AI Papers Atlas Wave 1
W7202229501 Working papers AI × management and organizations

The Uncodified Margin: Human Relational Intelligence as a Structural Complement to Algorithmic Systems in Five Emerging Markets

Lokesh Gupta

Also recorded as: doi:10.2139/ssrn.7235801 · ssrn:7235801

ssrn abstract page · 2026-08-12

Source of record — papers.ssrn.com See it on the corpus view
Recorded claims
3
coded from the inspected source
Evidence classes
2
ssrn-abstract-page, ssrn-ejournal-listing
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 abstract defines the uncodified margin as decision-relevant information that remains outside formal data systems because informal and semi-formal market participants have incentives not to create durable records.

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

Scope: abstract-level conceptual contribution

The abstract argues that this margin limits responsible autonomy for algorithmic decisions and derives design rules for organizations building market-intelligence systems in emerging-market settings.

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

Scope: abstract-level organizational design implications

At inspection time, the public Organizations & Markets: Formal & Informal Structures all-years search for artificial intelligence displayed this work among 50 postings.

confidence: high ssrn-ejournal-listing apw-e1-ssrn-backfill

Scope: universe: filtered O&M Formal & Informal Structures listing; unit: posting; period: all years through 2026-08-20; denominator: 50 displayed postings

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

  • Abstract-level evidence only; full text was not inspected and no PDF was downloaded.
  • O&M membership is evidenced by the retained public Formal & Informal Structures listing result. Its result URL is session-contextual and omits the journal_id; the retained bytes display the exact family label, query, and 50-posting denominator.
  • The abstract describes four cases drawn from the author's field experience rather than a representative sampling frame, so no prevalence inference is made.
  • The abstract page states a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International license.

Source independence

ssrn-only