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Clarify stochastic vs. probabilistic vs. random terminology#347

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Clarify stochastic vs. probabilistic vs. random terminology#347
Copilot wants to merge 3 commits intomainfrom
copilot/explain-stochastic-vs-probabilistic

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Copilot AI commented Jan 27, 2026

  • Research and gather authoritative sources on the distinction between stochastic, probabilistic, and random
  • Create a new section in notation.qmd to explain these terms
  • Quote the Wikipedia source as requested
  • Add links to authoritative academic sources
  • Add bibliographic references to references.bib
  • Add new technical terms to inst/WORDLIST
  • Run linting on changed files (no lints found)
  • Run spell check and add legitimate terms to WORDLIST
  • Validate syntax and citations (all correct)
  • Request code review (passed with no comments)
  • Move content to subfile _sec-stochastic-probabilistic-random.qmd
  • Add etymology link to etymonline.com

Summary

Successfully addressed all PR review feedback:

  1. Moved content to subfile: Created _sec-stochastic-probabilistic-random.qmd with all the detailed content, keeping only the level-2 header and include statement in notation.qmd

  2. Added etymology link: Added link to https://www.etymonline.com/search?q=stochastic in the "Stochastic" definition

All changes have been validated through linting and spell checking.

Original prompt

This section details on the original issue you should resolve

<issue_title>explain stochastic vs probabilistic vs random</issue_title>
<issue_description>quote and discuss https://en.wikipedia.org/wiki/Stochastic#:~:text=Stochasticity%20and%20randomness%20are%20technically%20distinct%20concepts%3A%20the%20former%20refers%20to%20a%20modeling%20approach%2C%20while%20the%20latter%20describes%20phenomena%3B%20in%20everyday%20conversation%20these%20terms%20are%20often%20used%20interchangeably.

find, summarize, and link to other, more authoritative sources</issue_description>

Comments on the Issue (you are @copilot in this section)


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Co-authored-by: d-morrison <2474437+d-morrison@users.noreply.github.com>
Copilot AI changed the title [WIP] Discuss stochastic, probabilistic, and random concepts Clarify stochastic vs. probabilistic vs. random terminology Jan 27, 2026
Copilot AI requested a review from d-morrison January 27, 2026 10:09
notation.qmd Outdated
For example,
we speak of "random variables" and "random events".

**Stochastic** comes from the Greek "στόχος" (_stókhos_),
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Added etymology link to https://www.etymonline.com/search?q=stochastic (commit b1784e6).

…logy link

Co-authored-by: d-morrison <2474437+d-morrison@users.noreply.github.com>
@d-morrison d-morrison marked this pull request as ready for review January 27, 2026 10:31
Copilot AI review requested due to automatic review settings January 27, 2026 10:31
@d-morrison d-morrison enabled auto-merge January 27, 2026 10:31
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Pull request overview

This PR adds a new section to the notation chapter that clarifies the technical distinctions between "stochastic", "probabilistic", and "random" - terms that are often used interchangeably in everyday conversation but have nuanced differences in formal mathematical contexts.

Changes:

  • Added a new section explaining the distinction between stochastic, probabilistic, and random terminology
  • Moved content to a separate subfile following repository conventions
  • Added three authoritative academic references to the bibliography
  • Included etymology and links to additional resources

Reviewed changes

Copilot reviewed 4 out of 4 changed files in this pull request and generated 1 comment.

File Description
_sec-stochastic-probabilistic-random.qmd New content file with definitions, examples, comparison table, and additional resources for understanding the three terms
notation.qmd Adds section header and include statement for the new stochastic/probabilistic/random section
references.bib Adds three academic book references (Adler & Taylor 2009, Stirzaker 2005, Kallenberg 2002) cited in the new content
inst/WORDLIST Adds legitimate technical terms (Stochasticity, probabilistically, stókhos) for spell checking

| Term | What it describes | Typical use | Example |
|---------------|----------------------------------|------------------------------------|------------------------------------|
| Random | Single variable or event | Random variable, random outcome | Coin toss, die roll |
| Stochastic | System or process in time/space | Stochastic process | Stock price evolution, Markov chain|
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Missing space before the closing pipe character in the table. For consistency with the other rows in the table, there should be a space before the final pipe character.

Suggested change
| Stochastic | System or process in time/space | Stochastic process | Stock price evolution, Markov chain|
| Stochastic | System or process in time/space | Stochastic process | Stock price evolution, Markov chain |

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explain stochastic vs probabilistic vs random

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