Dataset Nutrition Label

Product or Programme · All products and programmes
Evidence · 1 claim (1 for) · 1 study (1 causal), q3 · 0 of 1 report an effect size · 1 claim rests on one study

Description

The Dataset Nutrition Label is Holland et al.'s framework for dataset transparency, presenting metadata, source information, variable descriptions, summary statistics, visualizations, and bias-relevant information for dataset creators and consumers.

Components

Claims

• Detailed data disclosure statements, in either text or nutrition-label format, increase university students' confidence that specific data points are collected compared to a generic disclosure [+W]

Related Products and Programmes

• Extended labelled dataset of 345 OER sentences with ethnic-bias annotations from 193 students
• Asyncform (AF) dataset
• Ranking Facts

Key Sources

• Lewis Armanda; Stoyanovich Julia. (2021). Teaching Responsible Data Science: Charting New Pedagogical Territory. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-021-00241-7

Page metadata

Field	Value
type	product
id	dataset-nutrition-label
title	Dataset Nutrition Label
description	The Dataset Nutrition Label is Holland et al.'s framework for dataset transparency, presenting metadata, source information, variable descriptions, summary statistics, visualizations, and bias-relevant information for dataset creators and consumers.
status	review
product_kind	framework
generated	by process:settle-candidates on 2026-10-27
trust	unverified — no one has confirmed this page's content

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