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{{d|Prosecutor’s tunnel vision|/ˈprɒsɪkjuːtəz/ /ˈtʌnᵊl/ /ˈvɪʒᵊn/|n}}
{{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 notwithstanding clear and plausible alternative explanations for their ostensible “crimes”.
{{quote|
{{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.
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)}}
: — ''The Multiple Dimensions of Tunnel Vision in Criminal Cases'' by Keith Findley and Michael Scott (2006)}}
{{quote|To a man with a hammer, everything looks like a nail.
:—Abraham Maslow}}
{{d|Prosecutor’s tunnel vision|/ˈprɒsɪkjuːtəz/ /ˈtʌnᵊl/ /ˈvɪʒᵊn/|n}}
{{drop|T|he collection of}} [[bias]]es and misconceptions that can lead ''prosecutors'' — in the widest sense: those who “prosecute” a particular theory of the world — to frame and maintain a view based on one’s starting hypothesis, however starkly it may be at variance with other evidence.


So named because these people are often ''literal'' prosecutors, of crimes, and this kind of tunnel vision has led to notorious miscarriages of justice. The same collection of biases, prejudgments and psychological habits can motivate many kinds of ideology, conspiracy, management theory. They are simplistic solutions to complex problems, in the face of strong . Their appealing simplicity, especially where backed by data, can crowd out sometimes strong contrary argument especially where backed by common sense, intuition or inference. Data is evidence; inference is not.  
{{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.  


Criminal law proceeds upon the weight of evidence. A prosecutor must is prove guilt; the accused is not obliged to prove innocence, much less a plausible alternative account of events, for the simple reason that an innocent accused should have no better idea what happened than a anyone else.  
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===
{{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''.


But a scenario where tendentious data may be introduced in support of guilt and where there is, for this reason, a total lack of “data” supporting exoneration — only the inadmissible intuition that this seems a highly unlikely turn of events in the abstract — may lead to that confusion.
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.


Still, the same phenomenon can appear elsewhere; the dogma of [[outsourcing]], for example, where the direct cost of an internal operations unit are a matter of accounting principles and therefore easy to measure but the benefits — informal interpersonal networks, employee commitment, institutional knowledge, and depth of experience are not, leading many businesses to make their operational stacks dramatically more fragile, rigid and brittle — worse, for all practical purposes but not accounting ones.  
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.


Prosecutor’s tunnel vision therefore is a useful template for screening all kinds of bad [[decision-making]] environments.  
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.


[[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''.  
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.


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.
{{gbullet|Case study: [[Lindy Chamberlain]]<li>Case study: [[Peter Ellis]]<li>Case study: [[David Bain]]}}
====Narrative biases====
{{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.


The “wrongful conviction” cases are bracing because, with hindsight, armed with a better narrative and not having taken the the cognitive path that led prosecutors to their position, it is so hard to understand how they got there, or why they persist 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}}.
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?


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.
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.


====The three phases of tunnel vision====
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.
Tunnel vision has three phases: first, the background conditions arise to make us ''vulnerable'' to tunnel vision in the first place; secondly, lpthose considerations 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”.
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.  


In order of appearance:
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''.


==Background==
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''.  
{{Drop|T|o get to}} a position where tunnel vision might toddle hold,we need:
====Anchoring effect====
When making decisions we tend to rely on the first piece of information we get. Initial impressions can disproportionately influence our strategy and assessment of responsibility. This is the [[anchoring]] effect.


====Overconfidence in expertise====
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.  
Those engaged as [[subject matter expert]]s may overestimate their ability to diagnose and judge subtle problems, especially those that are adjacent (nor nearly adjacent) to an area of expertise. Experts tend to over-emphasise their own domains in forming conclusions — this is an entry condition to any professional calling — when it might be a relatively minor part of the story.  


Where we are overly confident in our case — where we see its essential ''rectitude'' — we are less likely to consider alternatives, different models, theories or even evidence.
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.


====To a man with a hammer...====
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.  
Cadets don’t sign up for basic training hoping not to shoot a gun.  


The police show up for work to detect crime. Prosecutors to prosecute it. They are primed this way, as we all are: we like to be ''useful'': if presented with a mystery an expert’s ideal outcome is not “there is nothing to see here, folks”, and to pack up her equipment and go home.  
====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.  


The dogged sleuth who smelled something fishy, stuck at it over the objections of her superiors and endured the shadowy  machinations unseen malign forces is a literary archetype for a reason. We don’t hear so much about the obsessive geek who hounded an innocent woman to her grave. This is not a story we like to hear. (Survivorship bias).
====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.  


Someone analogous to the “to a man with a hammer, everything looks like a nail” syndrome:
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.  
====Role pressure====
If there has been some apparent calumny, no-one will be satisfied by an agency who de-escalates. Officials will be under tremendous pressure to get results: West Yorkshire police missed opportunities to apprehend Peter Sutcliffe because of this, despite interviewing him on a number of occasions, because he didn’t meet a profile based on letters from “Wearside Jack”, who turned out to be a hoaxer. The pressure to hasten to convictions may arise due to career aspirations, public expectations, or institutional culture.  


The literal meaning of [[iatrogenic]]an illness produced by the treatment.
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.


==Getting there==
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”.  
====Extrapolation====
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 the temptation to take that shortcut and ''presume'' that this is one of those cases. In the great preponderance of cases, this is a handy, efficient shortcut, but in the rare case that presents in a certain way but is an exception, it can be dangerous. Heuristics are excellent, efficient devices (as Gerd Gigernzer notes, they help us to catch balls without needing to perform differential equations), but when the model is wrong they can lead to trouble.


====Confirmation bias====
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]].)
Professor A J Chalmers noted that observation is theory dependent: scientists must first have a hypothesis to test before they can gather evidence, for otherwise you cannot know what evidence  is even relevant. If observing cars to form laws of motion, is their colour relevant?<ref>Yes, is the counterintuitive answer. The “doppler effect” shifts the visible wavelength of light. But you have to have a theory that predicts this before you even know to look for it.</ref>
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.


====Selective information processing====
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.
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 defense.


====Groupthink====
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”.
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====
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.
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.
====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.  


==Staying there==
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.
==== 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.
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>


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”.
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?


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.
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.  


====Outcome bias====
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>
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====
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.
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!