Illustrative: plants and ports, the routes between them and goods moving along; one node is disrupted and its routes stall
Risk Academy, led by the Nexus Consortium · Systems and Nexus Studies · Department of Systemic Risk and Complexity
How a local disruption becomes a global shortage
Tora dabînkirinê û vegirtina aborî
A factory fire, a canal blockage or an export restriction can stop production on other continents, because modern economies run on long and concentrated supply networks.
- Kurs
- Di amadekirinê de
- Ast
- In development
- Labs
- In development
- Input-output models and the inoperability model
- Production network structure and concentration
- Higher-tier supplier dependencies
- Inventories, buffers and bullwhip effects
- Agent-based models of supply chains
- Network robustness, percolation and chokepoints
- Trade and financial contagion
- Firm-level network data and its gaps
- Disruption scenarios and stress tests
Build a twin of any place
Search any place or open the world; the layers and generators follow supply network and economic contagion on the planet map, the globe and in 3D.
- Terrain 0 to 1,700 m
- River 2,956 km
- 14 dams
- 6 power plants, 88 MW
- Tree cover 37.8 percent of the box
- Cropland 39.9 percent of the box
- Built-up 0.9 percent of the box
- Permanent water 4.7 percent of the box
- River discharge, GloFAS via Open-Meteo: read live when the 3D twin opens
- Vegetation index, MODIS Terra NDVI 8-day: read live when the 3D twin opens
- Surface water extent, OPERA DSWx (HLS): the flood pulse: read live when the 3D twin opens
- Land cover classes, MODIS IGBP (annual): read live when the 3D twin opens
Drag to move, right drag or Shift with a drag to turn and tilt, Ctrl with the wheel to zoom. Keyboard: arrows move, Shift with arrows turn and tilt, + and – zoom, 0 resets, V steps through the views, Escape clears.
Flat plan of the same data: the lake and rivers, the dams, the plants by capacity, the cropland and tree cover cells and the numbers below. The 3D twin opens on devices that can draw it, once its data and code have been checked; discharge, vegetation, surface water and the annual land cover load in the twin on request, each with its data date.
The boundaries, names and designations shown do not imply any judgement on the legal status of any territory, or any endorsement or acceptance of such boundaries. Countries: Natural Earth (public domain).
Activity and hazards in Egypt and the Nile Delta
Night-time lights and population, the geography of production and markets, with floods and sea state, over Egypt and the Nile Delta.
Nexşeya înteraktîf JavaScript hewce dike; lîsteya qatan û çavkanî li jêr in.
Qat 2
Activity and hazards
Derbarê vê qatê
- Delîl
- Çavdêrîkirî
- Çavkanî
- VIIRS Black Marble (VNP46A2) (NASA LAADS DAAC)
- Peydakar
- NASA LAADS DAAC
- Lîsans
- Daneyên vekirî yên NASA
- Berhema salê
- rojane; Tîrêjiya peykî, ji bo ronahiya heyvê û atmosferê hatiye rastkirin
- Nûtirîn di dema avakirinê de
- 2026-10-12
- Çareserî
- torê nêzîkî 500 m
- Nediyarî
- Tîrêja şevê ya peykî ji bo roja tê nîşandan; ronahî nîşanek e ji bo karanîna elektrîkê û qutbûnê, ne pîvandina peydakirin an gihîştinê ye.
- Bi vê rêyê tê gihîştin
- gibs.earthdata.nasa.gov, tenê piştî ku hûn nexşeya zindî destûr bidin
Derbarê vê qatê
- Delîl
- Texmînkirî
- Çavkanî
- Gridded Population of the World v4.11 (NASA SEDAC (CIESIN, Zanîngeha Columbia))
- Peydakar
- NASA SEDAC (CIESIN, Zanîngeha Columbia)
- Lîsans
- CC BY 4.0
- Berhema salê
- null; texmîna li ser bingeha serjimariyê, statîk (2020)
- Çareserî
- torê nêzîkî 1 km
- Nediyarî
- Texmîna li ser bingeha serjimêriyê ya mirovan ji bo her kîlometre çargoşeyekê di 2020 de, wekî çarçoveya rûbirûbûnê tê nîşandan; ne jimara mirovên ji hêla tu metirsiyê ve bandor bûne ye.
- Bi vê rêyê tê gihîştin
- gibs.earthdata.nasa.gov, tenê piştî ku hûn nexşeya zindî destûr bidin
Derbarê vê qatê
- Delîl
- Çavdêrîkirî (ewr valahiyan dihêlin)
- Çavkanî
- VIIRS Global Flood Product (NASA LANCE)
- Peydakar
- NASA LANCE
- Lîsans
- Daneyên vekirî yên NASA
- Berhema salê
- rojane; Tesbîtkirina bi peykê; ewr valahiyan dihêlin
- Nûtirîn di dema avakirinê de
- 2026-10-14
- Çareserî
- tora nêzîkî 250 m
- Nediyarî
- Tesbîtkirina bi peykê; ewr valahiyan dihêlin. Rasterê peyk an modelê wekî pêşkêşker diweşîne. Ewr, valahiyên şeritê û xeletiya wergirtinê valahî û lerzê dihêlin; nirx nîşander in, ne pîvandinên li cihekî ne.
- Bi vê rêyê tê gihîştin
- gibs.earthdata.nasa.gov, tenê piştî ku hûn nexşeya zindî destûr bidin
Derbarê vê qatê
- Delîl
- Çavdêrîkirî
- Çavkanî
- GHRSST MUR25 (NASA JPL PO.DAAC)
- Peydakar
- NASA JPL PO.DAAC
- Lîsans
- Daneyên vekirî yên NASA
- Berhema salê
- daily; Satellite analysis
- Nûtirîn di dema avakirinê de
- 2026-10-12
- Çareserî
- torê nêzîkî 2 km
- Nediyarî
- Satellite analysis of how far sea temperature departs from its usual value for the date shown; a marine heat indicator, not a spîbûna koralan alert.
- Bi vê rêyê tê gihîştin
- gibs.earthdata.nasa.gov, tenê piştî ku hûn nexşeya zindî destûr bidin
Derbarê vê qatê
- Delîl
- Çavdêrîkirî
- Çavkanî
- VIIRS NOAA-20 refleksiyona rastkirî (NASA LANCE)
- Peydakar
- NASA LANCE
- Lîsans
- Daneyên vekirî yên NASA
- Berhema salê
- rojane; Wêneya peykî
- Nûtirîn di dema avakirinê de
- 2026-10-14
- Çareserî
- tora nêzîkî 250 m
- Nediyarî
- Wêneyê peykî. Rasterê peykî an modelî wekî peydakar diweşîne. Ewr, valahiyên şeritê û çewtiya wergirtinê valahî û xîrecir dihêlin; nirx nîşander in, ne pîvanên li cihekî ne.
- Bi vê rêyê tê gihîştin
- gibs.earthdata.nasa.gov, tenê piştî ku hûn nexşeya zindî destûr bidin
Klavye, dema ku nexşe di fokusê de ye
Ctrl an ⌘ bigire û bizivirîne da ku nêzîk bikî
Ya herî dawî ya heyî
NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth
Wêneyên herî nû yên NASA tê barkirin.
Bikişîne da ku bilivîne. Ctrl an ⌘ û zivirandin, pincandin an bişkojkan ji bo nêzîkkirinê; ji bo nirxên di bin nîşanderê de li ser bisekine; vegerandin vedigere herêmê.
Activity and hazards, framed on Egypt and the Nile Delta.Berhemên peyk û modelê wekî NASA diweşîne, her yek bi dîroka xwe. Nîşander in, ne nirxandinên tu cihî ne.
Dane: NASA GIBS · ASTER GDEM · Blue Marble · © beşdarên OpenStreetMap · Natural Earth · NASA EONETÇavkanî û lîsans
- We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Daneyên vekirî yên NASA
- We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Daneyên vekirî yên NASA
- VIIRS Black Marble ronahiyên şevê, NASA Goddard Space Flight Center; ji aliyê NASA Level-1 and Atmosphere Archive and Distribution System (LAADS DAAC) ve tê belavkirin; wêne bi NASA GIBS. Reng ji nexşeya rengan a weşandî ji nû ve hatine kişandin; nirx li şaneyên H3 yên ku têne nîşandan hatine navînkirin (hatiye guhertin). Daneyên vekirî yên NASA
- Center for International Earth Science Information Network (CIESIN), Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Density, Revision 11. NASA Socioeconomic Data and Applications Center (SEDAC). Bi lîsansa CC BY 4.0. Reng ji nexşeya rengan a weşandî ji nû ve hatine kişandin; nirx li şaneyên H3 yên ku têne nîşandan hatine navînkirin (hatiye guhertin). doi:10.7927/H49C6VHW. CC BY 4.0
- Berhemên VIIRS yên hema dema rast (lehî, germahiya rûyê erdê, berfa li erdê, refleksiya rastkirî), NASA LANCE; wêne bi NASA GIBS. Reng ji nexşeya rengan a weşandî ji nû ve hatine kişandin; nirx li şaneyên H3 yên ku têne nîşandan hatine navînkirin (hatiye guhertin). Daneyên vekirî yên NASA
- GHRSST Level 4 MUR analyses, NASA Jet Propulsion Laboratory; distributed by the NASA Physical Oceanography DAAC (PO.DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Daneyên vekirî yên NASA
- ASTER GDEM berhemek METI û NASA ye (ASTER Global Digital Elevation Model V003, NASA LP DAAC); wêne bi riya NASA GIBS. Reng ji nexşeya rengan a weşandî ji nû ve hatine xêzkirin; nirx li cihên ku têne nîşandan di nav şaneyên H3 de hatine navînkirin (hatine guherandin). Wiha bide nîşan: NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. doi:10.5067/ASTER/ASTGTM.003. Daneyên vekirî yên NASA
- Bi Natural Earth hatiye çêkirin. Daneyên nexşeyê yên vektor û raster ên belaş @ naturalearthdata.com. Giştî
- © beşdarên OpenStreetMap (ODbL), bi NASA GIBS (xetên peravê, sînor, rê û navên cihan). Reng ji nexşeya rengan a weşandî ji nû ve hatine kişandin; nirx li şaneyên H3 yên ku têne nîşandan hatine navînkirin (hatiye guhertin). ODbL
- Blue Marble, NASA Earth Observatory; wêne bi riya NASA GIBS. Reng ji nexşeya rengan a weşandî ji nû ve hatine xêzkirin; nirx li cihên ku têne nîşandan di nav şaneyên H3 de hatine navînkirin (hatine guherandin). Daneyên vekirî yên NASA
- Çarçove li ser globa û nexşeya daxistî: peravên, sînor, rê û navên cihan ji qatên referansê yên NASA GIBS (daneyên OpenStreetMap, ODbL, © OpenStreetMap contributors); wêneya Blue Marble wekî bingeha bijarte; erdnîgariya 3D û xwendina bilindahiyê ji nîşandera rengê bilindahiyê ya ASTER GDEM (çînên 5 m heta 200 m, ji bo xwendinê hatine mezinkirin). Sînor wekî hatine weşandin têne xêzkirin û li ser tu axê helwestekê nîşan nadin.
- Gerdûn: MapLibre GL JS 6.9.1, BSD-3-Clause, © beşdarên MapLibre.
- Bûyerên zindî: NASA Earth Observatory Natural Event Tracker (EONET); bûyer nîşanî ne û girêdanên çavkaniya xwe ya orîjînal diparêzin.
- NASA GIBS: We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
- Daneyên hewayê ji Open-Meteo.com (https://open-meteo.com/), bi lîsansa CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).
- Qatên bijarte (5 çavkanî di lîsteya qatan de: zindî, pêşbînî, çavdêrîkirî û çarçove) dema ku têne vekirin krediya pêşkêşkerê xwe li ser nexşeyê û li vir çap dikin; pêşbînî derketina modelê ne û nîşanderên derivekirî texmîn in.
Qat û dîrok
- Ronahiya şevê, rojane: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Cotmeh 2026
- Qebareya nifûsê, 2020: Nifûs: CIESIN, Zanîngeha Columbia, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · sabît
- Ava lehiyê, berhevoka 3-rojî: VIIRS Global Flood Product, NASA LANCE · 14 Cotmeh 2026
- Anomaliya germahiya rûyê behrê: GHRSST MUR25, NASA JPL PO.DAAC · 12 Cotmeh 2026
- Rengê rastîn: VIIRS NOAA-20 refleksiyona rastkirî, NASA LANCE · 13 Cotmeh 2026
The subject, methods and measures and debates and bodies
The field and its scope
For supply-chain, trade and financial-stability analysts who need to trace how a local disruption becomes a system-wide loss and to judge the models and data behind such estimates.
Quantities and units
Methods and their limits
Each method is listed with what it assumes and where it fails.
What the field debates
Bodies that set practice, and the data they publish
Bodies and standards are named so learners can find and apply their published work; the Academy teaches their use and links to the publisher, and no affiliation is implied.
One supplier down: how inoperability travels through a production network and what inventory buys
A supplier that stops delivering makes its customers inoperable in proportion to how much of their input it supplied; the loss multiplies through the input-output structure, and the days of inventory on hand decide whether the shock passes through or dies out before the supplier recovers.
Sources: Haimes and Jiang, Leontief-based model of risk in complex interconnected infrastructures (2001); Hallegatte, An adaptive regional input-output model and its application to the assessment of the economic cost of Katrina (2008); Carvalho, Nirei, Saito and Tahbaz-Salehi, Supply chain disruptions: evidence from the Great East Japan earthquake (2021); Inoue and Todo, Firm-level propagation of shocks through supply-chain networks (2019).
At a glance, hub and courses
Supply network and economic contagion at a glance
risksacademy.comsystems-nexusdiscipline
- Open, 0
- In preparation, 0
- Subtopics, 9
Research and tools
Research and preprints as they are published, by discipline, with the faculty’s other tools.
The hub lists the newest research and preprints for Supply network and economic contagion, each with its source and date. Open the research hub
Courses in this discipline
Courses for this discipline are in development; until they open, study it through the connected courses and open lessons below.
The course catalogue lists every open course of the Academy.
How Supply network and economic contagion is taught, as a process you can run
Press Play to run this process from this page’s own data.
Achievements, where this is practised, practised in and across the ecosystem
Achievements in this discipline
Course achievements
One for each course with this as its primary discipline, earned when you pass the course’s assessed activities.
Department: Systemic Risk and Complexity
Earn two discipline achievements in the Department of Systemic Risk and Complexity. In development.
An achievement is a record of the learning completed and assessed here. How recognition works.
Where the subject is practised
A field platform page on this subject is in development.
The two Foundry systems where it is practised
- FoundryNXS-GRX systemShocks propagate through production and trade networksCascades room
- NXS-NET systemNetwork topology sets how disruptions spreadTopology room
Foundry system pages describe what each system and its rooms are designed to do; the courses teach the methods these systems apply.
Across the ecosystem
Take part in Systems and Nexus Studies
Ji kî bûna xwe dest pê bike.
Core references and where to begin
Start with Acemoglu, then Haimes, then Hallegatte.
Pirs, bersiv û têgehên sereke
Gelo xwendin li vir belaş e?
Temamkirina kursekê çi dide min?
Dane û cih ji ku tên?
How do I take part beyond the courses in supply network and economic contagion?
Têgehên sereke
Input-output model
A model of the flows of goods and services between sectors used to trace how output in one sector depends on others.
Inoperability
The proportion by which a sector’s output falls short of its planned level after a disruption.
Xala tengbûnê
A node or route in a network whose loss cuts off a large share of flows.
Percolation
The process by which a network fragments as nodes or links are removed, used to measure robustness.
Ji vê rûpelê delîl bidin.
Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.
Around Supply network and economic contagion
Prepare with a related course
Open courses in connected disciplines teach the methods this discipline will build on.