Chris Chapman's Avatar

Chris Chapman

@cchapman

UX researcher, psychologist. Author "Quantitative User Experience Research" (w/Rodden), "R | Python for Marketing Research and Analytics" (w/Feit & Schwarz). Previously 24 yrs @ Google, Amazon, Microsoft. Personal account. Blog at https://quantuxblog.com

946
Followers
494
Following
577
Posts
08.08.2023
Joined
Posts Following

Latest posts by Chris Chapman @cchapman

A common question I get about LLMs is whether I use them to write code.

My answer is "no" ... and in this outstanding discussion, @jacobharr.is explains why not, FAR better than I could.

I could add reasons for myself (e.g., aesthetics and plagiarism) but overall this is the best answer I've seen.

07.03.2026 02:34 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

GOOD NEWS! Researchers at Stanford University have developed a UNIVERSAL vaccine known as GLA-3M-052-LS+OVA, that protects against a wide range of respiratory viruses, bacteria AND even allergens. The vaccine is delivered intranasally AND provides broad protection in the lungs for several MONTHS.

06.03.2026 17:00 πŸ‘ 2385 πŸ” 764 πŸ’¬ 34 πŸ“Œ 75

Yikes 😳 So many red flags in a single diagram:

Ground Truth
Partner Provided Ground Truth
Standardized Cognitive Tests
Quality Assessors
"Model" is on par with "Learner"
Learner Response Signals
Learning Outcomes

... and that's before digging into the problematic path connections and implications

06.03.2026 23:40 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Outstanding 10 month old thread on LLMs (two levels down from this post).

In addition to being an excellent summary, it covers the typical questions, "but what about ... [coding]?" etc.

06.03.2026 23:33 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Synthetic Survey Data? It's Not Data Many vendors claim that LLM "AI" systems can generate human-like survey responses quickly and cheaply using previous or sometimes concurrent training data. In this webinar, Chris discusses several fun...

Not very surprised here 🀷 As a general matter, I've argued that the entire concept of synthetic polling data has multiple fundamental flaws.

Video webinar (free) and PDF slides both available: sawtoothsoftware.com/resources/ev...

06.03.2026 19:34 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Vibe coding broke people's brains because they had a bad understanding of the software design process.

The pop culture model goes something like this: start out with a sketch and then render that same idea in progressively finer detail.

So when tools could "skip" to high detail, people went WOW.

06.03.2026 16:19 πŸ‘ 561 πŸ” 141 πŸ’¬ 9 πŸ“Œ 25

Mostly agree, but a couple of exceptions.

Green Apple books at SFO and Powell's at PDX (Portland) are quite nice (considering 'airport').

Sadly, Elliott Bay Books at SeaTac is no more.

06.03.2026 15:56 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

Postdoc job! I'm looking to recruit a postdoc to work on a project about research evaluation & metadata. More info here: www.yorku.ca/research/wp-...

Salary: CDN$70,000 (+ benefits)
Location: Toronto, ON (can be remote in ON)
Length: 18 months
Deadline: 31 March 2026
Start date: 1 July 2026

06.03.2026 13:29 πŸ‘ 9 πŸ” 15 πŸ’¬ 1 πŸ“Œ 0

Not only are book clubs being ruined (by plagiarism machines!) ..

.. as a nonprofit organizer, I'm inundated with AI emails about accounting services, web design, call center "help", VC funding, on and on.

Just today a crucial service is raising prices because of "new AI features". Maddening.

05.03.2026 21:59 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Tools to check for colorblind- and grayscale-friendliness – CMEP coding blog

Coworker and I were discussing colorblind palettes and grayscale, and I made a blog post with some #rstats resources: cmep-ms.github.io/blog/posts/2...

05.03.2026 19:35 πŸ‘ 10 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
Preview
Meta Workers Say They're Seeing Disturbing Things Through Users' Smart Glasses Meta contractors in Kenya told two Swedish newspapers that they're being told to review highly sensitive footage recorded by smart glasses.

Most of the footage should never leave the user’s device. But of course the worst company doesn’t do privacy.

Meta Workers Say They’re Seeing Disturbing Things Through Users’ Smart Glasses
futurism.com/artificial-i...

05.03.2026 17:12 πŸ‘ 88 πŸ” 43 πŸ’¬ 6 πŸ“Œ 19
Preview
Propellant. β€”Β ethanmarcotte.com We cannot separate the everyday use of β€œAI” platforms from their use in death and war.

🦊

We cannot meaningfully separate everyday usage of β€œAI” from the machine of death and war. If you’re upset by the military-industrial complex? These tools feed it; they *are* it.

ethanmarcotte.com/wrote/propel...

05.03.2026 16:53 πŸ‘ 57 πŸ” 24 πŸ’¬ 1 πŸ“Œ 1
A picture of PEW poll on global attitude survey, saying the % who rate the morality and ethics of people in their country as good vs bad, where the US has the worst rankings and Canada the best

A picture of PEW poll on global attitude survey, saying the % who rate the morality and ethics of people in their country as good vs bad, where the US has the worst rankings and Canada the best

Americans: we live in a fallen stateβ€”embroiled by sin, cheating, lying, and evil. You cannot trust anyone, not even those who claim to know you best

Canadians: I love my neighbors and my friends!

05.03.2026 16:09 πŸ‘ 5937 πŸ” 1551 πŸ’¬ 286 πŸ“Œ 530

bsky.app/profile/stat...

05.03.2026 19:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Same here, every page I've tried says something went wrong or (common, mass) product is unavailable.

Also reports say Prime Video is down.

05.03.2026 19:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
Preview
Sage Journals: Discover world-class research Subscription and open access journals from Sage, the world's leading independent academic publisher.

New article by Britt Paris, Serita Sargent and me in Big Data & Society

We discuss collective bargaining around AI and how organized labor can meaningfully push back onβ€”and even refuseβ€”the pervasive narrative of AI inevitability

journals.sagepub.com/doi/10.1177/...

03.03.2026 15:49 πŸ‘ 12 πŸ” 8 πŸ’¬ 0 πŸ“Œ 0

This is a good principle for design in general:

When users tell you there's a problem, they are usually right.

When users tell you how to fix it, they are usually wrong.

(bonus: if you replace "user" with "stakeholder" this still applies)

05.03.2026 17:31 πŸ‘ 185 πŸ” 30 πŸ’¬ 6 πŸ“Œ 6

Yes, the answer to lawless action is to hold them to account more often, not less.

Will individuals obtain justice? Sometimes; sometimes not.

Yet each attempt increases the overall odds, pressure, and visibility, and is noted by judges, attorneys, politicians, some public ... and future history.

05.03.2026 17:00 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Propellant. β€”Β ethanmarcotte.com We cannot separate the everyday use of β€œAI” platforms from their use in death and war.

I’ve made my, let’s call it *extreme disinterest* in AI very clear, but I’m just a non-technical crank. In my opinion, however, you *should* be listening to @ethanmarcotte.com and he has some clear and decisive thoughts on the price of this β€œintelligence.”

ethanmarcotte.com/wrote/propel...

05.03.2026 15:57 πŸ‘ 6 πŸ” 4 πŸ’¬ 1 πŸ“Œ 0

LOL honestly I don't even know what Reels is ... and I did big tech consumer research for 24 years

Very few users care much about the specific tech products they use. Sure, there are exceptions ... but mostly tech is used by default, not because anyone particularly likes it

05.03.2026 04:18 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Poster with red Statue of Liberty beside the following text:

Stand Up for Science
National Day of Action
Take back our science, health, and democracy!
March 7th, 2026
Seattle, WA
Seattle Center, Mural Amphitheater, 12:00-3:00 PM
Register, volunteer, and donate!
standupforscience.net/march7

Poster with red Statue of Liberty beside the following text: Stand Up for Science National Day of Action Take back our science, health, and democracy! March 7th, 2026 Seattle, WA Seattle Center, Mural Amphitheater, 12:00-3:00 PM Register, volunteer, and donate! standupforscience.net/march7

Hey Seattle! Come join me to #StandUpForScience this Saturday. I'll be speaking about the administration's attacks on climate science and services and what we can do about it.

Seattle Center, Mural Amphitheater, 12-3PM Saturday.

@standupforscience.bsky.social @sufsseattle.bsky.social

04.03.2026 18:54 πŸ‘ 136 πŸ” 73 πŸ’¬ 2 πŸ“Œ 3
Preview
In new letter to governor, Seattle tech leaders say income tax proposal will hurt region’s AI innovation A group of AI researchers, founders, and investors argue that higher taxes on high earners and investment gains would push top talent and future startups elsewhere at a critical moment in tech.

Um, this argument is not the slam dunk its proponents expect

www.geekwire.com/2026/in-new-...

04.03.2026 16:30 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

In a mock Turing-style test in my #Philosophy of Mind & #AI class, students posed #Gemini an ethical dilemma concerning assisted suicide. Not only did the chatbot argue that the (fictional) person in the scenario should be euthanised, it provided a list of instructions to bring this about. #AIEthics

04.03.2026 12:57 πŸ‘ 66 πŸ” 38 πŸ’¬ 7 πŸ“Œ 5

You too can be the next big thing in edook fublishing.

04.03.2026 14:53 πŸ‘ 249 πŸ” 37 πŸ’¬ 27 πŸ“Œ 3
Preview
Gemini Said They Could Only Be Together if He Killed Himself. Soon, He Was Dead. A new lawsuit alleges Google’s chatbot sent a Florida man on missions to find an android body it could inhabit. When that failed, it set a suicide countdown clock for him.

β€œWhen the delusion-fueled plan [to find Gemini a body] crumbled, Gemini convinced him that the only way they could be together was for him to end his earthly life and start a digital one, the suit claims.”

04.03.2026 14:12 πŸ‘ 344 πŸ” 134 πŸ’¬ 13 πŸ“Œ 66
A chart of the notorious iris data with three density plots for the three species, vs sepal length. Each density lot is filled in with the individual observation points, and is differently colored according to flower species.

A chart of the notorious iris data with three density plots for the three species, vs sepal length. Each density lot is filled in with the individual observation points, and is differently colored according to flower species.

Yeah, usually I would have vertical separation (maybe even 100%, depending) instead of full overlap, and/or use alpha to make it easier to read through. All options in ggridges πŸ‘

I only intended to show points filling in the density curve. Here's a better one.

cran.r-project.org/web/packages...

02.03.2026 19:03 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

remember there is an army of HUMAN BEINGS out there doing "ghost work" to prevent even worse responses from reaching the public

and the only tool they have is effectively a "wrong answer" buzzer because you cannot teach it why the answer was wrong BECAUSE IT DOES NOT KNOW THINGS

02.03.2026 14:22 πŸ‘ 101 πŸ” 29 πŸ’¬ 3 πŸ“Œ 0
A white cat mascot with a red and blue-striped torso and yellow headgear with an β€œM” on it shrugs on a stage.

A white cat mascot with a red and blue-striped torso and yellow headgear with an β€œM” on it shrugs on a stage.

Miyaneko, a white cat whose ears make an β€œM”, is the mascot for Miyazaki City. His special skills are dancing and overreacting.

02.03.2026 14:47 πŸ‘ 479 πŸ” 109 πŸ’¬ 5 πŸ“Œ 16
Simpson's meme. Top panel: Is this homework too hard? Bottom panel: No it's easier than real research.

Simpson's meme. Top panel: Is this homework too hard? Bottom panel: No it's easier than real research.

Sometimes I assign applied statistics homework problems that are pretty difficult. Students spend hours over days on them. But you know what is much much harder? Research

02.03.2026 15:04 πŸ‘ 52 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0
Post image

When your words become widespread equipment.... Just saw this posted.

02.03.2026 15:25 πŸ‘ 98 πŸ” 13 πŸ’¬ 1 πŸ“Œ 0