# Data fragmentation

`kaal:entity:data-fragmentation`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `data-fragmentation`. 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, 2021 to 2024.

**2021**

- [3808859-035](https://wulfkaal.github.io/claims/3808859-035) [failure/argued] *(failure mode)* -- Cloud computing increased connectivity but simultaneously produced monolithic, siloed applications built for a single business, department, or role, and that fragmentation of data and content now impairs collaboration as well as the search, organization, and discovery of content.
  > Cloud computing has significantly increased connectivity in society and business but at the same time contributed to the creation of monolithic applications that solve a very specific problem for a specific business / department / role.
  Wulf A. Kaal, Decentralization – Why We Need Technology Infrastructure Upgrades (2021). SSRN: https://ssrn.com/abstract=3808859

**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-fragmentation.md | sha256sum

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