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{{quote|
By tunnel vision, we mean that “compendium of common [[Heuristic|heuristics]] and logical fallacies,” to which we are all susceptible, that lead actors in the criminal justice system to “focus on a suspect, select and filter the evidence that will ‘build a case’ for conviction, while ignoring or suppressing evidence that points away from guilt.” This process leads investigators, prosecutors, judges, and defence lawyers alike to focus on a particular conclusion and then filter all evidence in a case through the lens provided by that conclusion.
: — ''The Multiple Dimensions of Tunnel Vision in Criminal Cases'' by Keith Findley and Michael Scott (2006)}}{{Quote|Do not attribute to malice what can satisfactorily be explained by stupidity.
:—''[[Hanlon’s razor]]''}}{{quote|To a man with a hammer, everything looks like a nail.
:—Abraham Maslow}}
{{d|Prosecutor’s tunnel vision|/ˈprɒsɪkjuːtəz/ /ˈtʌnᵊl/ /ˈvɪʒᵊn/|n}}
{{d|Prosecutor’s tunnel vision|/ˈprɒsɪkjuːtəz/ /ˈtʌnᵊl/ /ˈvɪʒᵊn/|n}}
{{drop|T|he collection of}} [[bias]]es and cognitive gin-traps that can lead ''prosecutors'' — those who “prosecute” a particular theory of the world — to stick with it, however starkly it may vary from available evidence and common sense.
{{drop|T|he collection of}} biases and cognitive gin-traps that can lead ''prosecutors'' — those who “prosecute” a particular theory of the world — to stick with it, however starkly it may vary from available evidence and common sense.


So named because it is often ''literal'' prosecutors, of crimes, who suffer from it. This kind of tunnel vision has led to notorious miscarriages of justice where innocent people come to be convicted beyond reasonable doubt notwithstanding clear, plausible and more credible alternative explanations.  
So named because it is often ''literal'' prosecutors, of crimes, who suffer from it. This kind of tunnel vision has led to notorious miscarriages of justice where innocent people come to be convicted notwithstanding clear and plausible alternative explanations for their ostensible “crimes”.  


It is not just miscarriages of justice: the same tunnel vision motivates ideologies, [[Conspiracy theory|conspiracies]] and management philosophy: 360-degree [[performance appraisal]]s, the war on drugs; the worldwide [[Anti-money laundering|AML]] military-industrial complex; the batty dogma of [[outsourcing]] are all cases where those “prosecuting” the outlook stick with it notwithstanding the weight of evidence that the theory is at best useless, and may lead to the opposite of the desired outcome.
{{quote|
====An asymmetry of evidence====
By tunnel vision, we mean that “compendium of common [[Heuristic|heuristics]] and logical fallacies,” to which we are all susceptible, that lead actors in the criminal justice system to “focus on a suspect, select and filter the evidence that will “build a case” for conviction, while ignoring or suppressing evidence that points away from guilt.” This process leads investigators, prosecutors, judges, and defence lawyers alike to focus on a particular conclusion and then filter all evidence in a case through the lens provided by that conclusion.
{{drop|A|t the end}} of the “prosecutor’s tunnel” are clear but simplistic and often misleading models of a messy world. We are pattern-matching, puzzle-solving animals. We are drawn to neatness. We and resile from intractability as it indicates ''weakness'': that our frail human intellect has been defeated by the ineffable natural order of the cosmos.  
: ''The Multiple Dimensions of Tunnel Vision in Criminal Cases'' by Keith Findley and Michael Scott (2006)}}
 
So it is that the simplicity of the prosecutor’s case, especially when backed by [[Data modernism|data]], can crowd out our usually strong attachment to common sense, intuition and inference. 
 
We have built our institutions to be vulnerable to this crowding out: we allow “data” as evidence but not “intuition”. Hence an asymmetry: data — evidence — is better at supporting a case for what ''did'' happen than for what did ''not''.
 
Criminal law proceeds upon data and the weight of evidence. Intuition’s role subsists mainly in the ''presumption of innocence''. A prosecutor must prove guilt; the accused need not prove ''anything'': she cannot be expected to explain what happened for the simple reason that, if she did not do it, she has no better idea what happened than anyone else. The jury, we all hope, lean on their intuition when conjuring doubts.
==Interlude: difficult cases from down under==
Three notorious cases from the antipodes illustrate what is at stake here when intuition and common sense are relegated behind “data”.
====A ring of dust around Ayers Rock====
{{drop|L|indy and Michael}} Chamberlain and their three children were camping at Ayers Rock in central Australia in August 1980.<ref>''{{plainlink|https://open.spotify.com/show/4sADNVGYAf0VnP6TqaBW3i|A Perfect Storm: The True Story of the Chamberlains}}'' is a fabulous accout of the whole affair.</ref> The adults were with other campers around a campfire when Lindy heard a disturbance near the tent where her infant daughter Azaria was sleeping. She went to check on the baby and thought she saw a dingo running out of the tent. When she got to the tent, the child had vanished.
 
Lindy raised the alarm at once, but Azaria was never found.
 
Dingo attacks on humans at the time were rare, and the police believed Lindy was behaving strangely. They regarded her “dingo” explanation as absurd.<ref>A common schoolyard joke at the time: Q: What is the ring of diust rising around Ayers Rock? A: The dingoes doing a lap of honour.</ref> They, and quickly thereafter the public, concluded that Lindy had murdered and disposed of her baby.
 
They built their case from the little positive evidence they had: Lindy’s absence from the campfire gave her an opportunity; her strange religious beliefs — the Chamberlains were Seventh-Day Adventists — gave her a motive; what appeared to be spattered infant blood in the footwell of the Chamberlain’s car provided forensic evidence and Lindy’s odd behaviour when interviewed provided corroboration.
 
Many aspects of the police case were highly implausible: logistically, it was almost impossible for Lindy to have murdered Azaria in the way proposed — with blunt scissors — and disposed of the body and all evidence in the five minutes available to her. Never mind how unlikely it was for a mother — let alone a devout Christian mother — to murder her own infant in cold blood.
 
Nevertheless, in 1982, Lindy Chamberlain was convicted of Azaria’s murder and spent three and a half years in prison before Azaria’s matinee jacket was found, four kilometres from the campsite, at the entrance to a dingo lair. Lindy was released and pardoned but her conviction was not finally quashed until 1992.


The “blood spatter” in the footwell of the Chamberlains’ Holden Torana turned out, much later, to be a standard sound-deadening compound applied during the car’s manufacture.
{{drop|T|he same tunnel}} vision also motivates ideologies, conspiracies and management philosophy: 360-degree [[performance appraisal]]s, [[outsourcing]], the war on drugs; the worldwide [[Anti-money laundering|AML]] military-industrial complex: are all cases where those “prosecuting” the theory stick with it even though the weight of evidence suggests it does not work and may even be counterproductive.  


====Satanic panic in the Garden City====
The “prosecutor’s tunnel” begins with clear but simplistic — ''misleading'' — models of a messy world. Humans have a weakness for these: we are pattern-matching, puzzle-solving animals. We are drawn to neatness. We resile from intractability as it indicates ''weakness'': that our frail human intellect has been defeated by the ineffable natural order of things.
{{drop|I|n 1991, Peter}} Ellis, a childcare worker at a daycare centre in New Zealand was charged with horrific abuse of several preschool children in his care.<ref>''{{plainlink|https://open.spotify.com/show/1ZHmLlciFEQ33kkSPZTtyC|Conviction: The Christchurch Civic Creche Case}}''</ref> Police alleged, on the children’s own evidence that, among other things, Ellis abducted the children en masse during the day and subjected them to bizarre rituals and acts of unthinkable cruelty and violence.  
===An elegant hypothesis===
{{drop|S|ometimes the sheer}} elegance of a prosecutor’s case can crowd out common sense and the basic intuition that ''this cannot be right''.


In total, one hundred and eighteen children were interviewed by police and social workers.  
We have built our legal institutions to be vulnerable to this kind of crowding out. Criminal law proceeds upon [[data]] and the weight of ''evidence'' but disallows “intuition”. Hence, there is an asymmetry: evidence is better at saying what ''did'' happen than what did ''not''. This is especially so where there is no direct evidence that the defendant actually did what she is accused of.


In 1993 Ellis was convicted on 16 counts of child sex abuse against seven children. They discarded evidence from children who did not report abuse, and also set aside patently impossible claims, meaning that the evidence put before the court — and disclosed to the defence — appeared more compelling than it would have if viewed in the wider context. It transpired later that the techniques the police and social workers used may well have encouraged the very young children to make their stories up.
Circumstantial evidence does not directly implicate a defendant but is [[consistent with]] the prosecution theory. It accumulates: if there is enough of it, and none points away from the defendant, it can tell us something. But, [[correlation|correlation and causation]]: evidence that is “[[consistent with]]” a prosecution theory does not prove it: that JC owns a bicycle is ''consistent'' with his competing in the ''Tour de France''; it does not make him any more likely to ''do'' it. Evidence can look more meaningful than it is. This is where intuition ought to be able to help us.


But none of the allegations were true.
As it is, intuition’s role is relegated to underpinning the presumption of innocence. A prosecutor must prove guilt; the accused need not prove ''anything'': she cannot be expected to explain what happened for the simple reason that and innocent person should have no better idea about it than anyone else. The jury, we hope, leans on its intuition when conjuring doubts.


Ellis maintained his innocence throughout and continued to fight for his name to be cleared, but died in 2019. New Zealand Supreme Court finally quashed all remaining convictions in 2022 citing a substantial miscarriage of justice due to unbalanced evidence and contamination of the children’s evidence.
Experience tells us otherwise. In what follows, JC takes three notorious cases from the antipodes to see what can happen when, with no direct evidence, those arguing the case become afflicted with tunnel vision, and intuition and common sense are relegated behind “data” and circumstantial evidence. Then we will look at what causes this condition.


====Murder in the family====
{{gbullet|Case study: [[Lindy Chamberlain]]<li>Case study: [[Peter Ellis]]<li>Case study: [[David Bain]]}}
{{drop|O|n the morning}} of June 20,1994 twenty-two-year-old David Bain returned from his paper round at 6:45am to find his whole family had been shot dead. <ref>''{{plainlink|https://open.spotify.com/show/3jgt4218rVMRh9OcIRu8qd|Black Hands: A Family Mass Murder}}''</ref> He did not discover this immediately: it was still midwinter dark at that hour, deep in the Southern Hemisphere. Without switching on a light David first went downstairs to put on a load of laundry. He later told police it was so dark he did not notice his father’s bloodstained clothes on the machine, and inadvertently washed them with his own, obliterating key evidence.
 
Returning upstairs, David discovered his father Robin lying in the living room beside a 22 rifle with a bullet wound in his head. Quickly thereafter he found the bodies of his mother, two sisters and youngest brother, who appeared to have put up some kind of fight before being overcome. 
 
A note typed on the family computer, apparently by David’s father Robin, said, “You were the only one who deserved to live.” David placed an agitated call to emergency services. It was recorded, and remains a part of the public record.
 
David told police his father, motivated by a troubled relationship with the family, must have murdered them all before turning the gun upon himself. 
 
Based on circumstantial evidence including bloodstains on his own clothing and spectacles, fingerprints on the murder weapon, minor bruises and abrasions consistent with a struggle with his brother, and a lack of any evidence pointing to his father, David Bain was charged with all five murders and convicted on all counts.
 
David maintained his innocence.
 
In 1996 Joe Karam, a former New Zealand rugby international, became involved after reading a newspaper article about university students raising money to fund an appeal. Karam became fascinated by the case, and was persuaded of David’s innocence. He brought significant publicity to David’s cause and championed his innocence, uncovering shortcomings, inconsistencies and oversights in the police investigation and in the handling of evidence.
 
Eventually, David’s case made it to the Privy Council where, twenty years after the original trial, the court quashed Bain’s convictions and ordered a retrial. The second jury was not persuaded of David’s guilt and he was acquitted of all charges. He remains a free man.
====Narrative biases====
====Narrative biases====
{{drop|T|hese three cases}} illustrate the problem of “circumstantial evidence” cases: where there is no ''direct'' evidence of the alleged crime, one tends to start with a hypothesis and then fit whatever forensic evidence you have into it. There is a kind of [[Prosecutor’s tunnel vision|tunnel vision]] at play. This is so regardless of whether you are convinced of the defendant’s guilt or innocence.
{{drop|T|hese cases illustrate}} the problem of relying on circumstantial evidence: with no independent ''direct'' evidence, one tends to start with a hypothesis and fit whatever secondary and forensic evidence you have into it, discarding whatever does not fit. This is the classic [[Prosecutor’s tunnel vision|tunnel vision]] scenario. It can afflict those who would ''defend'' suspects just as firmly as those who prosecute them.
 
All kinds of odd theories circulated owing to the Chamberlains’ unusual religious beliefs — they were Seventh Day Adventists — and nationality — they were ''New Zealanders!'' —  But that ''anyone'' could bring themselves to do such a thing — never mind the child’s own mother — is hard to imagine. The idea that a child’s own mother would cold-bloodedly murder her nine-week-old baby without warning is, in the abstract, ''preposterous''. And this is before considering the practical difficulties with what was alleged. To even set up this as a hypothesis there must be a solid grounds supporting this highly implausible scenario— if not credible eye-witness evidence, then documented psychiatric instability, a history of volatile violent temperament — or at least a compelling motivation that could overthrow the powerful human instinct in almost all people to protect vulnerable infants.
 
There must be no plausible alternative explanation. But Lindy Chamberlain provided one. A dingo snatching the child might have seemed unlikely, but even with no recorded cases, it was not half as unlikely as a mother killing her own infant with a pair of blunt scissors in the footwell of a car a few yards from group of people sitting around a camp fire.
 
Likewise, for anyone to do what Peter Ellis was alleged to have done was ''extraordinarily'' unlikely. To do it with adult witnesses anything, no-one noticing the children go missing for, apparently, hours on end, for none of the children’s supposed injuries to leave any traces at all, made it even less likely. And there was a plausible alternative: ''the events did not happen at all''. All that was required for that to be true was the children, perhaps at the unwitting promoting of adults already in the grip of [[prosecutor’s tunnel vision]], to make things up. This is not unusual behaviour. By comparison with untraceable ritual satanic abuse, children exercising their imaginations to please adults does not seem unlikely.
 
It is also true that mass murder, and even more so familicide, is extremely rare and, therefore, in the absence of prior evidence, a highly unlikely explanation for the deaths of the Bain family. But there is ''no question'' the Bain family were murdered. The only open question was ''by whom''. On David Bain’s own theory of the case only two people could have done it: his father and himself. It was therefore ''definitely'' familicide: the ''prior'' improbability of familicide is beside the point. The posterior probability that David was responsible for familicide changes with this information. There is now a 50% chance he was responsible, before considering any further evidence. And the evidence all pointed to David. To ''not'' be the murderer, on his own evidence, David would have had to be ''extremely'' unlucky — forgetting to turn on the light, accidentally disposing of exculpatory evidence, having incriminating injuries he could not explain — while no such evidence pointed to Robin. David’s defence exhibited its own kind of [[tunnel vision]] focusing on the possibility that each piece of evidence ''might'' have an innocent explanation. To be clear, there were procedural inadequacies in the police case and David Bain has been acquitted at law, but as a piece of judicial procedure, the comparison between Bain’s case and those of Ellis and Chamberlain is stark.
====Standards of proof====
{{drop|T|he prosecution’s standard}} of proof is, in theory, high: ''beyond reasonable doubt''. It isn’t clear that quite achieves what it is meant to. Courts have moved to dumb it down: that time-honoured phrase has been discarded and juries are directed to convict only if they are “sure”. While this is meant to mean the same thing, not all are persuaded that is how juries understand it.<ref>{{Plainlink|https://www.newlawjournal.co.uk/content/dreaded-questions-doubtful-answers-the-trouble-with-sure-|New Law Journal: The Trouble With “Sure”}}</ref> And there is some reason to think that juries start with a presumption that the accused is guilty at least to the balance of probabilities: assuming the police acted in good faith, why else would the defendant be in the dock?
 
But a scenario where tendentious data may be introduced in support of guilt but there is a total ''lack'' of “data” supporting exoneration — only the intuition that it seems ''highly unlikely'' that such a person should do such a thing — may lead to that confusion. Lindy Chamberlain was convicted of her own daughter’s murder, with a pair of blunt scissors, on the evidence of bloodlike spatter in the footwell of her husband’s car. The intuition that a sane mother is most unlikely to brutally murder her own nine-week-old child at all, let alone with an improvised weapon and without warning or provocation was not before the court. Somehow the jury was persuaded not just that she did it, but that there was no plausible alternative explanation.
 
[[JC]] draws upon ''{{plainlink|https://media.law.wisc.edu/m/2fjzd/findley_scott_ssrn_copy-1.pdf|The Multiple Dimensions of Tunnel Vision in Criminal Cases}}'' by Keith Findley and Michael Scott in the Wisconsin Law Review (2006) and {{author|Robert Cialdini}}’s {{br|Persuasion}}. To some extent also the madness of crowds and Jon Haidt’s {{br|The Righteous Mind}}. The lesson we draw is that ''we are not as rational as we like to think'' and ''data is never the whole story''.
 
It may describe ''all'' view-forming of a “conviction” kind. They are like political and religious views in that, once they take root, they are not easily displaced.
 
The “wrongful conviction” cases are bracing because, with hindsight, a better narrative and having taken a different cognitive path to the prosecutors, it is so hard to understand how they got there, or why they persisted with such plainly untenable views. If we treat prosecutor’s tunnel vision as a variety of political or even religious conviction, we can see better how “prosecutors” can be so energetic in their maintenance of a bad [[model]]. It perhaps explains the gruesome in-house performance in the {{poh}}.
 
Prosecutors need not be ''literal'' prosecutors: campaigners for innocence, and conspiracy theorists suffer at the hands of the same collection of cognitive traps. Both sides of the public conversation about [[Lucy Letby]] are similarly afflicted with tunnel vision: hence, allegations of conspiracy from both sides.
 
==The three phases of tunnel vision==
Tunnel vision has three phases: first, the background conditions arise to make us ''vulnerable'' to tunnel vision in the first place; secondly, those that push us into a given tunnel; the third are those cognitive artefacts that ''keep'' us there.
 
Call these “setting out”, “getting there” and “staying there”.


In order of appearance:
All kinds of theories circulated owing to the Chamberlains’ unusual religious beliefs and “odd behaviour” in the aftermath of Azaria’s disappearance. But devout Christianity is hardly a solid [[Bayesian prior|prior]] indicating a tendency to murder. Nor is “odd behaviour” in the aftermath of a mother’s most extreme psychological trauma. Who would ''not'' behave oddly in those circumstances?


====Background====
That ''anyone'' could bring themselves to cold-bloodedly murder a nine-week-old baby is hard to imagine. Statistically, it is highly improbable. That the child’s own mother would is, in the absence of compelling evidence, ''preposterous''. To even start with this theory you must surely have compelling grounds to believe it over all other possibilities — if not credible eye-witness evidence, then a documented history of violence, behavioural volatility or psychiatric illness grave enough to overthrow the strong human instinct to protect vulnerable infants. Lindy Chamberlain had no such history.
{{Drop|C|ertain dispositions, biases}} and miscellaneous psychological tics come together to create the conditions for tunnel vision to swamp an earnestly-held narrative:


=====The “anchoring” effect=====
If there is ''any'' plausible alternative explanation for the baby’s disappearance, ''there must have been a reasonable doubt''. It need not be more probable than the prosecution case: just ''not out of the question''. [[Lindy Chamberlain]] provided one: a dingo snatching the child might have been unprecedented, but it was possible. There were dingoes in the area. They are predators. They are strong enough to carry away a human infant. A dingo was no less likely than a new mother noiselessly murdering her own infant just yards from a group of independent witnesses. That ought to have been the end of it.
When making decisions we tend to “anchor” our expectations on the first piece of information we get, and then recalibrate as we go, not against some abstract sense of rectitude, but ''by reference to the anchor''. Our initial impression can therefore disproportionately influence the model we draw and our later assessment of responsibility.


This is the theory behind the “discount sticker” in a car showroom: You are already getting a great deal, and you haven’t started haggling!<ref>Anchoring is relatively well documented. Kahneman and Tversky asked subjects to to spin a wheel of fortune and, after spinning, to estimate the percentage of African nations in the UN. Those who landed on a higher number gave significantly higher estimates than those who landed on a lower number.</ref>
Likewise, what [[Peter Ellis]] was alleged to have done is ''extraordinarily'' improbable. There are few documented cases of ritualistic abuse on that scale anywhere in the world. There are none in New Zealand. For such a thing to have happened without any prior evidence of such behaviour, with no adult witnesses, no one noticing the absent children and for none of the children to bear any trace of their supposed injuries makes it even less likely.  


=====Overconfidence in own expertise=====
And there was a plausible alternative: ''nothing happened at all''. All that was required for that to be true was for preschool children, perhaps at the prompt of interviewers already in the grip of [[prosecutor’s tunnel vision]], to make things up. By comparison with “untraceable, unwitnessed, wide-scale ritual satanic abuse”, “children exercising their imaginations to please adults” ''is not improbable''.  
We [[subject matter expert]]s tend to overestimate our ability to judge subtle problems, especially those ''adjacent'' to, but not within, our expertise. We then over-emphasise our experience when forming conclusions — this is an entry condition to any professional calling — even where it might be only a relatively small part of the story.  


Where we are overly confident in our essential ''rectitude'' we are less likely to consider alternative models, explanations, theories or even evidence.
It is different for David Bain. While it is true that familicide is extremely rare and, therefore, absent [[Bayesian prior|prior]] evidence, highly improbable, there is no question that the Bain family were murdered. The only question was ''by whom''.  


=====“To a man with a hammer...”=====
On David’s own theory, only two people could have done it: his father and himself. It was, therefore, ''definitely'' familicide: the abstract improbability of that explanation is therefore beside the point. The probability that David was responsible is therefore greatly higher: before considering any further evidence there is a 50% chance he was responsible.  
You don’t enlist in the army hoping never to shoot a gun.  


The police show up for work to detect ''crime''. Prosecutors to ''prosecute'' it. They are primed this way, as are we all: to be ''useful'' and for their role in the great cosmos to be ''important'' and to ''make a difference''.
And a lot of the further evidence pointed in his direction. To ''not'' be the murderer, on his own evidence, David would have been ''extremely'' unlucky — forgetting to turn on the light, inadvertently disposing of exculpatory evidence, having incriminating injuries he could not explain — while no such evidence pointed to Robin. David’s defenders had their own [[tunnel vision]], focusing narrowly on the provenance of each piece of incriminating evidence, identifying formal shortcomings in its value as evidence: questioning the manner of its collection, the chain of custody, raising ''possibilities'' of innocent explanations without evidence to support that alternative, and disregarding the wider context of the whole case.


Saying, “well, sorry, but there’s nothing to see here, folks”, packing up and going home is not professionally rewarding. That is not what gets us out of bed.  
Now, David Bain was acquitted of all charges. On the evidence, the jury could not rule out the ''possibility'' that Robin Bain was responsible. Not being satisfied beyond reasonable doubt that David was the perpetrator, he was correctly acquitted at law. But it remains ''likely'' that David ''was'' the perpetrator.<ref>Christchurch Journalist Martin Van Beynen’s fantastic podcast ''{{plainlink|https://interactives.stuff.co.nz/blackhands/not-guilty/|Black Hands}}'' compellingly makes this case.</ref> As a piece of judicial procedure, the comparison between Bain’s case and those of Ellis and Chamberlain is stark.  


We tell ourselves archetypal stories: the dogged sleuth who smelled a rat and stuck at it over the objections of naysayers and superiors threatened with a career issuing parking tickets and overcame the shadowy machinations of unseen malign forces.  
====Tunnel vision and circumstantial evidence====
{{drop|W|here there is}} reliable [[direct evidence]] — eyewitnesses, recordings, and causative links between a suspect and the allegation — there is little need for inference; the evidence speaks for itself. But cases comprised predominantly of [[circumstantial evidence]] that therefore depend on inferential reasoning are vulnerable to tunnel vision because the complex of cognitive biases that make up [[prosecutor’s tunnel vision]] affect the process of inference.  


There are no archetypes about conspiracy-obsessive geeks who hound innocent prisoners to their graves.
====Upstanding citizen turns master criminal. Does well.====
{{Drop|P|rosecutor’s tunnel vision}} cases often involve hitherto law-abiding citizens suddenly committing fiendish crimes without warning, explanation or motive.  


=====Role pressure=====
Now JC is, ahem, ''told'' that committing violent crime without leaving ''any'' incriminating evidence is ''extremely'' hard. Especially in a controlled environment like an infants’ daycare centre or a hospital.  
Law enforcement agencies will be under tremendous pressure to get results. Curiously, this may lead to missed opportunities: notoriously, West Yorkshire police repeatedly missed the Yorkshire Ripper despite interviewing him several times because he didn’t match the profile they had built, which was based on letters from a hoaxer.


====Getting there====
To be sure, serial criminals ''can'' operate in these environments but they will need to be ''good'': meticulous in their preparation and method. Over time, they will hone their techniques and perfect a ''modus operandi'', acquiring a ghoulish sort of ''[[expertise]]'' in murder: killing patients in a closely monitored, controlled environment populated by trained experts hardly lends itself to opportunistic, freestyle offending. Hospitals, in particular, overflow with specialists who can detect subtle clues that ordinary laypeople — and burgeoning criminals learning their craft — have no idea about.
{{Drop|O|nce you are}} safely anchored with your hammer and have started wandering around the house looking for nails, there should still be scope for falsification of your operating theory. But again, psychological biases can override the dispassionate application of cool logic.


=====Extrapolation=====
As with any complicated discipline, one learns as one goes. We should not, therefore, expect “beginners” to perform like master jewel thieves, slipping in and out, striking in the dark and leaving no trace. They will blunder. They will be careless. ''They will leave evidence''. They will slip up, leave giveaways and clumsily trigger red flags. From new criminals, we should expect “smoking guns”.  
Especially vulnerable are [[subject matter expert]]s. We are natural problem-solvers and model builders and we will easily slip beyond our brief and intrude into matters where we have little experience. A statistician can give us a compelling account of the Bayesian probabilities, but when she strays into the causes of elevated insulin readings in a sample containing an apparently significant cluster of readings. Likewise, a medical expert may opine ''that'' the insulin readings are elevated beyond what would usually be expected, but the forensic question of ''who or what caused the excess insulin levels'' is a question of forensics and not something a diabetes specialist has any better idea about than anyone else.  


=====Precedent: bad heuristics=====
So if a strange confluence of events is accompanied by ''no'' smoking pistol, this too has some prior probability value. It does not ''exclude'' the possibility of foul play, but it does make it ''less likely''.  
The greater the expertise, the more grooved the expectations, the stronger the [[heuristic]], the greater our temptation to take that shortcut and ''presume'' that this is “one of those” cases. Often the subject matter experts model will be right: if so this heuristic is a handy, efficient shortcut. In the rare case that presents one way but is an exception, it can be dangerous. Heuristics are excellent, efficient devices (as [[Gerd Gigerenzer]] notes, they help us to catch balls without needing to perform differential equations), but when the model is wrong they can lead to trouble.
=====Base rate neglect=====
“Base rate neglect” — also known as the prosecutor’s fallacy — is our natural tendency of to ignore the “base rate” of a phenomenon in the population and instead focus on “individuating” information that pertains to the specific case in front of us.  


If, statistically, a certain test has a 1/1000 chance of yielding a “false positive” for a given illness, but the general prevalence of that illness in the population is 1/100,000 then for every one true positive result, we should still expect 100 false positives. Worth remembering if you are diagnosed with a rare illness!
People do not often flip, overnight and without warning, from conscientious citizens to compulsive criminals. If they did, we would ''notice'' it.<ref>They might snap into a sudden orgy extreme violence — but this plays out as desperate, meltdown ''mass'' murder, not calculated ongoing ''serial'' murder, and there is generally no doubt that it is murder and no shortage of [[direct evidence]] implicating the accused.</ref> When hitherto law-abiding people do slide into criminality, there is generally motivation, a history of antisocial behaviour, identifiable psychological trauma, drug dependency, observed personality change over time or diagnosed mental illness.<ref>Mental illnesses having a clear medical pathology, not suspiciously made-up ones out of ex- post facto symptoms like “Munchausen by proxy”. See the “circular correspondence bias” discussion below.</ref> Often ''all'' of these things. (Let us call them “[[criminal propensity|criminal propensities]]”.)


The same principle holds for criminal offending: if there is a 1/342,000,000 chance that “so many suspicious deaths could have occurred with the same nurse on duty by sheer chance” it may seem that the fact one nurse was in fact on duty for all those suspicious deaths is damning. But this is to ignore the base rate: How many health professionals are there in the world with no criminal history, motive or mental illness who murder multiple patients?
The absence of ''any'' of criminal propensities in a suspect’s makeup should ''reduce'' the “prior probability” of foul play by that suspect. As we will see, “circular correspondence bias” can take such a ''lack'' of criminal propensity and somehow invert it into confirmation.


For the odds to be even with sheer chance — that is the “balance of probabilities”, remember, a long way short of “beyond reasonable doubt” there would need to be ''twenty-three''. There are not twenty-three such serial killers in the world.
Where a crime has certainly been committed, this goes only to ''who'' the perpetrator is. There may (as in David Bain’s case) be only a small universe of credible suspects. If ''all'' “possible suspects” have the same lack of criminal propensity, it will count for little. But if the universe of “potential suspects” is large or if it is plausible that ''no crime was committed at all'' — an individual’s lack of any criminal propensity should tell us something “circumstantial”.


Yet “one in three-hundred and forty-two million” was the figure that convicted Dutch nurse Lucia de Berk of serial murder. Even if this figure had been correct, sheer chance was still the far likelier explanation.  
Neither Lindy Chamberlain nor Peter Ellis had any criminal propensity and both cases there was a plausible alternative explanation. For David Bain it was different.


It turned out the statistics were in any case wrong: the probability of her shift patterns coinciding by chance was reassessed as being more like one in twenty-five. For the odds of serial murder to be even with that, there would need to be 320 ''million'' hospital serial killers.  
====Burden and standard of proof====
{{drop|T|he [[burden and standard of proof|''burden'' of]]}} proof is a different thing to the ''standard'' of proof. The burden is who has to prove their case: this falls squarely on the prosecution. The defence is not required to prove anything, least of all the accused’s innocence.  


Observers might note the similarities between this case and a British case that is currently in the news.  
But there is tension between that crystalline legal theory and the practical reality: it is in the defendant’s interest that ''someone'' casts doubt into jurors’ minds. Since the Crown plainly won’t be doing that, the defence must either rely on jurors to confect plausible doubts by themselves, or it must plant some doubts there. It is a brave defence counsel indeed who puts her client’s future in the hands of a jury’s imagination and capacity for creative thought.
=====Confirmation bias=====
All observation is theory-dependent: scientists must first have a theory before they can gather evidence to test it: otherwise, how do they know what evidence to look for?


Having picked a bad [[heuristic]], we tend to seek out, interpret, and best remember information that confirms it. We may overweight evidence that supports our theory and disregard or minimise anything that contradicts it.
All the same, the prosecution’s ''standard'' of proof — what it must do to discharge its burden of proof — is, in theory, ''extremely'' high. Courts have dumbed down the time-honoured phrase ''[[beyond reasonable doubt]]'': these days, juries are directed to convict only if they are “''sure''”. This is meant to mean the same thing, but not everyone is persuaded that is how juries understand it.<ref>{{Plainlink|https://www.newlawjournal.co.uk/content/dreaded-questions-doubtful-answers-the-trouble-with-sure-|New Law Journal: The Trouble With “Sure”}}</ref>


Convinced that Lindy Chamberlain had murdered her infant daughter Azaria, Police searched high and low for blood, eventually finding some splattered over the footwell of her husband’s car. This was crucial evidence in her conviction turned out to be sound-deadening material containing iron oxide that was present on all cars of that model.
There is some reason to think that juries start with an ''[[ad hoc]]'' presumption that ''any'' defendant put before them is ''somewhat'' likely to be guilty: if the police were competent and acted in good faith, why else would the defendant be in the dock?


====Selective information processing====
So where there is only ''tendentious'' data supporting a defendant’s guilt but a total ''lack'' of “data” supporting her innocence —  what evidence could there be that you did not do something that did not happen? — there are grounds for confusion here, and there is good evidence that juries do indeed get confused.  
Focusing on certain pieces of evidence while ignoring others. Prosecutors might only present evidence that strengthens their case and neglect exculpatory evidence that could help the defence. Peter Ellis’ prosecutors interviewed twenty or more children. Some gave plainly preposterous accounts of what went on. They were not called to give evidence and their statements were considered irrelevant and therefore were not all made available to the defence.


====Groupthink====
Lindy Chamberlain was convicted of her own daughter’s murder, with a pair of blunt scissors, on the circumstantial evidence of what looked like blood sprays in the footwell of the family car.<ref>In fairness the crown submitted expert forensic analysis entered that it was specifically infant blood, so you can hardly fault the jury here. You can fault the crown forensics team though: it turned out to be acoustic deadening spray and not blood of any kind!</ref>
Thinking or making decisions as a group in a way that discourages creativity or individual responsibility: Prosecutors might conform to the prevailing opinion within their office, stifling dissenting views and critical analysis of the case. See also [[Dan Davies]]’ idea of  “[[accountability sink]]s”. {{poh}} is perhaps the archetypal example of groupthink.


====Reductionism====
Evidence supporting the intuition that “a sane mother is most unlikely to brutally murder her own nine-week-old child at all, let alone with an improvised weapon and without warning or provocation” was not before the court. What evidence could there be of that? Somehow the jury was persuaded not just that she did murder her child, but that there was no plausible alternative explanation for the child’s disappearance. This was largely thanks to the strange collection of cognitive biases to which the prosecution had succumbed.
Drilling deep into technical details that, by themselves, and shorn of all context, seem to lead to one conclusion — especially one you are already [[anchor]]ed to — notwithstanding the wider picture making the hypothesis unlikely. Especially in cases with no direct evidence, there is a great risk of this.
 
Prosecutors’ focus on “blood”  sprayed up in the footwell of the Chamberlains car led them to a theory that Azaria was murdered there, despite no evidence supporting the theory, and quite a lot — principally, the lack of time for Lindy Chamberlain to do any such thing. The prosecution case started with “murder in the car” as the anchoring evidence, and hypothesised a whole story around it, for which there was no supporting evidence but also no contradiucting evidence, so it was “possible”. There is a ''lot'' of this in the Lucy Letby case, on both sides.
 
==Staying there==
==== Hindsight bias and the reiteration effect ====
In hindsight, people tend to think an eventual outcome was inevitable, or more likely or predictable, than they might have before it happened. “What is the chance that that nice woman you met at the campsite just now will, in three hours, brutally murder her own nine-week old infant?” versus “Given that this nine-week old child has disappeared from the campsite, and the police suspect the mother of foul play, what is the prospect that her mother brutally murdered the child?”
 
Through “hindsight bias” we project new knowledge (of actual outcomes) onto our knowledge of the past (observed behaviour), without realising that the perception of the past has been tainted by the subsequent information.
 
Once a person becomes a prime suspect and prosecutors arrive at an outcome in their own determination of who ''they'' believe is guilty — hindsight bias suggests that, upon reflection, the suspect was the inevitable and likely suspect from the beginning. Evidence is malleable in light of this “realisation”.
 
This is compounded by a “reiteration” effect. Our confidence in a theory increases the more we hear it, independent of its truth or falsity. The longer that police, prosecutors and witnesses live with a conclusion of guilt, the more entrenched their conclusion becomes, and the more obvious it appears that all evidence pointed to that conclusion from the very beginning. This “reiteration effect” makes it increasingly difficult for police and prosecutors to consider alternative perpetrators or theories of a crime.
 
====Outcome bias====
Like hindsight bias, “outcome bias” involves projecting subsequent “outcomes” onto observed behaviour, only about the quality of a suspect’s decision. Subjects are more likely to judge as bad a suspect’s decision to operate when they are told the patient died during surgery than when told the patient survived. This is the operator error presumption from {{fieldguide}}
 
====Sunk cost fallacy====
The inclination to continue an endeavour once money, effort, time ''or credibility'' has been invested, even when new evidence suggests the defendant might be innocent. (see also [[commitment]] when talking about [[persuasion]])
==Antidotes==
{{quote|
Q: How many psychiatrists does it take to change a light bulb? <br>
A: Just one; but the light bulb really has to want to change.}}
Some strategies to counteract the effect, but the predominant one is to ''want'' to keep an open mind.
====Hanlon’s, and Otto’s razor====
{{quote|“Do not attribute to ''malice'' things that can just as well be explained by ''stupidity''.”
:—''[[Hanlon’s razor]]''}}
Don’t assume malice where stupidity will do; likewise, per Otto’s razor,  don’t attribute to ''virtue'' something that could equally be attributed to self-interest; or to ''skill'' something that could equally be attributed to dumb ''luck''.

Latest revision as of 16:17, 3 September 2024

Prosecutor’s tunnel vision
/ˈprɒsɪkjuːtəz/ /ˈtʌnᵊl/ /ˈvɪʒᵊn/ (n.)
The collection of biases and cognitive gin-traps that can lead prosecutors — those who “prosecute” a particular theory of the world — to stick with it, however starkly it may vary from available evidence and common sense.

So named because it is often literal prosecutors, of crimes, who suffer from it. This kind of tunnel vision has led to notorious miscarriages of justice where innocent people come to be convicted notwithstanding clear and plausible alternative explanations for their ostensible “crimes”.

By tunnel vision, we mean that “compendium of common heuristics and logical fallacies,” to which we are all susceptible, that lead actors in the criminal justice system to “focus on a suspect, select and filter the evidence that will “build a case” for conviction, while ignoring or suppressing evidence that points away from guilt.” This process leads investigators, prosecutors, judges, and defence lawyers alike to focus on a particular conclusion and then filter all evidence in a case through the lens provided by that conclusion.

The Multiple Dimensions of Tunnel Vision in Criminal Cases by Keith Findley and Michael Scott (2006)

The same tunnel vision also motivates ideologies, conspiracies and management philosophy: 360-degree performance appraisals, outsourcing, the war on drugs; the worldwide AML military-industrial complex: are all cases where those “prosecuting” the theory stick with it even though the weight of evidence suggests it does not work and may even be counterproductive.

The “prosecutor’s tunnel” begins with clear but simplistic — misleading — models of a messy world. Humans have a weakness for these: we are pattern-matching, puzzle-solving animals. We are drawn to neatness. We resile from intractability as it indicates weakness: that our frail human intellect has been defeated by the ineffable natural order of things.

An elegant hypothesis

Sometimes the sheer elegance of a prosecutor’s case can crowd out common sense and the basic intuition that this cannot be right.

We have built our legal institutions to be vulnerable to this kind of crowding out. Criminal law proceeds upon data and the weight of evidence but disallows “intuition”. Hence, there is an asymmetry: evidence is better at saying what did happen than what did not. This is especially so where there is no direct evidence that the defendant actually did what she is accused of.

Circumstantial evidence does not directly implicate a defendant but is consistent with the prosecution theory. It accumulates: if there is enough of it, and none points away from the defendant, it can tell us something. But, correlation and causation: evidence that is “consistent with” a prosecution theory does not prove it: that JC owns a bicycle is consistent with his competing in the Tour de France; it does not make him any more likely to do it. Evidence can look more meaningful than it is. This is where intuition ought to be able to help us.

As it is, intuition’s role is relegated to underpinning the presumption of innocence. A prosecutor must prove guilt; the accused need not prove anything: she cannot be expected to explain what happened for the simple reason that and innocent person should have no better idea about it than anyone else. The jury, we hope, leans on its intuition when conjuring doubts.

Experience tells us otherwise. In what follows, JC takes three notorious cases from the antipodes to see what can happen when, with no direct evidence, those arguing the case become afflicted with tunnel vision, and intuition and common sense are relegated behind “data” and circumstantial evidence. Then we will look at what causes this condition.

Narrative biases

These cases illustrate the problem of relying on circumstantial evidence: with no independent direct evidence, one tends to start with a hypothesis and fit whatever secondary and forensic evidence you have into it, discarding whatever does not fit. This is the classic tunnel vision scenario. It can afflict those who would defend suspects just as firmly as those who prosecute them.

All kinds of theories circulated owing to the Chamberlains’ unusual religious beliefs and “odd behaviour” in the aftermath of Azaria’s disappearance. But devout Christianity is hardly a solid prior indicating a tendency to murder. Nor is “odd behaviour” in the aftermath of a mother’s most extreme psychological trauma. Who would not behave oddly in those circumstances?

That anyone could bring themselves to cold-bloodedly murder a nine-week-old baby is hard to imagine. Statistically, it is highly improbable. That the child’s own mother would is, in the absence of compelling evidence, preposterous. To even start with this theory you must surely have compelling grounds to believe it over all other possibilities — if not credible eye-witness evidence, then a documented history of violence, behavioural volatility or psychiatric illness grave enough to overthrow the strong human instinct to protect vulnerable infants. Lindy Chamberlain had no such history.

If there is any plausible alternative explanation for the baby’s disappearance, there must have been a reasonable doubt. It need not be more probable than the prosecution case: just not out of the question. Lindy Chamberlain provided one: a dingo snatching the child might have been unprecedented, but it was possible. There were dingoes in the area. They are predators. They are strong enough to carry away a human infant. A dingo was no less likely than a new mother noiselessly murdering her own infant just yards from a group of independent witnesses. That ought to have been the end of it.

Likewise, what Peter Ellis was alleged to have done is extraordinarily improbable. There are few documented cases of ritualistic abuse on that scale anywhere in the world. There are none in New Zealand. For such a thing to have happened without any prior evidence of such behaviour, with no adult witnesses, no one noticing the absent children and for none of the children to bear any trace of their supposed injuries makes it even less likely.

And there was a plausible alternative: nothing happened at all. All that was required for that to be true was for preschool children, perhaps at the prompt of interviewers already in the grip of prosecutor’s tunnel vision, to make things up. By comparison with “untraceable, unwitnessed, wide-scale ritual satanic abuse”, “children exercising their imaginations to please adults” is not improbable.

It is different for David Bain. While it is true that familicide is extremely rare and, therefore, absent prior evidence, highly improbable, there is no question that the Bain family were murdered. The only question was by whom.

On David’s own theory, only two people could have done it: his father and himself. It was, therefore, definitely familicide: the abstract improbability of that explanation is therefore beside the point. The probability that David was responsible is therefore greatly higher: before considering any further evidence there is a 50% chance he was responsible.

And a lot of the further evidence pointed in his direction. To not be the murderer, on his own evidence, David would have been extremely unlucky — forgetting to turn on the light, inadvertently disposing of exculpatory evidence, having incriminating injuries he could not explain — while no such evidence pointed to Robin. David’s defenders had their own tunnel vision, focusing narrowly on the provenance of each piece of incriminating evidence, identifying formal shortcomings in its value as evidence: questioning the manner of its collection, the chain of custody, raising possibilities of innocent explanations without evidence to support that alternative, and disregarding the wider context of the whole case.

Now, David Bain was acquitted of all charges. On the evidence, the jury could not rule out the possibility that Robin Bain was responsible. Not being satisfied beyond reasonable doubt that David was the perpetrator, he was correctly acquitted at law. But it remains likely that David was the perpetrator.[1] As a piece of judicial procedure, the comparison between Bain’s case and those of Ellis and Chamberlain is stark.

Tunnel vision and circumstantial evidence

Where there is reliable direct evidence — eyewitnesses, recordings, and causative links between a suspect and the allegation — there is little need for inference; the evidence speaks for itself. But cases comprised predominantly of circumstantial evidence — that therefore depend on inferential reasoning — are vulnerable to tunnel vision because the complex of cognitive biases that make up prosecutor’s tunnel vision affect the process of inference.

Upstanding citizen turns master criminal. Does well.

Prosecutor’s tunnel vision cases often involve hitherto law-abiding citizens suddenly committing fiendish crimes without warning, explanation or motive.

Now JC is, ahem, told that committing violent crime without leaving any incriminating evidence is extremely hard. Especially in a controlled environment like an infants’ daycare centre or a hospital.

To be sure, serial criminals can operate in these environments but they will need to be good: meticulous in their preparation and method. Over time, they will hone their techniques and perfect a modus operandi, acquiring a ghoulish sort of expertise in murder: killing patients in a closely monitored, controlled environment populated by trained experts hardly lends itself to opportunistic, freestyle offending. Hospitals, in particular, overflow with specialists who can detect subtle clues that ordinary laypeople — and burgeoning criminals learning their craft — have no idea about.

As with any complicated discipline, one learns as one goes. We should not, therefore, expect “beginners” to perform like master jewel thieves, slipping in and out, striking in the dark and leaving no trace. They will blunder. They will be careless. They will leave evidence. They will slip up, leave giveaways and clumsily trigger red flags. From new criminals, we should expect “smoking guns”.

So if a strange confluence of events is accompanied by no smoking pistol, this too has some prior probability value. It does not exclude the possibility of foul play, but it does make it less likely.

People do not often flip, overnight and without warning, from conscientious citizens to compulsive criminals. If they did, we would notice it.[2] When hitherto law-abiding people do slide into criminality, there is generally motivation, a history of antisocial behaviour, identifiable psychological trauma, drug dependency, observed personality change over time or diagnosed mental illness.[3] Often all of these things. (Let us call them “criminal propensities”.)

The absence of any of criminal propensities in a suspect’s makeup should reduce the “prior probability” of foul play by that suspect. As we will see, “circular correspondence bias” can take such a lack of criminal propensity and somehow invert it into confirmation.

Where a crime has certainly been committed, this goes only to who the perpetrator is. There may (as in David Bain’s case) be only a small universe of credible suspects. If all “possible suspects” have the same lack of criminal propensity, it will count for little. But if the universe of “potential suspects” is large — or if it is plausible that no crime was committed at all — an individual’s lack of any criminal propensity should tell us something “circumstantial”.

Neither Lindy Chamberlain nor Peter Ellis had any criminal propensity and both cases there was a plausible alternative explanation. For David Bain it was different.

Burden and standard of proof

The burden of proof is a different thing to the standard of proof. The burden is who has to prove their case: this falls squarely on the prosecution. The defence is not required to prove anything, least of all the accused’s innocence.

But there is tension between that crystalline legal theory and the practical reality: it is in the defendant’s interest that someone casts doubt into jurors’ minds. Since the Crown plainly won’t be doing that, the defence must either rely on jurors to confect plausible doubts by themselves, or it must plant some doubts there. It is a brave defence counsel indeed who puts her client’s future in the hands of a jury’s imagination and capacity for creative thought.

All the same, the prosecution’s standard of proof — what it must do to discharge its burden of proof — is, in theory, extremely high. Courts have dumbed down the time-honoured phrase beyond reasonable doubt: these days, juries are directed to convict only if they are “sure”. This is meant to mean the same thing, but not everyone is persuaded that is how juries understand it.[4]

There is some reason to think that juries start with an ad hoc presumption that any defendant put before them is somewhat likely to be guilty: if the police were competent and acted in good faith, why else would the defendant be in the dock?

So where there is only tendentious data supporting a defendant’s guilt but a total lack of “data” supporting her innocence — what evidence could there be that you did not do something that did not happen? — there are grounds for confusion here, and there is good evidence that juries do indeed get confused.

Lindy Chamberlain was convicted of her own daughter’s murder, with a pair of blunt scissors, on the circumstantial evidence of what looked like blood sprays in the footwell of the family car.[5]

Evidence supporting the intuition that “a sane mother is most unlikely to brutally murder her own nine-week-old child at all, let alone with an improvised weapon and without warning or provocation” was not before the court. What evidence could there be of that? Somehow the jury was persuaded not just that she did murder her child, but that there was no plausible alternative explanation for the child’s disappearance. This was largely thanks to the strange collection of cognitive biases to which the prosecution had succumbed.

  1. Christchurch Journalist Martin Van Beynen’s fantastic podcast Black Hands compellingly makes this case.
  2. They might snap into a sudden orgy extreme violence — but this plays out as desperate, meltdown mass murder, not calculated ongoing serial murder, and there is generally no doubt that it is murder and no shortage of direct evidence implicating the accused.
  3. Mental illnesses having a clear medical pathology, not suspiciously made-up ones out of ex- post facto symptoms like “Munchausen by proxy”. See the “circular correspondence bias” discussion below.
  4. New Law Journal: The Trouble With “Sure”
  5. In fairness the crown submitted expert forensic analysis entered that it was specifically infant blood, so you can hardly fault the jury here. You can fault the crown forensics team though: it turned out to be acoustic deadening spray and not blood of any kind!