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Tom Stafford

@tomstafford@mastodon.online
mastodon 4.6.0-nightly.2026-04-17

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

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Joined October 31, 2022
Work:
https://tomstafford.github.io/
Github:
https://github.com/tomstafford
Newsletter:
https://tomstafford.substack.com/
Blog:
https://idiolect.org.uk/notes/

Posts

Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · 1d ago

Part three of my series of posts about signalling theory, and a fantastic case study of market change produced by the introduction of AI to a freelancing platform, giving everyone easy access to instant, bespoke, job applications. It didn’t end well, and the insight into why comes from understanding the nature of honest signals.

https://tomstafford.substack.com/p/when-trusted-signals-collapse

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When trusted signals collapse
tomstafford.substack.com

When trusted signals collapse

A case study in what can happen when AI levels the field

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Open post
In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · 4d ago
@neuralreckoning agree
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Open post
In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · 4d ago
@neuralreckoning really interesting. The suggestion highlights the fact of how little actual development of proposals happens in normal grant review - funders recruit external reviewers, but they typically just criticise, sifting better from worse proposals,. without contributing to making individual proposals better
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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · 5d ago

Tuesday boost for my post about evolution, signals and ....the badger

https://tomstafford.substack.com/p/lets-talk-about-the-badger-penis

View on mastodon.online
Let's talk about the badger penis
tomstafford.substack.com

Let's talk about the badger penis

Trust me, I'm going somewhere with this.

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · 6d ago

Evolution, signalling theory and (only safe for work) badger pictures. What’s not to like? https://tomstafford.substack.com/p/lets-talk-about-the-badger-penis

View on mastodon.online
Let's talk about the badger penis
tomstafford.substack.com

Let's talk about the badger penis

Trust me, I'm going somewhere with this.

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Apr 05, 2026

Reasonable People #100! Stated preference, revealed preference and the complications brought by circumstance

https://tomstafford.substack.com/p/the-surprising-deceptions-of-individual

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Apr 03, 2026

Nice note on the publishing history of Akerlof's classic "The Market for Lemons" paper (1970).

Rejected by two top journals for being "trivial", and a third for being "incorrect".

Today one of the "most-cited papers in modern economic theory" (and possibly anywhere? Google scholar reports 48,913 citations as of today)

https://en.wikipedia.org/wiki/The_Market_for_Lemons

#ACademicChatter

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The Market for Lemons - Wikipedia
en.wikipedia.org

The Market for Lemons - Wikipedia

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 28, 2026

Lots of people are misinterpreting my latest newsletter

https://tomstafford.substack.com/p/hostile-interpolation

(not really, but the newsletter discusses the particular rhetorical style which positions readers as stupid or misled)

View on mastodon.online
tomstafford.substack.com

Hostile interpolation

rhetorical style in the attention economy. Or, It's not you, but it's them

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 16, 2026

Afternoon boost for this morning's newsletter - a really neat set of studies which show how collective intelligence can be enhanced if groups structure their discussions, breaking down big questions into smaller parts. Even when the component answers are still uncertain, the overall accuracy of the estimate improves!

https://tomstafford.substack.com/p/the-wisdom-of-deliberative-crowds

#Reasoning #Psychology #CogSci

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The wisdom of deliberative crowds
tomstafford.substack.com

The wisdom of deliberative crowds

Pooling answers is good, but collectively agreeing a system is better

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Open post
In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 16, 2026
Mixed feelings about the fact that my clickbait headline for my non-clickbait newsletter piece is proving popular https://mastodon.online/@tomstafford/116237654310008878
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Open post
In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 16, 2026
@diazona it's a neat study, right?! thanks for reading
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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 16, 2026

Researchers improved collective intelligence with this one weird trick

https://tomstafford.substack.com/p/the-wisdom-of-deliberative-crowds

View on mastodon.online
The wisdom of deliberative crowds
tomstafford.substack.com

The wisdom of deliberative crowds

Pooling answers is good, but collectively agreeing a system is better

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Mar 02, 2026

The Hierarchical Taxonomy of Disagreement Strategies (HiTODS)

https://doi.org/10.1016/j.edurev.2026.100769

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In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Nov 11, 2025
@neuralreckoning @rmrahal is that complete randomisation of funding?
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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Nov 11, 2025

Lottery before peer review is associated with increased female representation and reduced estimated economic cost in a German funding line https://www.nature.com/articles/s41467-025-65660-9

New from @rmrahal@nerdculture.de and colleagues

Funder was German Foundation for Innovation in Higher Education (Stiftung Innovation in der Hochschullehre). "Lottery-first" meant short EoI were submitted and randomisation used to select those allowed to apply

#Metascience #MetaResearch #ResearchFunding

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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Sep 13, 2025

New newsletter. I cross the #DecisionMaking and #Metascience streams and write about recent work we've been doing at the @RoRInstitute@indieweb.social

https://open.substack.com/pub/tomstafford/p/distributed-peer-review

It's the academic equivalent of those video commentaries by the actors that you get as part of the DVD extras.

You've enjoyed the paper, now find out what I really think about the work!

(spoiler: obviously I think it is good, but I try to put it in context a bit)

#CogSci #AcademicChatter

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mastodon.online

Mastodon

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Open post
In reply to
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Nov 10, 2022
@mzloteanu I'm not saying people don't underweight the importance of selection bias, but for many research questions non-convenience samples are hard to collect, and you have to start somewhere
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Open post
tomstafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
Tom Stafford
Tom Stafford
@tomstafford@mastodon.online

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

mastodon.online
@tomstafford@mastodon.online · Nov 10, 2022

How well do covariates perform when adjusting for sampling bias in online COVID-19 research? Insights from multiverse analyses https://link.springer.com/article/10.1007/s10654-022-00932-y unconfounding your convenience sampled data is hard, part 9423

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