Article
AI
Comment
4 min read

It's our mistakes that make us human

What we learn distinguishes us from tech.

Silvianne Aspray is a theologian and postdoctoral fellow at the University of Cambridge.

A man staring at a laptop grimmaces and holds his hands to his head.
Francisco De Legarreta C. on Unsplash.

The distinction between technology and human beings has become blurry: AI seems to be able to listen, answer our questions, even respond to our feelings. It becomes increasingly easy to confuse machines with humans. In this situation, it is increasingly important to ask: What makes us human, in distinction from machines? There are many answers to this question, but for now I would like to focus on just one aspect of what I think is distinctively human: As human beings, we live and learn in time.  

To be human means to be intrinsically temporal. We live in time and are oriented towards a future good. We are learning animals, and our learning is bound up with the taking of time. When we learn to know or to do something, we necessarily make mistakes, and we take practice. But keeping in view something we desire – a future good – we keep going.  

Let’s take the example of language. We acquire language in community over time. Toddlers make all sorts of hilarious mistakes when they first try to talk, and it takes them a long time even to get single words right, let alone to try and form sentences. But they keep trying, and they eventually learn. The same goes with love: Knowing how to love our family or our neighbours near and far is not something we are good at instantly. It is not the sort of learning where you absorb a piece of information and then you ‘get’ it. No, we learn it over time, we imitate others, we practice and even when we have learned, in the abstract, what it is to be loving, we keep getting it wrong. 

This, too, is part of what it means to be human: to make mistakes. Not the sort of mistakes machines make, when they classify some information wrongly, for instance, but the very human mistake of falling short of your own ideal. Of striving towards something you desire – happiness, in the broadest of terms – and yet falling short, in your actions, of that very goal. But there’s another very human thing right here: Human beings can also change. They – we – can have a change of heart, be transformed, and at some point in time, actually start to do the right thing – even against all the odds. Statistics of past behaviours, do not always correctly predict future outcomes. Part of being human means that we can be transformed.  

Transformation sometimes comes suddenly, when an overwhelming, awe-inspiring experience changes somebody’s life as by a bolt of lightning. Much more commonly, though, such transformation takes time. Through taking up small practices, we can form new habits, gradually acquire virtue, and do the right thing more often than not. This is so human: We are anything but perfect. As Christians would say: We have a tendency to entangle ourselves in the mess of sin and guilt. But we also bear the image of the Holy One who made us, and by the grace and favour of that One, we are not forever stuck in the mess. We are redeemed: are given the strength to keep trying, despite the mistakes we make, and given the grace to acquire virtue and become better people over time. All of this to say that being human means to live in time, and to learn in time. 

So, this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. 

Now compare this to the most complex of machines. We say that AI is able to “learn”. But what does it mean to learn, for AI? Machine learning is usually categorized into supervised learning, unsupervised and self-supervised learning. Supervised learning means that a model is trained for a specific task based on correctly labelled data. For instance, if a model is to predict whether a mammogram image contains a cancerous tumour, it is given many example images which are correctly classed as ‘contains cancer’ or ‘does not contain cancer’. That way, it is “taught” to recognise cancer in unlabelled mammograms. Unsupervised learning is different. Here, the system looks for patterns in the dataset it is given. It clusters and groups data without relying on predefined labels. Self-supervised learning uses both methods: Here, the system uses parts of the data itself as a kind of label – such as, for instance, predicting the upper half of an image from its lower half, or the next word in a given text. This is the predominant paradigm for how contemporary large-scale AI models “learn”.  

In each case, AI’s learning is necessarily based on data sets. Learning happens with reference to pre-given data, and in that sense with reference to the past. It may look like such models can consider the future, and have future goals, but only insofar as they have picked up patterns in past data, which they use to predict future patterns – as if the future was nothing but a repetition of the past.  

So this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. Machines, by contrast, are always oriented towards the past of the data that was fed to them. Human beings are intrinsically temporal beings, whereas machines are defined by temporality only in a very limited sense: it takes time to upload data, and for the data to be processed, for instance. Time, for machines, is nothing but an extension of the past, whereas for human beings, it is an invitation to and the possibility for being transformed for the sake of a future good. We, human beings, are intrinsically temporal, living in time towards a future good – which machines do not.  

In the face of new technologies we need a sharpened sense for the strange and awe-inspiring species that is the human race, and cultivate a new sense of wonder about humanity itself.  

Article
Comment
Football
Justice
5 min read

The 50-year injustice at the heart of women’s football

Now we need to do these two things to put right decades of disparity
A victorious women's football team celeberate.
It came home.
The Football Association.

I don’t normally like men’s international football. I spend all season wishing Bukayo Saka and Jordan Pickford nothing but misfortune and now, suddenly, I’m expected to cheer them on? Not for me, thanks. I’ll stick to revelling in scouse Schadenfreude when football, inevitably, does not come home. 

By contrast, I find the Lionesses much easier to support. That’s probably because, to my shame, I don’t really follow the Women’s Super League as much as I should. I don’t watch them with any petty grudges lingering in my mind. It does mean, however, that I can happily join the 12.2 million other people tuning in to watch Chloe Kelly hop, skip, and volley England to another European Championship. 

It also helps that they seem to keep winning in the most implausible ways possible. There’s a stat going round social media at the moment that, across all the knock-out games of this Euros, England were only ahead for 4 minutes and 52 seconds. Incredible. 

The Lionesses have – yet again – managed to show their nation the joy and drama of football and look set to inspire yet more women and girls to get involved in grass roots football. Women’s football, it would seem, is in rude health. But, look beneath the surface a little, and there are still significant disparities between the women’s game and the men’s game. 

In May, Chelsea effectively sold their women’s team to themselves: they sold the team to BlueCo (Chelsea’s parent company) for a reported £198.7m. This is not the first time Chelsea have engaged creative accounting. In April. 2024, the club revealed it had sold two hotels it owned to one of BlueCo’s sister companies (a move later upheld by the Premier League itself). A whole women’s football team – a good one, at that! – being leveraged for accounting purposes. 

Elsewhere, Liverpool Women’s Team sold their star player – Canadian forward Olivia Smith – to Arsenal for a world record fee of … £1m. To put that into context, Liverpool’s men’s team have already bought Florian Wirtz for roughly £116m this summer. They may add to that by buying Alexander Isak for anywhere up to £150m. And that’s to ignore the purchases Hugo Ekitike (£69m), Milos Kerkez (£40.8m), or Jeremie Frimpong (£35m). Moreover, the first male player to be sold by an English club was Trevor Francis, sold by Birmingham City to Nottingham Forrest. The year? 1979. 46 years ago. 

In purely financial terms, then, the women’s game seems to be about 50 years behind the men’s. And yet, there are the Lionesses. They have just retained the European Championship. They have made three finals in a row, winning the Euros twice and narrowly losing the World Cup final in 2023. By contrast, the men’s team famously haven’t won a major trophy since 1966. 

And so why does women’s football exist in an alternative financial universe about 50 years behind the men’s game? Well, I think a big part of it is making up for lost time. 

The FA banned women from playing at FA-affiliated grounds between 1921 and 1971. Did you know that? It’s one of the UK’s greatest sporting shames and yet it’s hardly common knowledge. How like this country to front up to its institutional mistakes with silence. 

For 50 years women were effectively unable to participate in the sport in any meaningful and professional way. 50 years. Where have we heard that number before? 

Prior to this, women’s football had been rather popular. Dick, Kerr Ladies FC regularly attracted matchday audiences of thousands. In 1920, the year before the FA ban, 53,000 fans went to Goodison Park to watch they play against St. Helens. For context, this is a crowd so big the vast majority of Premier League stadiums would not be able to accommodate it. It would fill Brentford’s stadium three times over, and there would still be people queuing up outside. 

For 50 years, men’s football was able to accelerate and grow while women’s football matches simply weren’t possible. Who knows where women’s football would be now, if it had been allowed to continue with the successes it had won for itself. 

The success of the men’s game is built, in part, upon the enforced stagnation of the women’s game. People watched men’s football because it was the only football it was possible to watch. Men’s football owes its success in part to this. I don’t see how we can say otherwise. In response to this, I wonder if there are two things the sport might do to attempt to rectify this somewhat: one big, one small. 

First, the big change. I wonder if there does need to be some form of reparations instituted to restore parity and to right the wrongs of the past? I know this won’t be popular. I love football, and I love it when my football club spends loads of money on players. I love that Liverpool (men’s team) might spend over £100m on two separate players this summer. I probably shouldn't be rubbing my hands at this, but if I’m honest, I am. 

But at least some of this money ought to be diverted away from the men’s game and funnelled towards the women’s game. If men’s football is built in no small part on the enforced cessation of women’s football, then this seems only to be right. It’s not about punishing men’s football or paying a penalty for wrongdoing. It’s simply about restoring back to women’s football that which rightfully belongs to it. 

Second, the small change. We should start calling men’s football teams ‘Men’s Football Teams’. When I talk about Liverpool Men’s Team, I just say ‘Liverpool’. I know, and anyone listening to me knows, that I mean the men’s team. I then add ‘Women’s’ when I’m talking about the Women’s Team. 

The effect of this is that the ‘Men’s Team’ becomes the ‘default’ way of thinking about football. It is the ‘normal’ way of engaging with the sport, and this is then qualified or relativised by my talking about ‘Women’s football’ elsewhere. ‘Women’s Football’ becomes a smaller sub-category of the bigger category of ‘football’ as a whole, which is implicitly linked to ‘Men’s football’ specifically. 

By taking the time to specify ‘Men’s Football’, we remind one another that football needn’t be played by men at all. That it, too, is just one way in which the sport might be engaged with or played. Not the ‘default’ or ‘correct’ way the sport exists. It’s a small change that, with time, may have a big effect on the way the sport as a whole of perceived. 

50 years of injustice cannot be repaired overnight. There is a lot of work to be done to undo the wrongs of football’s historic treatment of women. But the sooner men’s football starts, the sooner justice will be restored. 

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