Thought Shrapnel

A few days ago, Twitter posted a photo of an early sketch that founder Jack Dorsey made for the initial user interface. It included settings to inform a user’s followers that they might not respond immediately because they were in the part or busy reading.

A day later, an article in The New Yorker about social media used a stark caption for its header image:

Social-media platforms know what you’re seeing, and they know how you acted in the immediate aftermath of seeing it, and they can decide what you will see next.

There's no doubt in my mind that we're like slow-boiled frogs when it comes to creeping dystopia. It's not happening through the totalitarian lens of the 20th century, but instead in a much more problematic way.

One of the more insidious aspects of [social media's business] model is the extent to which we, as social-media users, replicate its logic at the level of our own activity: we perform market analysis of our own utterances, calculating the reaction a particular post will generate and adjusting our output accordingly. Negative emotions like outrage and contempt and anxiety tend to drive significantly more engagement than positive ones.

No wonder Twitter's such an angry place these days.

The article quotes James Bridle’s book New Dark Age, a book which is sitting waiting for me on my shelf when I get back home from this work trip.

We find ourselves today connected to vast repositories of knowledge and yet we have not learned to think. In fact, the opposite is true: that which was intended to enlighten the world in practice darkens it. The abundance of information and the plurality of worldviews now accessible to us through the internet are not producing a coherent consensus reality, but one riven by fundamentalist insistence on simplistic narratives, conspiracy theories, and post-factual politics. It is on this contradiction that the idea of a new dark age turns: an age in which the value we have placed upon knowledge is destroyed by the abundance of that profitable commodity, and in which we look about ourselves in search of new ways to understand the world.

This resonates with a quotation I posted to Thought Shrapnel this week from Jon Ronson's So You've Been Publicly Shamed about how we're actually creating a more conservative environment, despite thinking we're all 'non-conformist'.

To be alive and online in our time is to feel at once incensed and stultified by the onrush of information, helpless against the rising tide of bad news and worse opinions. Nobody understands anything: not the global economy governed by the unknowable whims of algorithms, not our increasingly volatile and fragile political systems, not the implications of the impending climate catastrophe that forms the backdrop of it all. We have created a world that defies our capacity to understand it—though not, of course, the capacity of a small number of people to profit from it. Deleting your social-media accounts might be a means of making it more bearable, and even of maintaining your sanity. But one way or another, the world being what it is, we are going to have to learn to live in it.

Last week, at the ALT conference, those in the audience were asked by the speaker to 'stand up' if they felt imposter syndrome. I didn't get to my feet, but it wasn't an act of arrogance or hubris. I may have no idea what I'm doing, but I'm pretty sure no-one else does either.

Source: The New Yorker

I’ve featured the work of Albert Wenger a few times before on Thought Shrapnel. He maintains a blog called Continuations and is writing a book called World After Capital.

In this post, he expands on a point he makes in his book around the ‘Digital Feedback Loop’ which, Wenger says, has three components:

1. Economic freedom. We must let everyone meet their basic needs without being forced into the Job Loop. With economic freedom, we can embrace automation and enable everyone to participate in and benefit from the Digital Knowledge Loop.
2. Informational freedom. We must remove barriers from the Digital Knowledge Loop that artificially limit learning from existing knowledge, creating new knowledge based on what we learn and sharing this new knowledge. At the same time must build systems that support the operation of critical inquiry in the Digital Knowledge Loop.
3. Psychological freedom. We must free ourselves from scarcity thinking and its associated fears and other emotional reactions that impede our participation in the Digital Knowledge Loop. Much of the peril of the Digital Knowledge Loop arises directly from a lack of psychological freedom.

Wenger is a venture capitalist, albeit a seemingly-enlightened one. Interestingly, he's approaching the post-scarcity world through the lens of knowledge, economics, and society. As educators, I think we need to be thinking about similar things.

In fact, this reminds me of some work Martin Weller at the Open University has done around a pedagogy of abundance. After reviewing the effect of the ‘abundance’ model in the digital marketplace, looks at what that means for education. He concludes:

The issue for educators is twofold I would suggest: firstly how can they best take advantage of abundance in their own teaching practice, and secondly how do we best equip learners to make use of it? It is this second challenge that is perhaps the most significant. There is often consideration given to  transferable or key skills in education (eg Dearing 1997), but these have not been revisited to take into account the significant change that abundant and free content offers to learners... Coping with abundance then is a key issue for higher education, and one which as yet, it has not made explicit steps to meet, but as with many industries, adopting a  response which attempts to reinstate scarcity would seem to be a doomed enterprise.

Yesterday, during a break in our MoodleNet workshop with Outlandish, we were talking about the The Up Series of documentaries that showed just how much of a conveyer belt there is for children born into British society. I think part of the problem around that is we're locked into outdated models, as Wenger and Weller point out in their respective work.

My children, for example, with a few minor updates, are experiencing the very same state education I received a quarter of a century ago. The world has moved on, yet the mindset of scarcity remains. They’re not going to have a job for life. They don’t need to selfishly hold onto their ‘intellectual property’. And they certainly don’t need to learn how to sit still within a behaviourist classroom.

Source: Continuations

“Life is mostly froth and bubble, Two things stand like stone. Kindness in another’s trouble, Courage in your own.”

Adam Lindsay Gordon

I wouldn’t even have bothered clicking on this article if it weren’t for one simple fact: my son can’t get enough of this guy’s YouTube channel.

If you haven't heard of Ninja, ask the nearest 12-year-old. He shot to fame in March after he and Drake played Fortnite, the video game phenomenon in which 100 players are dropped onto an island and battle to be the last one standing while building forts that are used to both attack and hide from opponents. At its peak, Ninja and Drake's game, which also featured rapper Travis Scott and Pittsburgh Steelers receiver JuJu Smith-Schuster, pulled in 630,000 concurrent viewers on Twitch, Amazon's livestreaming platform, shattering the previous record of 388,000. Since then, Ninja has achieved what no other gamer has before: mainstream fame. With 11 million Twitch followers and climbing, he commands an audience few can dream of. In April, he logged the most social media interactions in the entire sports world, beating out the likes of Cristiano Ronaldo, Shaquille O'Neal and Neymar.

This article in ESPN is testament to the work that Ninja (a.k.a. Tyler Blevins) has done in crafting a brand and putting in the hours for over a decade. It sounds gruelling:

Tyler can't join us until he wraps up his six-hour stream. In the basement, past a well-stocked bar, a pool table and a dartboard, next to a foosball table, he sits on this sunny August day in a T-shirt and plaid pajama pants at the most famous space in their house, his gaming setup. It doesn't look like much -- a couple of screens, a fridge full of Red Bull, a mess of wires -- but from this modest corner he makes millions by captivating millions.

[…]

In college, Jess [his wife] started streaming to better understand why Tyler would go hours without replying to her texts. A day in, she realized how consuming it was. “It’s physically exhausting but also mentally because you’re sitting there constantly interacting,” Tyler says. “I’m engaging a lot more senses than if I were just gaming by myself. We’re not sitting there doing nothing. I don’t think anyone gets that."

The reason for sharing this here is because I’m going to use this as an example of deliberate practice.

How does he stay so good? Pro tip: Don't just play, practice. Ninja competes in about 50 games a day, and he analyzes each and every one. He never gets tired of it, and every loss hits him hard. Hypercompetitive, he makes sure he walks away with at least one win each day. (He averages about 15 and once got 29 in a single day.)

“When I die, I get so upset,” he says. “You can play every single day, you’re not practicing. You die, and oh well, you go onto the next game. When you’re practicing, you’re taking every single match seriously, so you don’t have an excuse when you die. You’re like, ‘I should have rotated here, I should have pushed there, I should have backed off.’ A lot of people don’t do that."

The article is worth a read, for several reasons. It shows why e-sports are going to be even bigger than regular sports for my children’s generation. It demonstrates how to get to the top in anything you have to put in the time and effort. And, perhaps, above all, it shows that, just as I’ve found, growing up spending time in front of screens can be pretty lucrative.

Source: ESPN

“We see ourselves as non-conformist, but I think all of this [online shaming] is creating a more conformist, conservative age… We are defining the boundaries of normality by tearing apart the people outside of it.”

(Jon Ronson, So You’ve Been Publicly Shamed)

You may recognise Cloudflare’s name from their provision of of ‘snapshots’ of websites that are currently experiencing problems. They do this through what’s called ‘distributed DNS’ which some of the issues around centralisation of the web. I use their 1.1.1.1 DNS service via Blokada on my smartphone to improve speed and privacy.

The ultimate goal, as we seek to move away from proprietary silos run by big tech companies (what I tend to call ‘SaaS with shareholders’), is to re-decentralise the web. I’ve already experimented with this, after speaking at a conference in Barcelona on the subject last October, and experimenting with my own ‘uncensorable’ blog using ZeroNet.

Up to now, however, it hasn’t been easy to jump from the regular ‘ol web (the one you’re used to browsing using https) and the distributed web (DWeb). You need a gateway to use a regular web browser with the DWeb. I set up one of these last year and quickly had to take it down as it was expensive to run!

I’m delighted, therefore, to see that Cloudflare have launched an IPFS gateway. IPFS stands for ‘InterPlanetary File System’ and is a “peer-to-peer hypermedia protocol to make the web faster, safer, and more open”. It does lots of cool stuff around redundancy and resilience that I won’t go into here. Suffice to say, it’s the future.

Today we’re excited to introduce Cloudflare’s IPFS Gateway, an easy way to access content from the InterPlanetary File System (IPFS) that doesn’t require installing and running any special software on your computer. We hope that our gateway, hosted at cloudflare-ipfs.com, will serve as the platform for many new highly-reliable and security-enhanced web applications. The IPFS Gateway is the first product to be released as part of our Distributed Web Gateway project, which will eventually encompass all of our efforts to support new distributed web technologies.

As I mentioned above, one of the issues with having a decentralised blog or website is that people can't access it on the regular web. This changes that, and hopefully in a way where we don't just end up with a new type of centralisation:

IPFS gateways are third-party nodes that fetch content from the IPFS network and serve it to you over HTTPS. To use a gateway, you don’t need to download any software or type any code. You simply open up a browser and type in the gateway’s name and the hash of the content you’re looking for, and the gateway will serve the content in your browser.

We're thinking about how IPFS could be used with the MoodleNet project I'm leading. If we're building a decentralised resource-centric social network it makes sense for those resources to be accessed in a decentralised way! Developments such as this make that much more likely to happen sometime soon.

Source: Cloudflare blog

(Related: The Guardian on the DWeb, and Fred Wilson’s take on Cloudflare’s IPFS gateway)

Noah Geisel, who I know from the world of Open Badges, has written a great post on how to be an educational consultant. I’ve got some advice of my own to add to his, but I’ll let him set the scene:

I get several messages each month from people — usually teachers — reaching out for an informational interview to learn about what options exist to be an education consultant. I’ve had the conversation enough times now that I’m sharing out this quick primer of what normally gets discussed. Maybe it’ll save you the cup of coffee you were going to buy me or help you come prepared to our coffee with novel questions that really make me think.

In my experience, people in employment who have never been their own boss are always interested at the prospect of becoming a freelancer or consultant. This is particularly the case with jobs like teaching that are endless time and energy pits.

Like Noah, the first thing I’d do is try and get underneath the desire to do something different. Why is that? I think he does this brilliantly by asking whether potential consultants are running towards, or running away, from something:

Which way are you running? This is the most important question. Are you running to a new opportunity or are you running away from your current situation? The people I know who are successful and happy doing this work definitely ran to it. The work is just too hard to be anything other than what you want (or even NEED) to be doing. I can’t speak for others but my own experience is that this path is a calling, not an escape pod.

I can only speak about my own experience, but once the Open Badges work went outside of Mozilla, and I'd pretty much done all I could with the Web Literacy work, it was time for me to move into consultancy. It was the logical step, both because I was ready for it, but also because people were asking if I was available.

If no-one’s asking if you can help them out with something that you already specialise in, then it’s going to be long, hard struggle to be seen as an expert, get gigs, and pay your mortgage. However, if you do decide to make the leap, I like the way Noah demarcates the types of consultancy you can do:

1. Join forces with a known legacy brand
2. Apply for a posted position
3. Independent Consultant: hometown hero variety
4. Independent Consultant: free agent variety

The first two of these are employment by a different name. The third might go well for a few months, but you're likely to quickly run out of clients, unless you lock them into a multi-year contract. Realistically, you need to go for the fourth option.

If you’ve been used to a job where you do lots of different things, such as teaching, the temptation is going to be to offer lots of different services. The trouble with that, of course, is that people find it difficult to know what you’re selling.

You are wise to avoid attempting to be all things to all people. Focus on a strength that gives you a competitive advantage and go hard; if you fail, you’ll want to know that wasn’t because you didn’t put enough into it.

One of the best things I've ever done is to set up a co-operative with friends and former colleagues. We have an associated Slack channel for both member discussions (private) and discourse with trusted colleagues and acquaintances. Meeting regularly, and doing work with these guys not only gives us flexibility, but access to a wider range of expertise than I could provide on my own.

As Noah says, it’s great to earn a bit of money on the side, but that’s very different to deciding that your going to rely on products you can sell and services you can provide for your income. I did it successfully for three years, before deciding to take my current four day per week position with Moodle, and work with the co-op on the side.

Finally, one thing that might help is to see your life as have ‘seasons’. I think too many people see their professional life as some kind of ladder which they need to climb. It’s nothing of the sort. It’s always nice to be well-paid (and I’ve never earned more than when I was consulting full-time) but there’s other things that are valuable in life: colleagues, security, and benefits such as a pension and healthcare, to name but a few.

Source: Verses

(Related: a post I wrote of my experiences after two years of full-time consultancy)

Content marketing and blogging may be diametrically opposed to each other, but one isn’t bad and the other good. There’s just what’s right for how you want to operate and what you need your content to do for you or your audience. It’s just something to consider – does the intent of how you want to exist as a content creator online actually line up with how you’re operating? If it doesn’t, perhaps it’s time to change.

(Paul Jarvis)

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The always-brilliant Audrey Watters eviscerates the latest project from a white, male billionaire to 'fix education'. Citing Amazon CEO Jeff Bezos' plan to open a series of "Montessori-inspired preschools in underserved communities" where "the child will be the customer", Audrey comments:

The assurance that “the child will be the customer” underscores the belief – shared by many in and out of education reform and education technology – that education is simply a transaction: an individual’s decision-making in a “marketplace of ideas.” (There is no community, no public responsibility, no larger civic impulse for early childhood education here. It’s all about privateschools offering private, individual benefits.)

As I've said on many occasions, everyone wakes up with cool ideas to change the world. The difference is that you or I would have to run it through many, many filters to get the funding to implement it. Those filters , hopefully, kill 99% of batshit-crazy ideas. Billionaires, in the other hand, can just speak and fund things into existence, no matter how damaging and I'll thought-out the ideas behind them happen to be.

[Teaching] is a field in which a third of employeesalready qualify for government assistance. And now Jeff Bezos, a man whose own workers also rely on these same low-income programs, wants to step in – not as a taxpayer, oh no, but as a philanthropist. Honestly, he could have a more positive impact here by just giving those workers a raise. (Or, you know, by paying taxes.)

This is the thing. We can do more and better together than we can do apart. The ideas of the many, honed over years, lead to better outcomes than the few thinking alone.

For all the flaws in the public school system, it’s important to remember: there is no accountability in billionaires’ educational philanthropy.

And, as W. B. Yeats famously never said, charity is no substitute for justice.

Whatever your moral and political views, accountability is something that cuts across the divide. I should imagine there are some reading this who send their kids to private schools and don't particularly see the problem with this. Isn't it just another example of competition within 'the market'?

The trouble with that kind of thinking, at least from my perspective, is twofold. First, it assumes that education is a private instead of a public good. Second, that it's OK to withhold money from society and then use that to subsidise the education of the already-privileged.

Source: Hack Education

“Creativity is intelligence having fun.”

(Albert Einstein)

Although I listen to a lot of podcasts (here’s my OPML file) I don’t listen to many audiobooks. That’s partly because I never feel up-to-date with my podcast listening, but also because I often read before going to sleep. It’s much more difficult to find your place again if you drift off while listening than while reading!

This article in TIME magazine (is it still a ‘magazine’?) looks at the research into whether listening to an audiobook is like reading using your eyes. Well, first off, it would seem that there’s no difference in recall of facts given a non-fiction text:

For a 2016 study, Rogowsky put her assumptions to the test. One group in her study listened to sections of Unbroken, a nonfiction book about World War II by Laura Hillenbrand, while a second group read the same parts on an e-reader. She included a third group that both read and listened at the same time. Afterward, everyone took a quiz designed to measure how well they had absorbed the material. “We found no significant differences in comprehension between reading, listening, or reading and listening simultaneously,” Rogowsky says.

However, the difficulty here is that there's already an observed discrepancy in recall between dead-tree books and e-books. So perhaps audiobooks are as good as e-books, but both aren't as good as printed matter?

There’s a really interesting point made in the article about how dead-tree books allow for a slight ‘rest’ while you’re reading:

If you’re reading, it’s pretty easy to go back and find the point at which you zoned out. It’s not so easy if you’re listening to a recording, Daniel says. Especially if you’re grappling with a complicated text, the ability to quickly backtrack and re-examine the material may aid learning, and this is likely easier to do while reading than while listening. “Turning the page of a book also gives you a slight break,” he says. This brief pause may create space for your brain to store or savor the information you’re absorbing.

This reminds me of an article on Lifehacker a few years ago that quoted a YouTuber who swears by reading a book while also listening to it:

First of all, it combines two senses…so you end up with really good comprehension while being really efficient at the same time. ...Another possibly even more important benefit is…it keeps you going. So you’re not going back and rereading things, you’re not taking all kinds of unnecessary breaks and pauses, your eyes aren’t running around all the time, and you’re not getting distracted every two minutes.

Since switching to an open source e-reader, I'm no longer using the Amazon Kindle ecosystem so much these days. If I were, I'd be experimenting with their WhisperSync technology that allows you to either pick up where you left up with one medium — or, indeed, use both at the same time.

Source: TIME / Lifehacker

The EU is certainly coming out swinging against Big Tech this year. Or at least it thinks it is. Yesterday, the European Parliament voted in favour of three proposals, outlined by the EFF’s indefatigable Cory Doctorow as:

1. Article 13: the Copyright Filters. All but the smallest platforms will have to defensively adopt copyright filters that examine everything you post and censor anything judged to be a copyright infringement.

2. Article 11: Linking to the news using more than one word from the article is prohibited unless you’re using a service that bought a license from the news site you want to link to. News sites can charge anything they want for the right to quote them or refuse to sell altogether, effectively giving them the right to choose who can criticise them. Member states are permitted, but not required, to create exceptions and limitations to reduce the harm done by this new right.

3. Article 12a: No posting your own photos or videos of sports matches. Only the “organisers” of sports matches will have the right to publicly post any kind of record of the match. No posting your selfies, or short videos of exciting plays. You are the audience, your job is to sit where you’re told, passively watch the game and go home.

Music Week pointed out that Article 13 is particularly problematic for artists:

While the Copyright Directive covers a raft of digital issues, a sticking point within the music industry had been the adoption of Article 13 which seeks to put the responsibility on online platforms to police copyright in advance of posting user generated content on their services, either by restricting posts or by obtaining full licenses for copyrighted material.

The proof of the pudding, as The Verge points out, will be in the interpretation and implementation by EU member states:

However, those backing these provisions say the arguments above are the result of scaremongering by big US tech companies, eager to keep control of the web’s biggest platforms. They point to existing laws and amendments to the directive as proof it won’t be abused in this way. These include exemptions for sites like GitHub and Wikipedia from Article 13, and exceptions to the “link tax” that allow for the sharing of mere hyperlinks and “individual words” describing articles without constraint.

I can't help but think this is a ham-fisted way of dealing with a non-problem. As Doctorow also states, part of the issue here is the assumption that competition in a free market is at the core of creativity. I'd argue that's untrue, that culture is built by respectfully appropriating and building on the work of others. These proposals, as they currently stand (and as I currently understand them) actively undermine internet culture.

Source: Music Week / EFF / The Verge

This map of what happens when you interact with a digital assistant such as the Amazon Echo is incredible. The image is taken from a length piece of work which is trying to bring attention towards the hidden costs of using such devices.

With each interaction, Alexa is training to hear better, to interpret more precisely, to trigger actions that map to the user’s commands more accurately, and to build a more complete model of their preferences, habits and desires. What is required to make this possible? Put simply: each small moment of convenience – be it answering a question, turning on a light, or playing a song – requires a vast planetary network, fueled by the extraction of non-renewable materials, labor, and data. The scale of resources required is many magnitudes greater than the energy and labor it would take a human to operate a household appliance or flick a switch. A full accounting for these costs is almost impossible, but it is increasingly important that we grasp the scale and scope if we are to understand and govern the technical infrastructures that thread through our lives.

It's a tour de force. Here's another extract:

When a human engages with an Echo, or another voice-enabled AI device, they are acting as much more than just an end-product consumer. It is difficult to place the human user of an AI system into a single category: rather, they deserve to be considered as a hybrid case. Just as the Greek chimera was a mythological animal that was part lion, goat, snake and monster, the Echo user is simultaneously a consumer, a resource, a worker, and a product. This multiple identity recurs for human users in many technological systems. In the specific case of the Amazon Echo, the user has purchased a consumer device for which they receive a set of convenient affordances. But they are also a resource, as their voice commands are collected, analyzed and retained for the purposes of building an ever-larger corpus of human voices and instructions. And they provide labor, as they continually perform the valuable service of contributing feedback mechanisms regarding the accuracy, usefulness, and overall quality of Alexa’s replies. They are, in essence, helping to train the neural networks within Amazon’s infrastructural stack.

Well worth a read, especially alongside another article in Bloomberg about what they call 'oral literacy' but which I referred to in my thesis as 'oracy':

Should the connection between the spoken word and literacy really be so alien to us? After all, starting in the 1950s, basic literacy training in elementary schools in the United States has involved ‘phonics.’ And what is phonics but a way of attaching written words to the sounds they had been or could become? The theory grew out of the belief that all those lines of text on the pages of schoolbooks had become too divorced from their sounds; phonics was intended to give new readers a chance to recognize written language as part of the world of language they already knew.

The technological landscape is reforming what it means to be literate in the 21st century. Interestingly, some of that is a kind of a return to previous forms of human interaction that we used to value a lot more.

Sources: Anatomy of AI and Bloomberg

“Those who work much, do not work hard.”

(Henry David Thoreau)

Look at the following list and answer honestly the extent to which your current role, either as an employee or freelancer, matches up:

1. Work that is engaging
2. Work that benefits other people
3. Work that you're good at (and feel valued for)
4. Flexibility in how and where you work
5. A lack of major negatives (e.g. long commute, unpredictable working hours)
6. The chance for meaningful collaboration

I would wager that very few people could claim to be enjoying all six. I'm pretty close in my current position, I reckon, but of course it's easy to quickly forget how privileged I am.

It’s easier to see how remote positions fulfil points #4 and #5 than being employed in a particular place to work certain hours. On the other hand, the second part of #3 and #6 can be difficult remotely.

My advice? Focus on on #1 and #2 as they’re perhaps the most difficult to engineer. As an employee, look for interesting jobs with companies that have a pro-social mission. And if you’re a freelancer, once you’re financially secure, seek out gigs with similar.

Source: Fast Company

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Image by WOCinTech Chat used under a CC BY license

“It appear[s] like a calm existence [but] the turmoil is invisible.”

(Maira Kalman)

Some people are easy to follow online. They have one social media account to which they post regularly, and back that up with a single website where they expand on those points.

Stowe Boyd, whose work I’ve followed (or attempted to follow) for a few years now, is not one of these people. In fact, the number of platforms he tried earlier this year prompted me to get in touch with him to ask just how many platforms now had his subscribers' email addresses.

Ironically, it was only last week that I decided to support Stowe’s latest venture via Substack. However, in a post yesterday he explains that he’s going ‘back to square one’:

I won’t recapitulate the many transitions that have gone on in my search for the 'right’ newsletter/subscription technologies over the past year. But I have come to the conclusion that I am more interested in growing the community of Work Futures readers than I am in trying to make cash flow from it.

The thing I've learned about posting things to the internet over the last twenty years is that nobody cares. People support things that reflect who they believe themselves to be right now. That changes over time.

So if you’re putting things online, you have to make sure it works for you. Even the most fun jobs imaginable can become… something else if you focus too much on what a fickle audience wants.

As I said, I am motivated to take these steps in part by the desire to simplify my daily activities, and shelve work patterns that suck time. But I am equally motivated by making the discourse around these topics more open, while encouraging people to support Work Futures, but in that order of importance.

Openness always wins. You can support Stowe's work via donations, and my work via Patreon.

Source: Work Futures

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This chart, via Psychology Today, is pretty unequivocal. It shows the activities correlated with happiness (green) and unhappiness (red) in American teenagers:

I discussed this with our eleven year-old son, who pretty much just nodded his head. I’m not sure he knew what to say, given that most of the things he enjoys doing in his free time are red on that chart!

Take a look at the bottom of the chart: Listening to music shows the strongest correlation with unhappiness. That may seem strange at first, but consider how most teens listen to music these days: On their phones, with earbuds firmly in place. Although listening to music is not screen time per se, it is a phone activity for the vast majority of teens. Teens who spend hours listening to music are often shutting out the world, effectively isolating themselves in a cocoon of sound.

This stuff isn't rocket science, I guess:

There’s another way to look at this chart – with the exception of sleep, activities that usually involve being with other people are the most strongly correlated with happiness, and those that involve being alone are the most strongly correlated with unhappiness. That might be why listening to music, which most teens do alone, is linked to unhappiness, while going to music concerts, which is done with other people, is linked to happiness. It’s not the music that’s linked to unhappiness; it’s the way it’s enjoyed. There are a few gray areas here. Talking on a cell phone and using video chat are linked to less happiness – perhaps because talking on the phone, although social connection, is not as satisfying as actually being with others, or because they are a phone activities even though they are not, strictly speaking, screen time. Working, usually done with others, is a wash, perhaps because most of the jobs teens have are not particularly fulfilling.

I might pin this up in the house somewhere for future reference...

Source: Psychology Today