The Hidden Agenda Behind Zuckerberg’s “Meaningful Interactions”

It probably started with a good intention. Facebook – aka Mark Zuckerberg – wanted to encourage more “Meaningful Interactions”. And so, early last year, Facebook engineers started making some significant changes to the algorithm that determined what you saw in your News Feed. Here are some excerpts from Zuck’s post to that effect:

“The research shows that when we use social media to connect with people we care about, it can be good for our well-being. We can feel more connected and less lonely, and that correlates with long term measures of happiness and health. On the other hand, passively reading articles or watching videos — even if they’re entertaining or informative — may not be as good.”

That makes sense, right? It sounds logical. Zuckerberg went on to say how they were changing Facebook’s algorithm to encourage more “Meaningful Interactions.”

“The first changes you’ll see will be in News Feed, where you can expect to see more from your friends, family and groups.

As we roll this out, you’ll see less public content like posts from businesses, brands, and media. And the public content you see more will be held to the same standard — it should encourage meaningful interactions between people.”


Let’s fast-forward almost two years and we now see the outcome of that good intention…an ideological landscape with a huge chasm where the middle ground used to be.

The problem is that Facebook’s algorithm naturally favors content from like-minded people. And surprisingly, it doesn’t take a very high degree of ideological homogeneity to create a highly polarized landscape. This shouldn’t have come as a surprise. American Economist Thomas Schelling showed us how easy it was for segregation to happen almost 50 years ago.

The Schelling Model of Segregation was created to demonstrate why racial segregation was such a chronic problem in the U.S., even given repeated efforts to desegregate. The model showed that even when we’re pretty open minded about who our neighbors are, we will still tend to self-segregate over time.

The model works like this. A grid represents a population with two different types of agents: X and O. The square that the agent is in represents where they live. If the agent is satisfied, they will stay put. If they aren’t satisfied, they will move to a new location. The variable here is the level of satisfaction determined by what percentage of their immediate neighbours are the same type of agent as they are. For example, the level of satisfaction might be set at 50%; where the X agent needs at least 50% of its neighbours to also be of type X. (If you want to try the model firsthand, Frank McCown, a Computer Science professor at Harding University, created an online version.)

The most surprising thing that comes out of the model is that this threshold of satisfaction doesn’t have to be set very high at all for extensive segregation to happen over time. You start to see significant “clumping” of agent types at percentages as low as 25%. At 40% and higher, you see sharp divides between the X and O communities. Remember, even at 40%, that means that Agent X only wants 40% of their neighbours to also be of the X persuasion. They’re okay being surrounded by up to 60% Os. That is much more open-minded than most human agents I know.

Now, let’s move the Schelling Model to Facebook. We know from the model that even pretty open-minded people will physically segregate themselves over time. The difference is that on Facebook, they don’t move to a new part of the grid, they just hit the “unfollow” button. And the segregation isn’t physical – it’s ideological.

This natural behavior is then accelerated by the Facebook “Meaningful Encounter” Algorithm which filters on the basis of people you have connected with, setting in motion an ever-tightening spiral that eventually restricts your feed to a very narrow ideological horizon. The resulting cluster then becomes a segment used for ad targeting. We can quickly see how Facebook both intentionally built these very homogenous clusters by changing their algorithm and then profits from them by providing advertisers the tools to micro target them.

Finally, after doing all this, Facebook absolves themselves of any responsibility to ensure subversive and blatantly false messaging isn’t delivered to these ideologically vulnerable clusters. It’s no wonder comedian Sascha Baron Cohen just took Zuck to task, saying “if Facebook were around in the 1930s, it would have allowed Hitler to post 30-second ads on his ‘solution’ to the ‘Jewish problem’”. 

In rereading Mark Zuckerberg’s post from two years ago, you can’t help but start reading between the lines. First of all, there is mounting evidence that disproves his contention that meaningful social media encounters help your well-being. It appears that quitting Facebook entirely is much better for you.

And secondly, I suspect that – just like his defence of running false and malicious advertising by citing free speech – Zuck has an not-so-hidden agenda here. I’m sure Zuckerberg and his Facebook engineers weren’t oblivious to the fact that their changes to the algorithm would result in nicely segmented psychographic clusters that would be like catnip to advertisers – especially political advertisers. They were consolidating exactly the same vulnerabilities that were exploited by Cambridge Analytica.

They were building a platform that was perfectly suited to subvert democracy.

Running on Empty: Getting Crushed by the Crush It Culture

“Nobody ever changed the world on 40 hours a week.”

Elon Musk

Those damned Protestants and their work ethic. Thanks to them, unless you’re willing to put in a zillion hours a week, you’re just a speed bump on the road to all that is good in the world. Take Mr. Musk, for example. If you happen to work at Tesla, or SpaceX, or the Boring Company, Elon has figured out what your average work week should be, “(It) Varies per person, but about 80 sustained, peaking above 100 at times. Pain level increases exponentially above 80.”

“Pain level increases exponentially above 8o”? WTF, Mr. Musk!

But he’s not alone. Google famously built their Mountainview campus so employees never had to go home. Alibaba Group founder Jack Ma calls the intense work culture at his company a “huge blessing.” He calls it the “996” work schedule, 9 am to 9 pm 6 days a week. That’s 72 hours, if you’re counting. But even that wouldn’t cut it if you work for Elon Musk. You’d be a dead beat.

This is the “Crush It” culture, where long hours equate to dedication and – by extension – success. No pain, no gain.

We spend lots of time talking about the gain – so let me spend just one column talking about the pain. Pain such as mental illness, severe depression, long term disabilities and strokes. Those that overwork are more likely to over-eat, smoke, drink excessively and develop other self-destructive habits.

You’re not changing the world. You’re shortening your life. The Japanese call it karoshi; death by overwork.

Like so many things, this is another unintended consequence of a digitally mediated culture. Digital speeds everything up. But our bodies – and brains – aren’t digital. They burn out if they move too fast – or too long.

Overwork as a sign of superior personal value is a fairly new concept in the span of human history. It came from the Puritans who settled in New England. They believed that those that worked hard at their professions were those chosen to get into heaven. The more wealth you amassed from your work, the more evidence there was that you were one of the chosen.

Lately, the creeping Capitalist culture of over-working has most firmly embedded itself in the tech industry. There, the number of hours you work has become a proxy of your own worth. A twisted type of machismo has evolved and has trapped us all into thinking that an hour not spent at our jobs is an hour wasted. We are looked down upon for wanting some type of balance in our lives.

Unfortunately for the Musks and Mas and other modern-day task masters – the biology just doesn’t support their proposed work schedules.

First, our brains need rest. Back in the 18th century when those Puritans proved their worth through work, earning a living was usually a physical endeavour. The load of overwork was spread amongst the fairly simple mechanical machinery of our own bodies. Muscles got sore. Joints ached. But they recovered.

The brain is a much more complex beast. When it gets overworked, it loses its executive ability to focus on the task at hand. When your work takes place on a desktop or laptop where there are unlimited diversions just a click away, you suddenly find yourself 45 minutes into an unplanned YouTube marathon or scrolling through your Facebook feed. It becomes a downward spiral that benefits no one.

An overworked mind also loses its ability to spin down in the evening so you can get an adequate amount of sleep. When your co-workers start boasting of being able to function on just 3 or 4 hours of sleep – they are lying. They are lying to you, but worse, they are lying to themselves. Very few of us can function adequately on less than 7 or 8 hours of sleep. For the rest of us, the negative effects start to accumulate. A study found that sleep deprivation has the same impact as drinking too much. Those that were getting less than 7 hours of sleep faired the same or worse on a cognitive test as those that had a 0.05% blood alcohol level. The legal limit in most states is 0.08%.

Finally, in an essay on Medium, Rachel Thomas points out that the Crush It Culture is discriminatory. Those that have a disability or chronic illness simply have fewer hours in the day to devote to work. They need time for medical support and usually require more sleep. In an industry like Tech where there is an unhealthy focus on the number of hours worked, these workers – which Thomas says makes up at least 30% of the total workforce – are shut out.

The Crush It Culture is toxic. The science simply doesn’t support it. The only ones evangelizing it are those that directly benefit from this modernized version of feudalism.  It’s time to call Bullshit on them.

The Tourification of Our World

Who wouldn’t want to be in Venice? Gondolas drift by with Italian gondoliers singing “O Sole Mio.” You sit at a café savoring your espresso as you watch Latin lovers stroll by hand in hand on their way to the Bridge of Sighs. The Piazza San Marco is bathed in a golden glow as the sun sets behind the Basilica di San Marco. The picture? Perfect.  

Again, who wouldn’t want to live in Venice?

The answer, according to the latest population stats, is almost everyone. The population of Venice is one third what it was in 1970.

The sharp-eyed among you may have noticed that I changed the sentence slightly in the second version. I replaced “be” with “live.”  And that’s the difference. Venice is literally the “nice place to visit but I wouldn’t want to live there.”  

A lot of people do visit, well over 5 million a year. But almost nobody lives there. The permanent population of Venice has shrunk to below 60,000.

Venice has become tourified. It’s a false front of a city, one built for those who are going to be there for 48 to 72 hours. In the process, everything needed to make it sustainable for those who want to call it home has been stripped out. It has become addicted to tourist dollars — and that addiction is killing it.

We should learn from Venice’s example. Sometimes, in trying to make a fantasy real, you take away the very things needed to let it survive.

Perfection doesn’t exist in nature. Imperfections are required for robustness. Yet, we are increasingly looking for a picture of perfection we can escape to.

The unintended consequences of this are troubling to think about.

We spent a good part of the last century devising new ways to escape. What was once an activity that lived well apart from our real lives has become increasingly more entwined with those lives.

As our collective affluence has grown, we spend more and more time chasing the fantastical. Social media has accelerated this chase. Our feeds are full of posts from those in pursuit of a fantasy.

We have shifted our focus from the place we live to the “nice place to visit.” This distorts our expectations of what reality should be. We expect the tourist-brochure version of Venice without realizing that in constructing exactly that, we set in motion a chain of events resulting in a city that’s unlivable.

The rise of populist politics is the broken-mirror image of this. Many of us have mythologized the America we want — or Britain, or any of the other countries that have gone down the populist path.. And myths are, by definition, unsustainable in the real world. They are vastly oversimplified pictures that allow us to create a story that we long for. It’s  the same as the picture I painted of Venice in the first paragraph: a fantasy that can’t survive reality.

In our tendency to “tourify” everything, there are at least two unintended consequences: one for ourselves and one for our world.

For us, the need to escape continually draws our energies and attentions from what we need to do to save the world we actually live in, toward the mythologization of the world we think we want to live in. We ignore the inconvenient truths of reality as we pursue our imagined perfection.

But it’s the second outcome that’s probably more troubling. Even if we were successful in building the world we think we want, we could well find that built a bigger version of Venice, a place sinking under the weight of its own fantasy.

Sometimes, you have to be careful what you wish for.

Looking Back at a Decade That’s 99.44% Done

Remember 2010? For me that was a pretty important year. It was the year I sold my digital marketing business. While I would continue to actively work in the industry for another 3 years, for me things were never the same as they were in 2010. And – looking back – I realize that’s pretty well true for most of us. We were more innocent and more hopeful. We still believed that the Internet would be the solution, not the problem.

In 2010, two big trends were jointly reshaping our notions of being connected. Early in the year, former Morgan Stanley analyst Mary Meeker laid them out for us in her “State of the Internet” report. Back then, just three years after the introduction of the iPhone, internet usage from mobile devices hadn’t even reached double digits as a percentage of overall traffic. Meeker knew this was going to change, and quickly. She saw mobile adoption on track to be the steepest tech adoption curve in history. She was right. Today, over 60% of internet usage comes from a mobile device.

The other defining trend was social media. Even then, Facebook had about 600 million users, or just under 10% of the world’s population. When you had a platform that big – connecting that many people – you just knew the consequences will be significant. There were some pretty rosy predications for the impact of social media.

Of course, it’s the stuff you can’t predict that will bite you. Like I said, we were a little naïve.

One trend that Meeker didn’t predict was the nasty issue of data ownership. We were just starting to become aware of the looming spectre of privacy.

The biggest Internet related story of 2010 was WikiLeaks. In February, Julian Assange’s site started releasing 260,000 sensitive diplomatic cables sent to them by Chelsea Manning, a US soldier stationed in Iraq. According to the governments of the world, this was an illegal release of classified material, tantamount to an act of espionage. According to public opinion, this was shit finally rolling uphill. We revelled in the revelations. Wikileaks and Julian Assange was taking it to the man.

That budding sense of optimism continued throughout the year. By December of 2010, the Arab Spring had begun. This was our virtual vindication – the awesome power of social media was a blinding light to shine on the darkest nooks and crannies of despotism and tyranny. The digital future was clear and bright. We would triumph thanks to technology. The Internet had helped put Obama in the White House. It had toppled corrupt regimes.

A decade later, we’re shell shocked to discover that the Internet is the source of a whole new kind of corruption.

The rigidly digitized ideals of Zuckerberg, Page, Brin et al seemed to be a call to arms: transparency, the elimination of bureaucracy, a free and open friction-free digital market, the sharing economy, a vast social network that would connect humanity in ways never imagined, connected devices in our pockets – in 2010 all things seemed possible. And we were naïve enough to believe that those things would all be good and moral and in our best interests.

But soon, we were smelling the stench that came from Silicon Valley. Those ideals were subverted into an outright attack on our privacy. Democratic elections were sold to the highest bidder. Ideals evaporated under the pressure of profit margins and expanding power. Those impossibly bright, impossibly young billionaire CEO’s of ten years ago are now testifying in front of Congress. The corporate culture of many tech companies reeks like a frat house on Sunday morning.

Is there a lesson to be learned? I hope so. I think it’s this. Technology won’t do the heavy lifting for us. It is a tool that is subject to our own frailty. It amplifies what it is to be human. It won’t eliminate greed or corruption unless we continually steer it in that direction. 

And I use the term “we” deliberately. We have to hold tech companies to a higher standard. We have to be more discerning of what we agree to. We have to start demanding better treatment and not be willing to trade our rights away with the click of an accept button. 

A lot of what could have been slipped through our fingers in the last 10 years.  It shouldn’t have happened. Not on our watch.