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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 focusDigital Platforms547 records / 9 family pairs

Research topology centered on Digital PlatformsLine 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 Digital PlatformsTap 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
TopicsDigital PlatformsResearch / 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

Digital Platforms

31 connected nodes in this bounded slice
Visible nodes
31
of 31
Visible edges
66
declared links
Direct links
15
from focus
Hidden nodes
0
plot cap only
Direct neighborhood15
Focused declared relationship network for Digital PlatformsNodes are placed by graph distance from the selected profile. Color identifies node type. Lines identify encoded relationships in the selected semantic lens.Digital Platforms2Digital Platforms: Publication memberships 2Digital gatewaysDigital platform gateways: Bounded markets 5Browsers: Herfind...Which entry, exit, share, switching, price, quality, or capacity evidence can explain the movement inside this exact market boundary?: Herfindahl-Hirschman Index 3,612Mobile operating...Which entry, exit, share, switching, price, quality, or capacity evidence can explain the movement inside this exact market boundary?: Herfindahl-Hirschman Index 5,337Search engines: H...Which entry, exit, share, switching, price, quality, or capacity evidence can explain the movement inside this exact market boundary?: Herfindahl-Hirschman Index 7,359Social referrals:...Which entry, exit, share, switching, price, quality, or capacity evidence can explain the movement inside this exact market boundary?: Herfindahl-Hirschman Index 4,995Browsers: Four-pa...Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Four-participant concentration ratio 93.8%Mobile operating...Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Four-participant concentration ratio 100.0%Search engines: F...Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Four-participant concentration ratio 99.4%Social referrals:...Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Four-participant concentration ratio 94.4%Browsers: Leading...Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Leading-participant share 50.0%Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Leading-participant share 63.1%Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Leading-participant share 85.2%Which participant-share changes account for the structural movement, and are the denominator and coverage stable across both anchors?: Leading-participant share 68.9%Five Digital Gateways: Evidence sources 5Four digital usage systems traced four different structural paths.: Exact signals 12U.S. browser usage: Latest HHI 3,612U.S. search engine usage: Latest HHI 7,359U.S. social-media referral traffic: Latest HHI 4,995U.S. mobile operating-system web usage: Latest HHI 5,337U.S. generative AI assistant usage: Latest HHI 4,804Market Structure: Publication memberships 9Merger Review: Publication memberships 3Tracked market HHI: Observation rows 26Tracked market CR4: Observation rows 21Tracked leading-participant share: Observation rows 18Browser 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 2026-07-17Mobile operating system market share in United States of America, April 2023-April 2026: Access date 2026-07-20Social media referral share in United States of America, April 2023-April 2026: Access date 2026-07-20AI chatbot market share in United States of America May 2026: Access date 2026-06-23
Markets12Products55Operators20Industries1866Issues6Topics8Questions46Places3270Indicators30Records14Named entities21Publications85Sources45
TopicsDigital PlatformsAR-T02 / 1 issue program / 5 evidence lanes
Publication memberships
2
Status
institutional research topic
Declared links
15
Latest year
2026

How do defaults, distribution, data access, interoperability, and adjacent-platform positions shape entry across separately measured digital systems?

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 relationships15

Direct relationship fingerprint

How Digital Platforms is declared in the Atlas

Research / direct focus links / no composite score
Counterparties
15
Unique canonical endpoints
Encoded links
15
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
Questions12 encoded edges
12
Publications2 encoded edges
2
Issues1 encoded edge
1
Declared counterpartiesCarry exact endpoints into deeper analysis
15 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 15 exact direct counterparties.
Direct layer mixMeasurement0Organization0Enforcement0Research15
Encoded confidencehigh0medium0bounded15low0

Relationship ledger

Every plotted line remains an inspectable record

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

ResearchIssue program membershipissue scope

U.S. generative AI assistant usage is an explicitly curated member of the Digital platform gateways research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. browser usage is an explicitly curated member of the Digital platform gateways research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. mobile operating-system web usage is an explicitly curated member of the Digital platform gateways research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. search engine usage is an explicitly curated member of the Digital platform gateways research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchIssue program membershipissue scope

U.S. social-media referral traffic is an explicitly curated member of the Digital platform gateways research program while retaining its own product boundary, geography, denominator, and comparison contract.

Competition issue scope contractbounded
ResearchNamed measurement familyquestion indicator

Q31 is framed by Four-participant concentration ratio and resolves to the canonical market-cr4 indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q35 is framed by Four-participant concentration ratio and resolves to the canonical market-cr4 indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q38 is framed by Four-participant concentration ratio and resolves to the canonical market-cr4 indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q41 is framed by Four-participant concentration ratio and resolves to the canonical market-cr4 indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q32 is framed by Herfindahl-Hirschman Index and resolves to the canonical market-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q36 is framed by Herfindahl-Hirschman Index and resolves to the canonical market-hhi indicator dossier.

Research agenda metric contractbounded
ResearchNamed measurement familyquestion indicator

Q39 is framed by Herfindahl-Hirschman Index and resolves to the canonical market-hhi indicator dossier.

Research agenda metric contractbounded

Showing 8 of 66 exact relationships. The complete filtered ledger remains available in CSV.

54 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.