ZAPHAN Provenance Record · DGW-2026-10-03

Evidence behind “AI Work Redesign: Know When to Assist, Rebuild, Wait, or Quit”

ZAPHAN compares evidence across methods and operating contexts. Commercial surveys remain associations; experimental and audit findings retain their populations, conditions, and generalization limits.

PUBLIC SOURCE

The State of AI: How Organizations Are Rewiring to Capture Value

Source organization
McKinsey & Company
Evidence role and boundary
Commercial survey evidence; association does not establish causation.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

The Agentic Imperative: Generating Impact

Source organization
Accenture
Evidence role and boundary
Commercial survey and practitioner guidance; findings remain context-bound.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

Artificial Intelligence: IRS Actions Needed

Source organization
U.S. Government Accountability Office
Evidence role and boundary
Independent audit of 126 IRS AI use cases in a U.S. federal-agency context.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

Generative AI at Work

Source organization
NBER
Evidence role and boundary
Field evidence from 5,179 customer-support agents; transfer requires local validation.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

Early-2025 AI and Experienced Open-Source Developer Productivity

Source organization
METR
Evidence role and boundary
Randomized evidence from 16 experienced developers and 246 tasks in the studied setting.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

The Cybernetic Teammate

Source organization
Dell’Acqua et al.
Evidence role and boundary
Frozen 2025 working-paper field experiment with 776 professionals; setting-specific.
Publication
DGW-2026-10-03
Open public source ↗
PUBLIC SOURCE

Agentic AI in Organisations

Source organization
OECD
Evidence role and boundary
Qualitative practitioner evidence on heterogeneous, governance-dependent adoption.
Publication
DGW-2026-10-03
Open public source ↗

Rights-safe presentation

This publication uses original ZAPHAN analysis, concise attribution, and links to public source pages. It does not reproduce third-party charts, tables, screenshots, PDFs, graphics, or substantial source expression.

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