Bilateral evidence profiles
Relationship studio
Compare two profiles through their documented relationships and shared records. An indirect connection is not evidence of a direct relationship.
Current declared route54171 Research and dev...U.S. Census Bureau1 shortest paths / 4 common neighbors / 9 supporting edges
Comparable nodes5,478canonical nodes
Declared edges19,193auditable links
Relationship layers4kept separate
Inferred endpoint links0from path proximity
Route contractEvery line is declared. Multi-hop proximity never becomes a direct endpoint claim.Evidence standard
Bilateral query
Build an exact profile-to-profile route
1,867 profiles directly connected to U.S. Census Bureau
4 profiles directly connected to 54171 Research and dev...
Relationship familyMeasurementMarkets, participants, industries, places, indicators, and sources
Declared route sets
Declared bilateral profile
54171 Research and dev... U.S. Census Bureau
Measurement / 1 hop- Shortest route
- 1declared hop
- Shortest paths
- 1deterministic routes
- Common neighbors
- 4exact intersections
- Packet edges
- 91 cited sources
high9medium0bounded0low0
- Revenue HHI
- 62.2
- Selected-layer neighbors
- 5
- Total neighbors
- 5
- Latest year
- 2022
Connection fingerprint
Measurement5
Organization0
Enforcement0
Research0
Industries4Sources1
Open canonical profileMeasurementOrganizationEnforcementResearch
Route 01 / 1 hop
- Access date
- 2026-07-17
- Selected-layer neighbors
- 1,868
- Total neighbors
- 1,872
- Latest year
- 2026
Connection fingerprint
Measurement1868
Organization0
Enforcement0
Research4
Industries1866Indicators2Publications4
Open canonical profileSupporting edge ledger
Every bridge remains an inspectable declaration
9 exact edges support the shortest paths and common-neighbor intersections in this layer.
Research and development in the physical, engineering, and life sciences (NAICS 54171) is classified under Scientific research and development services (NAICS 5417) in the 2022 NAICS hierarchy.
Research and development in nanotechnology (NAICS 541713) is classified under Research and development in the physical, engineering, and life sciences (NAICS 54171) in the 2022 NAICS hierarchy.
Research and development in biotechnology (except nanobiotechnology) (NAICS 541714) is classified under Research and development in the physical, engineering, and life sciences (NAICS 54171) in the 2022 NAICS hierarchy.
Research and development in the physical, engineering, and life sciences (except nanotechnology and biotechnology) (NAICS 541715) is classified under Research and development in the physical, engineering, and life sciences (NAICS 54171) in the 2022 NAICS hierarchy.
2022 Economic Census Concentration of Largest Firms supplies the 2022 employer-firm concentration screen for NAICS 5417.
2022 Economic Census Concentration of Largest Firms supplies the 2022 employer-firm concentration screen for NAICS 54171.
2022 Economic Census Concentration of Largest Firms supplies the 2022 employer-firm concentration screen for NAICS 541713.
2022 Economic Census Concentration of Largest Firms supplies the 2022 employer-firm concentration screen for NAICS 541714.
2022 Economic Census Concentration of Largest Firms supplies the 2022 employer-firm concentration screen for NAICS 541715.
Bilateral graph contract
A route is not a finding about its endpoints
Each hop keeps its own evidence label, confidence, source custody, and edge-specific limitation.
A bilateral atlas route preserves a sequence of declared edges for navigation and audit. A direct edge, common neighbor, or multi-hop path does not make the endpoints equivalent, establish ownership or control, assign liability, define an antitrust market, make unlike measures comparable, or show causation.
Reusable bilateral packet
Carry the exact route into analysis
JSON preserves endpoints, shortest paths, common neighbors, nodes, and edge metadata. CSV flattens the complete supporting ledger.