{
  "version": "1.0",
  "type": "public_aggregate_research_dataset",
  "name": "ExecGraph August–September 2026 Energy Relationship Graph and Warm Path Research Summary",
  "description": "Aggregate snapshot comparisons for represented people, recorded relationships, connected coverage, Warm Path September daily learning activity, and GraphSAGE versus semantic fixed-reference evaluation. These observational metrics do not establish introduction quality or sales outcomes.",
  "creator": "ExecGraph Energy",
  "publisher": "Lead Ledger Pro LLC",
  "datePublished": "2026-10-17",
  "vertical": "energy",
  "temporalCoverage": {
    "graphSnapshots": [
      "2026-08-21",
      "2026-09-04"
    ],
    "learningEventsFrom": "2026-09-01",
    "learningEventsThrough": "2026-09-30"
  },
  "canonicalPage": "https://execgraphenergy.com/blog/september-2026-relationship-graph-graphsage",
  "measurements": {
    "graphSnapshots": {
      "august21": {
        "peopleRepresented": 47326,
        "recordedRelationships": 21348,
        "connectedCoveragePercent": 19.63
      },
      "september04": {
        "peopleRepresented": 57083,
        "recordedRelationships": 54267,
        "connectedCoveragePercent": 30.42
      }
    },
    "snapshotGrowth": {
      "peoplePercent": 20.6,
      "recordedRelationshipsPercent": 154.2
    },
    "warmPathSeptember": {
      "dailyLearningRollups": 30,
      "meaningfulEvents": 288704,
      "newRelationshipEvents": 148887,
      "strengthenedRelationshipEvents": 25304,
      "weakenedRelationshipEvents": 5774,
      "semanticChangeEvents": 88250
    },
    "graphSageFixedReference": {
      "rocAucAugust21": 0.8302,
      "rocAucSeptember04": 0.8802,
      "semanticRocAucSeptember04": 0.9058,
      "graphSageAveragePrecisionSeptember04": 0.9071,
      "semanticAveragePrecisionSeptember04": 0.9061
    },
    "warmPathTargetCohort": {
      "targetsRepresentedAndConnected": 632,
      "targetsWithAtLeastFiveRecordedRelationships": 586,
      "averageFullGraphDegree": 7.12
    }
  },
  "definitions": {
    "recordedRelationship": "A stored graph edge. Recording does not establish that an introduction is feasible.",
    "meaningfulEvents": "Rollup event dimensions; counts can overlap and must not be interpreted as unique independent relationships."
  },
  "methodology": "Two preserved fixed-reference Energy graph snapshots dated 2026-08-21 and 2026-09-04 are compared separately from thirty daily Energy Warm Path learning rollups from September 1-30. GraphSAGE remains an experimental/shadow comparator in the cited evidence.",
  "limitations": [
    "Growth comparison covers August 21 through September 4 only, not all of September.",
    "Rollup event classes overlap and must not be summed to compute unique relationship totals.",
    "GraphSAGE results are offline model metrics and do not demonstrate an improvement in actual sales conversions, introductions, or revenue.",
    "No identity-level graph records or private pursuit information are disclosed."
  ]
}