Explainer
Comment
Economics
Leading
Politics
Wisdom
5 min read

When someone makes a claim, ask yourself these questions

How stories, statistics, and studies exploit our biases.

Alex is a professor of finance, and an expert in the use and misuse of data and evidence.

A member of an audience makes a point while gesturing.
On the other hand...
Antenna on Unsplash.

“Check the facts.”  

“Examine the evidence.”  

“Correlation is not causation.”  

We’ve heard these phrases enough times that they should be in our DNA. If true, misinformation would never get out of the starting block. But countless examples abound of misinformation spreading like wildfire. 

This is because our internal, often subconscious, biases cause us to accept incorrect statements at face value. Nobel Laureate Daniel Kahneman refers to our rational, slow thought process – which has mastered the above three phrases – as System 2, and our impulsive, fast thought process – distorted by our biases – as System 1. In the cold light of day, we know that we shouldn’t take claims at face value, but when our System 1 is in overdrive, the red mist of anger clouds our vision. 

Confirmation bias 

One culprit is confirmation bias – the temptation to accept evidence uncritically if it confirms what we’d like to be true, and to reject a claim out of hand if it clashes with our worldview. Importantly, these biases can be subtle; they’re not limited to topics such as immigration or gun control where emotions run high. It’s widely claimed that breastfeeding increases child IQ, even though correlation is not causation because parental factors drive both. But, because many of us would trust natural breastmilk over the artificial formula of a giant corporation, we lap this claim up. 

Confirmation bias is hard to shake. In a study, three neuroscientists took students with liberal political views and hooked them up to a functional magnetic resonance imaging scanner. The researchers read out statements the participants previously said they agreed with, then gave contradictory evidence and measured the students’ brain activity. There was no effect when non-political claims were challenged, but countering political positions triggered their amygdala. That’s the same part of the brain that’s activated when a tiger attacks you, inducing a ‘fight-or-flight’ response. The amygdala drives our System 1, and drowns out the prefrontal cortex which operates our System 2. 

Confirmation bias looms large for issues where we have a pre-existing opinion. But for many topics, we have no prior view. If there’s nothing to confirm, there’s no confirmation bias, so we’d hope we can approach these issues with a clear head. 

Black-and-white thinking 

Unfortunately, another bias can kick in: black-and-white thinking. This bias means that we view the world in binary terms. Something is either always good or always bad, with no shades of grey. 

To pen a bestseller, Atkins didn’t need to be right. He just needed to be extreme. 

The bestselling weight-loss book in history, Dr Atkins’ New Diet Revolution, benefited from this bias. Before Atkins, people may not have had strong views on whether carbs were good or bad. But as long as they think it has to be one or the other, with no middle ground, they’ll latch onto a one-way recommendation. That’s what the Atkins diet did. It had one rule: Avoid all carbs. Not just refined sugar, not just simple carbs, but all carbs. You can decide whether to eat something by looking at the “Carbohydrate” line on the nutrition label, without worrying whether the carbs are complex or simple, natural or processed. This simple rule played into black-and-white thinking and made it easy to follow. 

To pen a bestseller, Atkins didn’t need to be right. He just needed to be extreme. 

Overcoming Our biases 

So, what do we do about it? The first step is to recognize our own biases. If a statement sparks our emotions and we’re raring to share or trash it, or if it’s extreme and gives a one-size-fit-all prescription, we need to proceed with caution. 

The second step is to ask questions, particularly if it’s a claim we’re eager to accept. One is to “consider the opposite”. If a study had reached the opposite conclusion, what holes would you poke in it? Then, ask yourself whether these concerns still apply even though it gives you the results you want. 

Take the plethora of studies claiming that sustainability improves company performance. What if a paper had found that sustainability worsens performance? Sustainability supporters would throw up a host of objections. First, how did the researchers actually measure sustainability? Was it a company’s sustainability claims rather than its actual delivery? Second, how large a sample did they analyse? If it was a handful of firms over just one year, the underperformance could be due to randomness; there’s not enough data to draw strong conclusions. Third, is it causation or just correlation? Perhaps high sustainability doesn’t cause low performance, but something else, such as heavy regulation, drives both. Now that you’ve opened your eyes to potential problems, ask yourselves if they plague the study you’re eager to trumpet. 

A second question is to “consider the authors”. Think about who wrote the study and what their incentives are to make the claim that they did. Many reports are produced by organizations whose goal is advocacy rather than scientific inquiry. Ask “would the authors have published the paper if it had found the opposite result?” — if not, they may have cherry-picked their data or methodology. 

In addition to bias, another key attribute is the authors’ expertise in conducting scientific research. Leading CEOs and investors have substantial experience, and there’s nobody more qualified to write an account of the companies they’ve run or the investments they’ve made. However, some move beyond telling war stories to proclaiming a universal set of rules for success – but without scientific research we don’t know whether these principles work in general. A simple question is “If the same study was written by the same authors, with the same credentials, but found the opposite results, would you still believe it?” 

Today, anyone can make a claim, start a conspiracy theory or post a statistic. If people want it to be true it will go viral. But we have the tools to combat it. We know how to show discernment, ask questions and conduct due diligence if we don’t like a finding. The trick is to tame our biases and exercise the same scrutiny when we see something we’re raring to accept. 

 

This article is adapted from May Contain Lies: How Stories, Statistics, and Studies Exploit Our Biases – and What We Can Do About It
(Penguin Random House, 2024)
Reproduced by kind permission of the author.

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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.