Construct · 1 fields · 1 citations

data cascades: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
datacascades1 CONSTRUCTData cascadesSAMBASIVAN · HUMAN-COMPUTER

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Human-computer interaction

compounding problems in high-stakes AI systems that start from poor data practices upstream and surface later as harms, because data work is undervalued compared with model work.

In human-computer interaction, data cascades refers to compounding problems in high-stakes AI systems that start from poor data practices upstream and surface later as harms, because data work is undervalued compared with model work. This meaning comes from Sambasivan (2021) in Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems.[1]

Unit
Recovery means
Measured by

Next

Run it through the Collider, or take the citations with you.

See how data cascades sits against neighbouring constructs in the Collider, or export every reference on this page in one click.

Open in ColliderExport BibTeXReport this entry

Nearby constructs

interaction3 fields · 7 citationsjingle · one word, three constructsmodel3 fields · 3 citationsjingle · one word, three constructssurface3 fields · 3 citationsjingle · one word, three constructs

References

  1. Sambasivan, N., Kapania, S., Highfill, H., Akrong, D., Paritosh, P., & Aroyo, L. M. (2021). “Everyone wants to do the model work, not the data work”: Data Cascades in High-Stakes AI. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. https://doi.org/10.1145/3411764.3445518

Cited on this page?

Confirm your construct, or correct us.

If your work is cited behind one of these entries, you know better than we do whether we captured the meaning right. Confirm it, suggest an edit, or dispute it, and your name goes on the entry as an author who has checked it, linked to your ORCID.

Claim your construct