W7118172101 Working papers AI × management and organizations

Making workplace AI visible: Peer observability and advice networks shape routine use and confidence

Jaehyun Ahn · Matt Benge · Laura Greenhaw · Pablo Lamino · Diana Hagan

Also recorded as: doi:10.2139/ssrn.6017287 · ssrn:6017287

ssrn search result · 2026-01-05

Recorded claims
2
coded from the inspected source
Evidence classes
1
ssrn-search-result
Recorded limitations
4
stated, never hidden

From the hash-bound evidence releases

Recorded claims

Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.

The SSRN listing describes organizations as struggling to convert generative-AI experimentation into routine workplace practice.

confidence: moderate ssrn-search-result apw-e1-ssrn-backfill

Scope: first-page SSRN search-result snippet

The listing says the paper examines peer observability and an AI-advice network as two designable levers for workplace AI uptake in a public-facing knowledge workforce.

confidence: moderate ssrn-search-result apw-e1-ssrn-backfill

Scope: mechanism and workforce setting summarized by SSRN

Structured relationships

In-corpus citations

Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.

Cites (0)

No in-corpus outgoing citation is available in the current enrichment coverage.

Cited by (0)

No in-corpus incoming citation is available in the current enrichment coverage.

Boundaries

Limitations & independence

Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.

Recorded limitations

  • SSRN search-result snippet only; abstract page was not inspected.
  • No sample statistic from external discovery material was used.
  • Full text and PDF were not inspected.
  • Append-only correction: this row supersedes E1-L06-R022 solely to encode the uninspected SSRN abstract manifestation with observed_at:null and derived_from:ssrn-search-result.

Source independence

ssrn-only