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Cross-domain evidence graph

Observatory atlas

Follow documented connections between markets, firms, places, publications, and sources. A connection shows a recorded relationship, not that two measures describe the same market.

Live family topologyResearch

Current focusGeographic Competition547 records / 9 family pairs

Research topology centered on Geographic CompetitionLine width represents declared relationship count. Line color identifies relationship layer. Circle size represents the number of canonical profiles in each family.Publications to Sources: 169 declared links. Research 169.Places to Publications: 114 declared links. Research 114.Topics to Publications: 97 declared links. Research 97.Topics to Questions: 58 declared links. Research 58.Questions to Indicators: 46 declared links. Research 46.Markets to Publications: 33 declared links. Research 33.Issues to Topics: 16 declared links. Research 16.Markets to Issues: 12 declared links. Research 12.Indicators to Sources: 2 declared links. Research 2.Markets12Markets: 12 canonical profiles, 45 links in Research, 171 links overall. Documented antitrust and screening definitionsProducts55Products: 55 canonical profiles, 0 links in Research, 85 links overall. Source-labeled market participantsOperators20Operators: 20 canonical profiles, 0 links in Research, 32 links overall. Official product attributionsIndustries1,866Industries: 1,866 canonical profiles, 0 links in Research, 5,408 links overall. Census hierarchy and screening contextIssues6Issues: 6 canonical profiles, 28 links in Research, 28 links overall. Editorial competition research programsTopics8Topics: 8 canonical profiles, 171 links in Research, 171 links overall. Institutional research subjects and exact evidence membershipsQuestions46Questions: 46 canonical profiles, 104 links in Research, 104 links overall. Public research questions anchored to exact signals and indicatorsPlaces3,270Places: 3,270 canonical profiles, 114 links in Research, 13,125 links overall. National context, bounded state and local screens, and international regulatory profilesIndicators30Indicators: 30 canonical profiles, 48 links in Research, 8,105 links overall. Canonical measurement dossiersRecords14Records: 14 canonical profiles, 0 links in Research, 63 links overall. Dated official enforcement recordsNamed entities21Named entities: 21 canonical profiles, 0 links in Research, 37 links overall. Organizations named in official recordsPublications85Publications: 85 canonical profiles, 413 links in Research, 413 links overall. Reports, data dispatches, and international evidence briefsSources45Sources: 45 canonical profiles, 171 links in Research, 5,588 links overall. Public evidence custody
Research compact topology centered on Geographic CompetitionTap a family or weighted route to inspect its declared neighborhood, then use the dossier action below to open the complete record. Circle size represents canonical profile count.Publications to Sources: 169 declared links. Research 169.Places to Publications: 114 declared links. Research 114.Topics to Publications: 97 declared links. Research 97.Topics to Questions: 58 declared links. Research 58.Questions to Indicators: 46 declared links. Research 46.Markets to Publications: 33 declared links. Research 33.Issues to Topics: 16 declared links. Research 16.Markets to Issues: 12 declared links. Research 12.Indicators to Sources: 2 declared links. Research 2.Markets12Markets: 12 canonical profiles, 45 links in Research, 171 links overall. Documented antitrust and screening definitionsProducts55Products: 55 canonical profiles, 0 links in Research, 85 links overall. Source-labeled market participantsOperators20Operators: 20 canonical profiles, 0 links in Research, 32 links overall. Official product attributionsIndustries1.9kIndustries: 1,866 canonical profiles, 0 links in Research, 5,408 links overall. Census hierarchy and screening contextIssues6Issues: 6 canonical profiles, 28 links in Research, 28 links overall. Editorial competition research programsTopics8Topics: 8 canonical profiles, 171 links in Research, 171 links overall. Institutional research subjects and exact evidence membershipsQuestions46Questions: 46 canonical profiles, 104 links in Research, 104 links overall. Public research questions anchored to exact signals and indicatorsPlaces3.3kPlaces: 3,270 canonical profiles, 114 links in Research, 13,125 links overall. National context, bounded state and local screens, and international regulatory profilesIndicators30Indicators: 30 canonical profiles, 48 links in Research, 8,105 links overall. Canonical measurement dossiersRecords14Records: 14 canonical profiles, 0 links in Research, 63 links overall. Dated official enforcement recordsNamed entities21Named entities: 21 canonical profiles, 0 links in Research, 37 links overall. Organizations named in official recordsPublications85Publications: 85 canonical profiles, 413 links in Research, 413 links overall. Reports, data dispatches, and international evidence briefsSources45Sources: 45 canonical profiles, 171 links in Research, 5,588 links overall. Public evidence custody
Canonical nodes5,4785433 public profiles
Declared edges19,193exact encoded links
Node families13bounded domains
Inferred links0name-only joins
Encoded hereProfile-to-indicator observations, issue-program scope, source custody, market participation, official attribution, declared industry context, publication scope, and dated policy relationships.
Never inferred hereSubstitutability, ownership, control, liability, causation, or comparability across unlike measures.
Read evidence standard

Graph census · Research

Who the Atlas connects

Every lane is an exact family-pair contract in the active semantic lens, ranked by encoded edge count.

8 of 13families connectedTop 8 routes carry 99.6% of active-layer edges.

Active-lens edges
547
Research
Family-pair routes
9
exact family contracts
Cross-family pairs
9
between unlike families
Self-family pairs
0
within one family
Open the complete relationship matrixScan all 91 possible family contracts by edge volume or source custody, including explicit structural zeros.
  1. 01PublicationsSourcesResearch layer · open complete contract dossier16930.9%
  2. 02PlacesPublicationsResearch layer · open complete contract dossier11420.8%
  3. 03TopicsPublicationsResearch layer · open complete contract dossier9717.7%
  4. 04TopicsQuestionsResearch layer · open complete contract dossier5810.6%
  5. 05QuestionsIndicatorsResearch layer · open complete contract dossier468.4%
  6. 06MarketsPublicationsResearch layer · open complete contract dossier336.0%
  7. 07IssuesTopicsResearch layer · open complete contract dossier162.9%
  8. 08MarketsIssuesResearch layer · open complete contract dossier122.2%
Inspect the remaining 1 family-pair routes2 links · 0.4% of active-layer edges
  1. 09IndicatorsSourcesResearch layer · open complete contract dossier20.4%
Bar length uses a logarithmic scale so low-volume lanes remain visible.Counts and shares describe encoded relationships, not economic importance, substitutability, control, liability, or antitrust harm.

Graph query

Build a declared relationship neighborhood

Network depth
TopicsGeographic CompetitionResearch / 2 hops / all neighbors
Semantic classificationAll 39 relationship contracts remain distinctRead ontology

Choose one exact semantic contract to rebuild the topology, neighborhood, diagnostics, ledger, and public exports around only that declared edge type.

Focused evidence graph

Geographic Competition

52 connected nodes in this bounded slice
Visible nodes
48
of 52
Visible edges
73
declared links
Direct links
17
from focus
Hidden nodes
4
plot cap only
Direct neighborhood17
Focused declared relationship network for Geographic CompetitionNodes are placed by graph distance from the selected profile. Color identifies node type. Lines identify encoded relationships in the selected semantic lens.Geographic Competition7Geographic Competition: Publication memberships 7CommunicationsCommunications infrastructure: Bounded markets 2Food buyer powerFood systems and buyer power: Bounded markets 1Housing accessHousing access and local power: Bounded markets 1TransportationTransportation networks: Bounded markets 1United States bra...How can the nearly stable national aggregate be reconciled with state-level movement, organization turnover, branch change, and nominal deposit growth?: National bank-deposit HHI 401U.S. fixed broadb...What provider-share, technology, speed-tier, entry, and geographic composition changes explain the rise in national HHI while median subnational HHIs declined?: Residential fixed broadband National HHI 1,501Median county: Re...Which areas and provider-share changes account for movement in the county median, and how wide is the distribution hidden by the median?: Residential fixed broadband County median 4,599Median state: Res...Which areas and provider-share changes account for movement in the state median, and how wide is the distribution hidden by the median?: Residential fixed broadband State median 2,937Median census tra...Which areas and provider-share changes account for movement in the tract median, and how wide is the distribution hidden by the median?: Residential fixed broadband Tract median 5,504Statewide branch-...Which state-specific paths, ownership-reporting changes, branch-booking patterns, entry, exit, or consolidation events account for movement beneath the cross-sectional median?: Median statewide bank-deposit HHI 903The U.S. Competition Landscape: Evidence sources 14Housing Competition Needs Local Ownership Data: Evidence sources 4Fixed Broadband Concentration Across Geographic Scales, 2020-2024: Evidence sources 1State Individual Insurance Concentration, 2024: Evidence sources 1Geographic concentration screens point in different directions at different scales.: Exact signals 6State Banking Structure, 2015-2025: Evidence sources 1National fixed-broadband HHI rose while three geographic medians fell.: Exact signals 4U.S. browser usage: Latest HHI 3,612U.S. domestic airline passengers: HHI status WithheldU.S. search engine usage: Latest HHI 7,359U.S. generative AI assistant usage: Latest HHI 4,804U.S. rental housing access: HHI status WithheldU.S. mobile wireless service: Latest HHI 3,550U.S. pharmacy benefit management: HHI status WithheldU.S. steer and heifer purchases by beef packers: HHI status WithheldU.S. residential fixed broadband access: Latest HHI 1,501U.S. ACA individual health insurance: Latest HHI 3,650Market Structure: Publication memberships 9Industry Structure: Publication memberships 4Merger Review: Publication memberships 3Methods and Public Data: Publication memberships 3State bank-deposit HHI: Observation rows 51Fixed broadband HHI by geographic scale: Observation rows 202025 Summary of Deposits: Access date 2026-07-192022 Economic Census Concentration of Largest Firms: Access date 2026-07-17Individual Insurance Market Competition (HHI by state): Access date 2026-06-23Browser market share in United States of America, April 2023-April 2026: Access date 2026-07-17Search engine market share in United States of America, April 2023-April 2026: Access date 2026-07-1748th Hart-Scott-Rodino Annual Report (FY 2025): Access date 2026-07-18Internet Access Services: Status as of December 31 2024: Access date 2026-07-212024 Communications Marketplace Report: Access date 2026-05-16AI chatbot market share in United States of America May 2026: Access date 2026-06-23Concentration in U.S. Meatpacking Industry and How It Affects Competition and Cattle Prices: Access date 2026-07-19TranStats airline domestic market share March 2025-February 2026: Access date 2026-05-16Pharmacy Benefit Managers: The Powerful Middlemen Inflating Drug Costs and Squeezing Main Street Pharmacies: Access date 2026-05-162017 Economic Census Concentration of Largest Firms: Access date 2026-07-18America's Rental Housing 2026: Access date 2026-06-21
Markets12Products55Operators20Industries1866Issues6Topics8Questions46Places3270Indicators30Records14Named entities21Publications85Sources45
TopicsGeographic CompetitionAR-T04 / 4 issue programs / 5 evidence lanes
Publication memberships
7
Status
institutional research topic
Declared links
17
Latest year
2026

How does competitive structure vary across national, state, county, tract, route, and other local frames?

Open canonical profile
Analysis handoff0

No direct measure declaredSelect a measured market, detailed industry, state, indicator, or source from the relationship graph to open exact analytical rows.

Direct relationships17

Direct relationship fingerprint

How Geographic Competition is declared in the Atlas

Research / direct focus links / no composite score
Counterparties
17
Unique canonical endpoints
Encoded links
17
Exact focus edges
Source custody
0%
0 source-bearing links
Profile families
3
Direct counterparty types
Counterparty compositionDirect nodes by profile family
Unique endpoints / active layer
Publications7 encoded edges
7
Questions6 encoded edges
6
Issues4 encoded edges
4
Declared counterpartiesCarry exact endpoints into deeper analysis
17 available
01
1 edge0 source-bearing
02
1 edge0 source-bearing
03
1 edge0 source-bearing
04
1 edge0 source-bearing
05
1 edge0 source-bearing
06
1 edge0 source-bearing
Showing 6 of 17 exact direct counterparties.
Direct layer mixMeasurement0Organization0Enforcement0Research17
Encoded confidencehigh0medium0bounded17low0

Relationship ledger

Every plotted line remains an inspectable record

77 edges survive the current focus, depth, node-type, layer, and semantic-type contract.

ResearchIssue program membershipissue scope

U.S. residential fixed broadband access is an explicitly curated member of the Communications infrastructure research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. mobile wireless service is an explicitly curated member of the Communications infrastructure research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. steer and heifer purchases by beef packers is an explicitly curated member of the Food systems and buyer power research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. rental housing access is an explicitly curated member of the Housing access and local power research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. domestic airline passengers is an explicitly curated member of the Transportation networks research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchNamed measurement familyquestion indicator

Q08 is framed by Residential fixed broadband County median and resolves to the canonical fixed-broadband-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q11 is framed by Residential fixed broadband National HHI and resolves to the canonical fixed-broadband-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q09 is framed by Residential fixed broadband State median and resolves to the canonical fixed-broadband-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q07 is framed by Residential fixed broadband Tract median and resolves to the canonical fixed-broadband-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q12 is framed by National bank-deposit HHI and resolves to the canonical state-bank-deposit-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q10 is framed by Median statewide bank-deposit HHI and resolves to the canonical state-bank-deposit-hhi indicator dossier.

Research agenda metric contractbounded
ResearchCovered market profilereport market

Fixed Broadband Concentration Across Geographic Scales, 2020-2024 explicitly lists U.S. residential fixed broadband access in its related-market scope.

Report scope contractbounded

Showing 8 of 77 exact relationships. The complete filtered ledger remains available in CSV.

65 additional exact edges are available in JSON and CSV.

Graph contract

Relationship families stay separate

The atlas joins routes through encoded custody and context, never through name resemblance or an inferred corporate, legal, or causal relationship.

The atlas exposes only relationships declared in the current public data. A link or issue grouping does not make unlike measures comparable, establish ownership or control, define an antitrust market, assign liability, or show that a policy event caused an economic outcome.

Reusable graph packet

Carry node and edge custody into analysis

The packet preserves node type, canonical route, relationship family, source link, evidence label, confidence, and edge-specific guardrail.