and copper, and credit whose cost follows the policy rate.
- Candidate
- Hypothesized
- Mechanism supported
- Causally supported
- Established relation
Edges (7)
Each edge carries its own status, mechanism and evidence. Open an edge to read them.
Housing stock requires input Residential construction2 evidenceEstablished relation
Housing stock depends on Residential construction.
Mechanism
Additions to the housing stock are completed residential construction net of demolitions; there is no other way to add dwellings.
Evidence
- documentU.S. Census Bureau, New Residential Constructioncensus.govPermits, starts and completions.checked 2026-09-07
- documentHUD, U.S. Housing Market Conditionshuduser.govHousing supply, finance and affordability data.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Construction labor2 evidenceEstablished relation
Residential construction depends on Construction labor.
Mechanism
Building is labor intensive on site: framing, electrical, plumbing and finishing are done by trades. Employment in residential building moves with starts.
Evidence
- sourceBLS Current Employment Statistics, construction employmentConfirmed through https://api.bls.gov/publicAPI/v2/timeseries/data/CES2000000001 (HTTP 200); the BLS website blocks automated fetches.checked 2026-09-07
- documentU.S. Census Bureau, New Residential Constructioncensus.govPermits, starts and completions.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.97
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Softwood lumber2 evidenceMechanism supported
Residential construction depends on Softwood lumber.
Mechanism
Most new single-family homes in the United States are wood-framed, so lumber demand tracks starts. Steel framing and masonry substitute in some markets, which is why this is a market mechanism rather than a universal engineering requirement.
Evidence
- documentU.S. Census Bureau, Characteristics of New Housingcensus.govFraming material, foundation type and other characteristics of completed homes.checked 2026-09-07
- documentU.S. Census Bureau, New Residential Constructioncensus.govPermits, starts and completions.checked 2026-09-07
- Status
- mechanism_supported
- Reviewer confidence
- 0.90
- Stated strength
- 0.60
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Cement2 evidenceEstablished relation
Residential construction depends on Cement.
Mechanism
Foundations, slabs and footings are concrete, and cement is the binder in concrete with no substitute at scale.
Evidence
- documentUSGS, Cement statistics and informationusgs.govCement as the binder in concrete; construction as the end use.checked 2026-09-07
- documentU.S. Census Bureau, Characteristics of New Housingcensus.govFraming material, foundation type and other characteristics of completed homes.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.70
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Refined copper1 evidenceEstablished relation
Residential construction depends on Refined copper.
Mechanism
Building wiring and much plumbing use copper; USGS reports building construction as the largest copper end use in the United States. Aluminum wiring at a larger gauge is the conductor substitute.
Evidence
- documentUSGS, Copper statistics and informationusgs.govEnd uses (building construction, electrical and electronic products) and substitutes (aluminum in power cables and some transformer windings).checked 2026-09-07
Substitutes for Refined copper
- aluminum Aluminum branch wiring and service entrance cable at a larger gauge.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.90
- Stated strength
- 0.50
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Residential construction requires input Construction and mortgage financing3 evidenceMechanism supported
Residential construction depends on Construction and mortgage financing.
Mechanism
Builders borrow to acquire land and build; buyers borrow to purchase. Credit availability and its cost change how many projects start and how many homes sell.
Evidence
- documentHUD, U.S. Housing Market Conditionshuduser.govHousing supply, finance and affordability data.checked 2026-09-07
- documentFederal Reserve, Monetary Policyfederalreserve.govThe policy rate and its transmission to borrowing costs.checked 2026-09-07
- documentU.S. Census Bureau, New Residential Salescensus.govchecked 2026-09-07
- Status
- mechanism_supported
- Reviewer confidence
- 0.90
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Construction and mortgage financing depends on Policy interest rate2 evidenceMechanism supported
Construction and mortgage financing depends on Policy interest rate.
Mechanism
The policy rate anchors short-term funding costs, and mortgage and construction loan rates move with expectations of it. Higher rates raise monthly payments and lower project returns, which reduces affordability and starts with a lag.
Evidence
- documentFederal Reserve, Monetary Policyfederalreserve.govThe policy rate and its transmission to borrowing costs.checked 2026-09-07
- documentHUD, U.S. Housing Market Conditionshuduser.govHousing supply, finance and affordability data.checked 2026-09-07
- Status
- mechanism_supported
- Reviewer confidence
- 0.85
- Stated strength
- 0.70
- Lag
- 30 to 540 days
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Branches beyond this chain (1)
Other stored dependencies touching these entities. They are not part of the curated path above.
Power transformer requires input Refined copper3 evidenceEstablished relation
Power transformer depends on Refined copper.
Mechanism
Transformer windings are conductors carrying the full load current. Copper is the standard winding material for its conductivity and mechanical strength; aluminum windings are used in many distribution transformers at a larger cross-section.
Evidence
- documentUSGS, Copper statistics and informationusgs.govEnd uses (building construction, electrical and electronic products) and substitutes (aluminum in power cables and some transformer windings).checked 2026-09-07
- documentIEA, The Role of Critical Minerals in Clean Energy Transitionsiea.orgCopper and aluminum intensity of grids and electrical equipment.checked 2026-09-07
- sourceUSGS National Minerals Information CenterSeeded source; commodity summaries are the cited documents.checked 2026-09-07
Substitutes for Refined copper
- aluminum Aluminum windings, larger cross-section for the same current; common in distribution transformers.
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Curated chain
Food, fertilizer, natural gas, minerals and transport
Food comes from crops, crop yields lean on fertilizer, nitrogen fertilizer is made from ammonia synthesised from natural gas, phosphate and potash are mined, and freight moves all of it.
- Candidate
- Hypothesized
- Mechanism supported
- Causally supported
- Established relation
Edges (8)
Each edge carries its own status, mechanism and evidence. Open an edge to read them.
Food system requires input Crop production3 evidenceEstablished relation
Food system depends on Crop production.
Mechanism
Cereals, oilseeds, fruit and vegetables come from crop production directly and, through animal feed, indirectly.
Evidence
- documentFAO, FAOSTATfao.orgCrop production, food balances and fertilizer use by country.checked 2026-09-07
- sourceFAOSTAT (seeded source)checked 2026-09-07
- metriccereal-yield
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Crop production requires input Synthetic fertilizer3 evidenceMechanism supported
Crop production depends on Synthetic fertilizer.
Mechanism
Yields depend on nitrogen, phosphorus and potassium supply, and synthetic fertilizer provides most of it on intensively farmed land. Manure, legume rotation and residue return substitute in part, and the response varies by soil and crop, so this is an agronomic mechanism rather than a fixed coefficient.
Evidence
- documentFAO, Land and Waterfao.orgSoil nutrients, irrigation and freshwater use in agriculture.checked 2026-09-07
- documentUSGS, Nitrogen (fixed), ammonia statistics and informationusgs.govAmmonia production from natural gas; fertilizer as the dominant end use; import reliance.checked 2026-09-07
- metriccereal-yield
- Status
- mechanism_supported
- Reviewer confidence
- 0.90
- Stated strength
- 0.70
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Synthetic fertilizer requires input Ammonia2 evidenceEstablished relation
Synthetic fertilizer depends on Ammonia.
Mechanism
Nitrogen fertilizers (urea, ammonium nitrate, UAN) are made from ammonia.
Evidence
- documentIEA, Ammonia Technology Roadmapiea.orgAmmonia production routes: natural gas reforming, coal gasification, electrolysis; fertilizer end use.checked 2026-09-07
- documentUSGS, Nitrogen (fixed), ammonia statistics and informationusgs.govAmmonia production from natural gas; fertilizer as the dominant end use; import reliance.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Synthetic fertilizer requires input Phosphate rock2 evidenceEstablished relation
Synthetic fertilizer depends on Phosphate rock.
Mechanism
Phosphate fertilizers are made from mined phosphate rock; there is no synthetic route to phosphorus.
Evidence
- documentUSGS, Phosphate rock statistics and informationusgs.govchecked 2026-09-07
- sourceUSGS National Minerals Information CenterSeeded source; commodity summaries are the cited documents.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.97
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Synthetic fertilizer requires input Potash2 evidenceEstablished relation
Synthetic fertilizer depends on Potash.
Mechanism
Potassium fertilizer is mined potash; production is concentrated in a few countries.
Evidence
- documentUSGS, Potash statistics and informationusgs.govchecked 2026-09-07
- sourceUSGS National Minerals Information CenterSeeded source; commodity summaries are the cited documents.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.97
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Synthetic fertilizer requires input Freight transport2 evidenceEstablished relation
Synthetic fertilizer depends on Freight transport.
Mechanism
Fertilizer is bulky and largely imported into consuming regions; rail, barge and ocean freight deliver it inside the planting window.
Evidence
- documentUSGS, Nitrogen (fixed), ammonia statistics and informationusgs.govAmmonia production from natural gas; fertilizer as the dominant end use; import reliance.checked 2026-09-07
- documentUSGS, Potash statistics and informationusgs.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.90
- Stated strength
- 0.70
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Food system requires input Freight transport2 evidenceEstablished relation
Food system depends on Freight transport.
Mechanism
Food moves from farm to processor to store by truck, rail and ship; without freight the supply chain stops at the farm gate.
Evidence
- documentU.S. EPA, Sustainable management of food: basicsepa.govFood supply chain from production through distribution to consumption.checked 2026-09-07
- documentFAO, FAOSTATfao.orgCrop production, food balances and fertilizer use by country.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Ammonia requires input Natural gas2 evidenceEstablished relation
Ammonia depends on Natural gas.
Mechanism
Haber-Bosch synthesis takes hydrogen from steam reforming of natural gas in most plants; gas is both feedstock and fuel. Coal gasification and electrolytic hydrogen are the alternative routes and supply a minority of output.
Evidence
- documentIEA, Ammonia Technology Roadmapiea.orgAmmonia production routes: natural gas reforming, coal gasification, electrolysis; fertilizer end use.checked 2026-09-07
- documentEIA, Natural gas explained: use of natural gaseia.govIndustrial use of natural gas as fuel and feedstock, including fertilizer.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Curated chain
Space launch, launch vehicles, engines, materials and manufacturing
Launch capacity is vehicles times cadence; vehicles need engines, alloys and propellant; engines and structures come out of precision manufacturing.
- Candidate
- Hypothesized
- Mechanism supported
- Causally supported
- Established relation
Edges (7)
Each edge carries its own status, mechanism and evidence. Open an edge to read them.
Space launch capacity requires input Launch vehicle2 evidenceEstablished relation
Space launch capacity depends on Launch vehicle.
Mechanism
Every orbital launch flies a licensed launch vehicle; capacity is vehicles available times cadence.
Evidence
- documentFAA, Office of Commercial Space Transportationfaa.govLicensing of launch vehicles and launch operations.checked 2026-09-07
- documentFAA, Commercial space transportation FAQfaa.govchecked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Launch vehicle requires input Rocket engine2 evidenceEstablished relation
Launch vehicle depends on Rocket engine.
Mechanism
Thrust comes from the engines on each stage; a vehicle cannot fly without its full engine set.
Evidence
- documentNASA Glenn, Liquid rocket enginewww1.grc.nasa.govPropellant, combustion chamber, turbopumps and nozzle.checked 2026-09-07
- documentNASA, Space Launch System referencenasa.govVehicle stages, engines, structures and materials.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.99
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Launch vehicle requires input Aerospace alloys2 evidenceEstablished relation
Launch vehicle depends on Aerospace alloys.
Mechanism
Tanks and structures are aluminum-lithium alloy, stainless steel or composites chosen for strength at low mass.
Evidence
- documentNASA, Space Launch System referencenasa.govVehicle stages, engines, structures and materials.checked 2026-09-07
- documentUSGS, Aluminum statistics and informationusgs.govEnd uses in transportation, electrical and construction; substitution with copper.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.80
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Launch vehicle requires input Rocket propellant2 evidenceEstablished relation
Launch vehicle depends on Rocket propellant.
Mechanism
Thrust is propellant mass flow times exhaust velocity; the vehicle is mostly propellant by mass at liftoff.
Evidence
- documentNASA Glenn, Liquid rocket thrustgrc.nasa.govThrust follows from propellant mass flow and exhaust velocity.checked 2026-09-07
- documentNASA Glenn, Liquid rocket enginewww1.grc.nasa.govPropellant, combustion chamber, turbopumps and nozzle.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.98
- Stated strength
- 1.00
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Rocket engine requires input Aerospace alloys1 evidenceEstablished relation
Rocket engine depends on Aerospace alloys.
Mechanism
Combustion chambers, turbopumps and nozzles operate at extreme temperature and pressure and are built from nickel superalloys and copper alloys.
Evidence
- documentNASA Glenn, Liquid rocket enginewww1.grc.nasa.govPropellant, combustion chamber, turbopumps and nozzle.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Rocket engine requires input Precision manufacturing2 evidenceEstablished relation
Rocket engine depends on Precision manufacturing.
Mechanism
Engines are machined, welded and increasingly printed to tight tolerances; engine production rate bounds vehicle production.
Evidence
- documentNASA Glenn, Liquid rocket enginewww1.grc.nasa.govPropellant, combustion chamber, turbopumps and nozzle.checked 2026-09-07
- documentNASA, Space Launch System referencenasa.govVehicle stages, engines, structures and materials.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Launch vehicle requires input Precision manufacturing1 evidenceEstablished relation
Launch vehicle depends on Precision manufacturing.
Mechanism
Tanks, domes and structures are formed, friction-stir welded and inspected in aerospace manufacturing plants.
Evidence
- documentNASA, Space Launch System referencenasa.govVehicle stages, engines, structures and materials.checked 2026-09-07
- Status
- established_identity_or_engineering_relation
- Reviewer confidence
- 0.95
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Branches beyond this chain (1)
Other stored dependencies touching these entities. They are not part of the curated path above.
Independently survivable human worlds depends on Space launch capacity3 evidenceMechanism supported
Independently survivable human worlds depends on Space launch capacity.
Mechanism
Any settlement beyond Earth is delivered and resupplied by launch; mass to orbit per year bounds what can be built there.
Evidence
- documentNASA, Humans in Spacenasa.govCrewed missions and their launch and resupply dependence.checked 2026-09-07
- sourceNASA (seeded source)checked 2026-09-07
- metricindependently-survivable-human-worlds
- Status
- mechanism_supported
- Reviewer confidence
- 0.85
- Stated strength
- 0.90
- Lag
- not stated
- Version
- curated_seed_v1
- Reviewed
- 2026-09-07
Confidence and strength are curated judgements recorded with the edge, not measured quantities.
Node pages: every entity in a chain has a page at /why/<entity> listing what depends on it, what it depends on, its substitutes and the catalog metrics that measure it.