Benford's law

observation about the frequency distribution of leading digits in many real-life sets of numerical data
Place probability_distribution Q817168
Benford's law
Gknor · Public Domain · Wikimedia
Press Enter · cited answer in seconds

Benford's law

Summary

Benford's law is a probability distribution[1]. It draws 3,319 Wikipedia views per month (probability_distribution category, ranking #1 of 9).[2]

Key Facts

  • Benford's law is the creator of Frank Benford[3].
  • Benford's law's instance of is recorded as probability distribution[4].
  • Benford's law's instance of is recorded as empirical law[5].
  • Benford's law's instance of is recorded as rule of thumb[6].
  • Frank Benford is named after Benford's law[7].
  • Benford's law is used for detection[8].
  • Benford's law's Commons category is recorded as Benford's law[9].
  • 1938 marks the founding of Benford's law[10].
  • Benford's law's location of creation is recorded as Schenectady[11].
  • Benford's law's used by is recorded as fraud prevention and detection[12].
  • Benford's law's maintained by WikiProject is recorded as WikiProject Mathematics[13].

Body

Designation and Status

Recorded instance of include probability distribution[4], empirical law[5], and rule of thumb[6].

History and Context

1938 marks the founding of Benford's law[10]. Frank Benford is named after it[7].

Why It Matters

Benford's law draws 3,319 Wikipedia views per month (probability_distribution category, ranking #1 of 9).[2] It has Wikipedia articles in 26 language editions, a strong signal of global cultural recognition.[14] It is known by 56 alternative names across languages and contexts.[15]

References

Programmatic citations — every numbered marker resolves to a verifiable graph row below.

Direct Wikidata claims

  1. [4] . wikidata.org.
  2. [5] . wikidata.org.
  3. [6] . wikidata.org.
  4. [7] . wikidata.org.
  5. [3] . wikidata.org.
  6. [8] . wikidata.org.
  7. [9] . wikidata.org.
  8. [10] . wikidata.org.
  9. [11] . wikidata.org.
  10. [12] . wikidata.org.
  11. [13] . wikidata.org.

Class ancestry

  1. [1] . Wikidata. wikidata.org.

Aggregate / graph-position facts

  1. [2] . Wikimedia Foundation. dumps.wikimedia.org.
  2. [14] . Wikidata sitelinks. wikidata.org.
  3. [15] . Wikidata aliases. wikidata.org.

📑 Cite this page

Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA 4ort.xyz Knowledge Graph. (2026). Benford's law. Retrieved May 3, 2026, from https://4ort.xyz/entity/benford-s-law
MLA “Benford's law.” 4ort.xyz Knowledge Graph, 4ort.xyz, 3 May. 2026, https://4ort.xyz/entity/benford-s-law.
BibTeX @misc{4ortxyz_benford-s-law_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Benford's law}}, year = {2026}, url = {https://4ort.xyz/entity/benford-s-law}, note = {Accessed: 2026-05-03}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Benford's law — https://4ort.xyz/entity/benford-s-law (retrieved 2026-05-03)

Canonical URL: https://4ort.xyz/entity/benford-s-law · Last refreshed:

Edit History

Rolling log of changes to this entity's Wikidata record. Values shown reflect the current state of each edited property — follow the history link to see the precise diff for any edit.

  1. 13d ago · VGMaintenanceBot bot · 2026-09-08 view diff on Wikidata ↗
    Instance of probability distribution, empirical law, rule of thumb
    Has use detection
    Maintained by wikiproject WikiProject Mathematics
    Creator Frank Benford
    + 11 other properties edited (see Wikidata diff for full list)
    "/* wbsetqualifier-add:1| */ [[Property:P9675]]: 9530, Add qualifier to Rosetta Code page ID `Benford's_law`"
Live feed via Wikidata EventStreams. New edits appear within minutes of being made on Wikidata.