W7203648241 Working papers AI × management and organizations

From Organizational Position to Executed Action: Terminal-To-Execution Operative Carryover in Human-AI Systems

Nika Novak

Also recorded as: doi:10.2139/ssrn.7279080 · ssrn:7279080

ssrn abstract page · 2026-08-17

Recorded claims
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Evidence classes
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Recorded limitations
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Recorded claims

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The paper proposes terminal-to-execution operative carryover to distinguish whether an element of an organizational AI position remains both lineage-supported and action-bearing downstream. In a predeclared model-blind test of 12 synthetic cases containing 15 focal elements, with no calendar period applicable, the abstract reports cross-vendor model agreement on 15 of 15 final classifications and 43 of 45 pooled sub-predicate and final codes.

confidence: high ssrn-abstract-page apw-e1-ssrn-backfill

Scope: organizational AI representation, human oversight, provenance, accountability, and execution lineage

Structured relationships

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Limitations & independence

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Recorded limitations

  • Abstract-level evidence only; full test materials and adjudication details were not inspected.
  • The abstract limits the result to synthetic model-blind reproducibility and does not establish human inter-rater reliability, construct validity, external validity, prevalence, or causal importance.

Source independence

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