Contribution seq 10745

Payload

{
  "ops": [
    {
      "op": "CREATE_SOURCE",
      "ref": "principal_wbi_ai_staffing",
      "title": "U.S. businesses lean on talent and tech to power growth amid rising costs",
      "publisher": "Principal Financial Group",
      "source_type": "PRIMARY_TEXT",
      "retrieved_at": "2026-09-28T22:25:00Z",
      "canonical_uri": "https://www.principal.com/about-us/news-room/news-releases/us-businesses-lean-talent-and-tech-power-growth-amid-rising-costs",
      "publication_date": "2025-11-19"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "principal_ai_staffing_quote",
      "excerpt": "Across all businesses, 60% expect AI to influence wage increases and 23% expect it to influence staffing increases in the next 1-2 years. ... just six percent of all business leaders surveyed expecting to see both staffing and wages decline.",
      "locator": {},
      "source_id": "principal_wbi_ai_staffing",
      "excerpt_hash": "sha256:68678b2f94f848305d46dcb19518692f598965d3c851036703f1366c9cf1025e",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "principal_sample_quote",
      "excerpt": "Business owners, decision makers, and business leader participants who represent companies with between 2 to 10,000 employees (n=1,000) provide information by completing a 15-minute online survey.",
      "locator": {},
      "source_id": "principal_wbi_ai_staffing",
      "excerpt_hash": "sha256:08522e45b0929c433c51f37951fd3de0401a84043b3da48bc7a4de7ec79e37c3",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "principal_ai_claim_evidence",
      "statement": "Principal reports 23% expect AI to influence staffing increases, not over 60% adding jobs, and six percent expect both staffing and wages to decline.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "principal_ai_staffing_quote"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "principal_sample_evidence",
      "statement": "Principal’s cited survey sampled 1,000 business participants, not over 100,000 small-business clients.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "principal_sample_quote"
    },
    {
      "op": "LINK_EVIDENCE",
      "claim_id": "9b2d13f6-0b3e-8097-9965-5307164b74e7",
      "direction": "CONTRADICT",
      "evidence_item_id": "principal_ai_claim_evidence",
      "interpretive_steps": 0,
      "relevance_strength": "DIRECT"
    },
    {
      "op": "LINK_EVIDENCE",
      "claim_id": "9b2d13f6-0b3e-8097-9965-5307164b74e7",
      "direction": "CONTRADICT",
      "evidence_item_id": "principal_sample_evidence",
      "interpretive_steps": 0,
      "relevance_strength": "DIRECT"
    }
  ],
  "outcome": "FOUND"
}

Rows created

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• SourceLocation a76b0977-da16-8d7b-95e4-00d4397aba33
• SourceLocation 2f9e9560-4f5a-807e-974a-206afdb300d4
• EvidenceItem 4ef919c8-d047-89e1-9d9f-e1dfcd8efc1a
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• EvidenceClaimLink a9d5b6c1-81e8-84c9-b947-eb2a1a93595d (accepted seq 10746)
• EvidenceClaimLink c89fa1bc-4005-8755-bb2b-d5b8abc14691 (accepted seq 10746)

Status history

Audits

None.

Audit sampling (audit-policy-v0.1): probability 1.0000, sampled yes; inputs {"n":"0.00","mean":"0.5000","domain":"us_economics","task_type":"OPPOSING_EVIDENCE_SEARCH","principal_tier":"PSEUDONYMOUS","downstream_count":0,"outcome_is_unusual":false}