How to report better on artificial intelligence - Columbia Journalism Review
- Be skeptical of PR hype
- Question the training data
- Evaluate the model
- Consider downstream harms
- Be skeptical of PR hype
- Question the training data
- Evaluate the model
- Consider downstream harms
Seven principles for journalism in the age of AI
- Be rigorous with your definitions.
- Predict less, explain more.
- Don’t hype things up.
- Focus on the people building AI systems — and the people affected by its release.
- Offer strategic takes on products.
- Emphasize the tradeoffs involved.
- Remember that nothing is inevitable.
This is a great combination of rigorous research and great data visualisation.
I spent most of the weekend reading through this and I’ve still barely scratched the surface—a lot of work has gone to the analyses and write-ups!
The sections on accessibility and performance get grimmer each year but the raw numbers on framework adaption are refreshingly perspective-setting.
Here’s an end-of-year roundup of all the data that Mozilla have gathered through their Firefox browser—very impressive!
Amnesty International have released a PDF report on the out-of-control surveillance perpetrated by Google and Facebook:
Google and Facebook’s platforms come at a systemic cost. The companies’ surveillance-based business model forces people to make a Faustian bargain, whereby they are only able to enjoy their human rights online by submitting to a system predicated on human rights abuse. Firstly, an assault on the right to privacy on an unprecedented scale, and then a series of knock-on effects that pose a serious risk to a range of other rights, from freedom of expression and opinion, to freedom of thought and the right to non-discrimination.
However…
This page on the Amnesty International website has six tracking scripts. Also, consent to accept tracking cookies is assumed (check dev tools). It looks like you can reject marketing cookies, but I tried that without any success.
The stone PDF has been thrown from a very badly-performing glass house.
It’s time for a look at the state of the web when it comes to JavaScript usage. Here’s the report powered by data from HTTP Archive:
JavaScript is the most costly resource we send to browsers; having to be downloaded, parsed, compiled, and finally executed. Although browsers have significantly decreased the time it takes to parse and compile scripts, download and execution have become the most expensive stages when JavaScript is processed by a web page.
Sending smaller JavaScript bundles to the browser is the best way to reduce download times, and in turn improve page performance. But how much JavaScript do we really use?
When it comes to frameworks and UI libraries, there are some interesting numbers. Given the volume of chatter in the dev world, you’d be forgiven for thinking that React is used on the majority of websites today. The real number? 4.6% of websites. That’s less than the number of websites using CSS custom properties.
This is reminding me of what I wrote about dev perception.
PWAs just work better than your typical mobile site. Period.
But bear in mind:
Maybe simply because the “A” in PWA stands for “app,” too much discussion around PWAs focuses on comparing and contrasting to native mobile applications. We believe this comparison (and the accompanying discussion) is misguided.
Well, this an interesting format experiment—the latest Black Mirror just dropped, and it’s a PDF.
The real story in this mess is not the threat that algorithms pose to Amazon shoppers, but the threat that algorithms pose to journalism. By forcing reporters to optimize every story for clicks, not giving them time to check or contextualize their reporting, and requiring them to race to publish follow-on articles on every topic, the clickbait economics of online media encourage carelessness and drama.
A report by the Digital Currency Initiative and the Center for Civic Media. Download the PDF or read the executive summary.
In this report, we explore two important ways structurally decentralized systems could help address the risks of mega-platform consolidation: First, these systems can help users directly publish and discover content directly, without intermediaries, and thus without censorship. All of the systems we evaluate advertise censorship-resistance as a major benefit. Second, these systems could indirectly enable greater competition and user choice, by lowering the barrier to entry for new platforms. As it stands, it is difficult for users to switch between platforms (they must recreate all their data when moving to a new service) and most mega-platforms do not interoperate, so switching means leaving behind your social network.
Continuous web death.
The modern journalist is not an expert on the web. They and their colleagues have spent a large part of the last twenty-five years dismissing the open web at every stage. They are not the people you can trust to either accurately assess the web or to make usable websites. You can’t even trust them to make sensible decisions about web strategy. Just look at their damn websites!
Results of a survey of over 1000 people working on the web. It’s beautifully put together and the overall trajectory regarding responsive design looks pretty positive to me.
A look at the degree of diversity in Android devices, complete with pretty pictures. The term “fragmentation” is usually used in a negative way, but there are great points here about the positive effects for web developers and customers.
You say fragmentation, I say diversity.
Google’s datadump makes for a fascinating—and worrying—bit of data dumpster diving.
Julian Bleecker explains design fiction in the context of science fiction using the examples of gestural interfaces and virtual reality.
A perfect parody lampooning the shallow and cowardly reporting of most so-called science stories by the press (I'm looking at you, BBC).
The New York Times covers Everyblock, Outside.in, and their ilk.
I can't wait to get my personal annual report from Dopplr! In the meantime, I'll content myself with the very pretty example of Barack Obama's annual report.
Mimi Ito talks to the BBC about the findings of a report into teens geeking out online.