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Justice
4 min read

Data scientists should stop watching Minority Report and start watching The Shawshank Redemption

A justice ministry’s prejudicial database leaves no room for redemption.

George is a visiting fellow at the London School of Economics and an Anglican priest.

Tom Cruise gestures with his fingers in an e-glove in front of his face
Tom Cruise takes the measure.
20th Century Fox.

The go-to for any news item about using AI to predict crimes before they happen is Steven Spielberg’s Minority Report from 2002, starring Tom Cruise as a futuristic cop, who employs human “precogs” as clairvoyants to get ahead of the villains. 

So, I’m far from the first to name-check it as showing the dystopian future that the UK’s Ministry of Justice heralds with its test project to “explore alternative and innovative data science techniques to risk assessment of homicide.” 

That use of “homicide”, rather than the more British “murder”, is telling, almost like the Ministry wonks have just watched the movie. The pressure group Statewatch has no doubt where they’re heading, with data being used on people who may never have been convicted of an offence and “will code in bias towards racialised and low-income communities.” 

Spielberg was always ahead of the curve. But my fear is less the chilling dystopia that Statewatch sees in its precog. Actually, I’m more worried about the past in this context, or rather in how we treat the past. 

If I haven’t to date done anything wrong, then I have committed no offence. I am literally innocent. And that’s an absolute. An interpretation of data that indicates that I’m more likely to commit a crime than others is neither here (in my conscience) nor there (in the judicial system). 

Furthermore, there’s a theological point. If it is so, as we’re told, that no one is without sin, then we’re all culpable in the pasts that we have lived so far, but the future contains all we have to play for.  

To suggest that some of us are more likely to screw up in that future than others is very dangerously deterministic. It’s redolent of Calvinism’s doctrine of the “elect”, those who have already been marked for salvation and eternal bliss, regardless of what they do or don’t do in this life, while the rest of us, however virtuous our mortal deeds might be, will rot in hell. 

Neither Calvin’s determinism nor the Ministry of Justice’s prejudicial database leave any room for redemption. They’re just trying to identify events that will definitely (the former) or are likely to (the latter) happen. Conversely, we live in hope (for some of us a sure and certain hope) of a future in which we can be redeemed, whatever we have done in the past. 

And that’s why I find Minority Report an unsatisfactory analogy for the development of real-life precrime technology. It is a film that is only about determinism, which leaves no room for either free-will or redemption. And that’s applying a form of intelligence that is truly, er, artificial. 

The vital thing is that hope is fulfilled, the prisoners make it to their paradise after worthless lives spent in jail. Justice is seen to be done.

A more helpful movie, richer in its development of these themes – and not just because it’s got the word that I favour in its title - is 1994’s The Shawshank Redemption, based on a novel by Stephen King. Here we have the idea explored that the past isn’t only irrelevant to our futures, but doesn’t even really exist in time in relation to the future. 

It’s bursting with more religious themes even than Clint Eastwood’s spaghetti westerns, which are really only the righteous saviour turning up to defend flawed goodies from evil baddies, again and again. For a start, The Shawshank Redemption is set in a prison, where whole lives are spent atoning for crimes that have or haven’t been committed. See? 

Lifers who are released after decades struggle to cope or kill themselves. The central character, a messianic figure, lives in hope with his convict friend of reaching a beach in the Virgin Islands, while the prison warden describes himself as “the light of the world”, but is assisted by his prisoners in money-laundering – washing clean – his ill-gotten gains. 

I could go on. But the vital thing is that hope is fulfilled, the prisoners make it to their paradise after worthless lives spent in jail. Justice is seen to be done. But the important thing here is that there is no pre-crime determinism. The future, which often looks hopeless, is rolling out towards the possibility of redemption, which ultimately becomes the only certain reality. 

One can dwell on movie plots too long. They are only, if you’ll excuse the pun, projections of life. But it is nonetheless irritating both that a government department with Justice in its title can believe it worthwhile to explore how it might deploy AI to predict who tomorrow’s criminals are likely to be and its critics condemn it by using the wrong dramatic analogies. 

Minority Report was a dystopian thriller that suggests that the future can only be changed by human intervention. The Shawshank Redemption showed us that inextinguishable human hope is in a future we can’t control, but can depend on.     

Anyone who is interested in justice, especially those who work in a ministry for it, might benefit from downloading it.  

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Article
Comment
Justice
Leading
Politics
5 min read

The consequences of truth-telling are so severe our leaders can’t admit their mistakes

When accountability means annihilation, denial is the only way to survive
A woman talks in an interivew.
Baroness Casey.
BBC.

Why do our leaders struggle so profoundly with admitting error? 

Media and inquiries regularly report on such failures in the NHS, the Home Office, the Department of Work and Pensions, HMRC, the Metropolitan Police, the Ministry of Defence, and so many more public institutions. Often accompanied by harrowing personal stories of the harm done. 

In a recent white paper (From harm to healing: rebuilding trust in Britain’s publicly funded institutions), I defined “harm” as a holistic concept occurring where physical injury or mental distress is committed and sustained and explained that harm is generally something that is caused, possibly resulting in injury or loss of life.  

When we look at harm from an institutional perspective, structural power dynamics inevitably oppress certain groups, limit individual freedoms, and negatively affect the safety and security of individuals. But when we look at it through the lens of the individuals who run those institutions, we see people who often believe that they are acting in good faith, believe that their decisions won’t have a significant impact, who don’t have time to think about the decisions they are making, or worse still, prefer to protect what is in their best interest.  

Even well-intentioned leaders can become complicit in cycles of harm - not just through malice, but through their lack of self-awareness and unwillingness to put themselves in the shoes of the person on the receiving end of their decisions.  

Martin Luther King Jr supposedly said, “the ultimate measure of a man is not where he stands in moments of comfort and convenience, but where he stands at times of challenge and controversy.” In contemporary politics, leaders are neither selected nor (largely) do they remain, because of their humility. Humility is synonymous with weakness and showing weakness must be avoided at all cost. Responsibility is perceived as something that lies outside of us, rather than something we can take ownership of from within.  

So, why do leaders struggle so profoundly with admitting error? 

The issue is cultural and three-fold. 

First, we don’t quantify or systematically address human error, allowing small mistakes to escalate. 

We then enable those responsible to evade accountability through institutional protection and legal barriers. 

Finally, we actively discourage truth-telling by punishing whistle-blowers rather than rewarding transparency. Taken together, these create the very conditions that transform errors into institutional harm.  

Nowhere is this plainer than in Baroness Casey’s recent report on Group-based Child Sexual Exploitation and Abuse that caused the Government to announce a grooming gangs inquiry. In this case, the initial harm was compounded by denial and obfuscation, resulting not just in an institutional failure to protect children, but system-wide failures that have enabled the so-called “bad actors” to remain in situ. 

Recently, this trend was bucked at Countess of Chester Hospital where the police arrested three hospital managers involved in the Lucy Letby investigation. Previously, senior leadership had been protected, thus allowing them to evade accountability. Humble leadership would look like acting when concerns are raised before they become scandals. However, in this case, leadership did act; they chose to bury the truth rather than believe the whistle-blowers.

Until we separate admission of error from institutional destruction, we will continue to incentivise the very cover-ups that erode public trust. 

The answer to our conundrum is obvious. In Britain, accountability is conflated with annihilation. Clinging onto power is the only option because admitting error has become synonymous with career suicide, legal liability, and is tantamount to being hanged in the gallows of social media. We have managed to create systems of governing where the consequences of truth-telling are so severe that denial is the only survival mechanism left. We have successfully weaponised accountability rather than understanding it as the foundation of trust. 

If Rotherham Metropolitan Borough Council had admitted even half of the failures Alexis Jay OBE identified in her 2013 report and that Baroness Casey identifies in her 2025 audit, leaders would face not only compensation claims but media storms, regulatory sanctions, and individual prosecutions. It’s so unthinkable to put someone through that that we shrink back with empathy as to why someone might not speak up. But this is not justice. Justice is what the families of Hillsborough have been seeking in the Public Authority (Accountability) Bill: legal duties of candour, criminal offences for those who deliberately mislead investigations or cover-up service failures, legal representation, and appropriate disclosure of documentation. 

Regardless of your political persuasion, it has to be right that when police misconduct occurs, officers should fear not only disciplinary action and criminal charges. When politicians admit mistakes, they should face calls for their resignation. Public vilification is par for the course. Being ejected from office is the bare minimum required to take accountability for their actions.  

The white paper shows that the cover-up always causes more damage than the original error. Institutional denial - whether relating to the Post Office sub-postmasters, the infected blood scandal victims, grooming gang victims, Grenfell Towers victims, Windrush claimants, or Hillsborough families - compounds the original harm exponentially.  

In a society beset with blame, shame, and by fame, it is extraordinary that this struggle to admit error is so pervasive. Survivors can and will forgive human fallibility. What they will not forgive is the arrogance of institutions that refuse to acknowledge when they have caused harm.  

The white paper refers to a four-fold restorative framework that starts with acknowledgment, not punishment. The courage to say “we were wrong” is merely the first step. Next is apology and accountability followed by amends. It recognises that healing - not just legal resolution - must be at the heart of justice, treating both those harmed and those who caused it as whole human beings deserving of dignity.  

Until we separate admission of error from institutional destruction, we will continue to incentivise the very cover-ups that erode public trust. I was recently struck by Baroness Onora O’Neill who insisted that we must demand trustworthiness in our leaders. We cannot have trustworthiness without truth-telling, and we cannot have that without valuing the act of repairing harm over reputation management. True authority comes from service, through vulnerability rather than invulnerability; strength comes through the acknowledgement of weakness not the projection of power.  

We must recognise that those entrusted with power have a moral obligation to those they serve. That obligation transcends institutional self-interest. Thus, we must stop asking why leaders struggle to admit error and instead ask why we have made truth-telling so dangerous that lies seem safer.