# Data access

`kaal:entity:data-access`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `data-access`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

2 claims across 2 works, 2019 to 2024.

**2019**

- [3409548-004](https://wulfkaal.github.io/claims/3409548-004) [mechanism/argued] -- Easier access to trading data and to information about the hedge fund industry has been a significant factor in the growth of hedge fund assets, because analytic platforms let managers manipulate peer and style data and build targeted marketing materials.
  > Easier access to trading data and information about the hedge fund industry has been a significant factor in the growth of hedge fund assets.
  Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548

**2024**

- [4755632-005](https://wulfkaal.github.io/claims/4755632-005) [condition/argued] *(failure mode)* -- Access to structured labeled data determines which industries can capitalize on AI first: finance and healthcare hold a head start, while transportation and customer service face hurdles from privacy concerns, data fragmentation, and extensive labeling requirements.
  > Industries that can access large volumes of structured and labeled data, such as finance and healthcare, may have a head start in leveraging AI. On the other hand, industries like transportation and customer service may face hurdles in obtaining quality data
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/data-access.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.