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Behavioural Finance & Investor Decision-Making
1Foundations
The Rational InvestorJudgment Under UncertaintyPreferencesBehavioural FinanceInvestor and Market BehaviourFinancial Well-BeingBounded RationalityHeuristics and Biases
2Cognitive Biases, Emotion and Attention
Limited AttentionRepresentativenessThe Affect HeuristicAnchoring and AdjustmentEmotion and Decision QualityOverconfidence and OptimismAmbiguity and Complexity AversionAvailability and SalienceHome Bias, Local Bias…FramingThe Halo EffectHindsight BiasThe Narrative FallacyPresent Bias and Hyperbolic DiscountingBase-Rate NeglectStatus Quo Bias and the Default Effect
3Preferences and Prospect Theory
Prospect TheoryRegretThe Endowment EffectMental AccountingThe Sunk Cost FallacyLoss AversionRisk Seeking in Losses
4Social Behaviour
HerdingNarrative EconomicsFear of Missing OutGroupthinkSocial Proof
5Investment and Trading Behaviour
Excess TradingNaive DiversificationThe Disposition EffectLottery PreferencesNoise TradersPortfolio InertiaRecency Bias
6Markets and Anomalies
Mania, Panic and CapitulationMarket EfficiencyEfficient Market Hypothesis vs…Speculative BubblesReflexivityInvestor SentimentMarket AnomaliesShort-Sale ConstraintsPrice DiscoveryLimits to Arbitrage
7Decision, Research and Debiasing
The Decision JournalDebiasingChoice Architecture, Defaults and…The Pre-Mortem and Process QualityDecision Quality
8Advice, Conduct and Communication
Communication ConductSuitability and AppropriatenessChoice OverloadComplaint BehaviourRisk DisclosureVulnerable Investors

The Halo Effect: One Good Impression Colouring Everything

The halo effect is one judged attribute colouring judgements of every other attribute. An assessor who rates something well on whatever was assessed first will rate it better on everything assessed afterwards, including the things about which there is no information at all. The effect runs in both directions, and the unfavourable version behaves in exactly the same way.

The halo effect is not a strong opinion and it is not enthusiasm. The halo effect is a leak between two judgements that have nothing to do with each other, and the leak happens because the two judgements were made one after another rather than side by side. The halo effect is a fault in the order of judging rather than a fault in the person doing the judging. The order of judging is why the halo survives in careful people, in experienced people, and in people who feel nothing in particular about the thing in front of them.

What is the halo effect, precisely?

Almost nothing is judged in one go. A thing being assessed has parts, and each part is in principle a separate question with a separate answer. Call each of those parts an attributeOne dimension of a thing being assessed, capable in principle of being judged on its own without reference to the others.. The halo effect is what happens when the mark placed against one attribute becomes, quietly and without anybody deciding it should, the mark placed against the rest.

Edward Thorndike set the pattern down in the Journal of Applied Psychology in 1920, in a paper called A Constant Error in Psychological Ratings. He had supervisors rate the people working under them on qualities that were meant to be separate from one another, and found that the ratings agreed far more closely than genuinely separate qualities could possibly agree. Somebody marked highly on the first quality was marked highly on all of them. He called it a constant error because it did not scatter. The error leaned the same way every time, and an error that leans the same way every time is worth naming rather than merely worth apologising for.

Ratings of four qualities that were meant to be judged separately. PERSON RATED QUALITY ONE QUALITY TWO QUALITY THREE QUALITY FOUR SPREAD PERSON A 82 80 81 79 3 pts PERSON B 65 64 66 65 2 pts PERSON C 48 47 50 49 3 pts Across any row the four ratings sit within 3 points of each other. Down the first column, where the quality is held the same, they sit 34 points apart. Invented ratings, drawn to show the pattern named a constant error in 1920.
Ratings meant to be separate line up by the person being rated rather than by the quality, which genuinely separate qualities could not do.

Take it out of assessment and into an ordinary afternoon. A household is choosing a caterer for a wedding. The household attends a tasting, one dish is excellent, and by the time they walk back to the car they have formed views on the caterer's punctuality, the staffing, the billing and how the tables will look. Not one of those four was on display at the tasting. The household watched somebody cook, and came away with a rating of somebody's invoicing. The whole mechanism is there, and it took about forty minutes.

One caterer, one tasting, and five attributes carrying a rating by the end of it. WHAT WAS WATCHED the cooking, one dish, tasted in the room ONE ATTRIBUTE, RATED ON EVIDENCE PUNCTUALITY rated, nothing on display THE STAFFING rated, nothing on display THE BILLING rated, nothing on display HOW THE TABLES WILL LOOK rated, nothing on display Five attributes carried a rating by the time they reached the car. Exactly one was observed, which is 20.0 per cent. The other four, being 80.0 per cent of the assessment, rested on nothing that had been put on display at all. They watched somebody cook and came away with a rating of somebody's invoicing.
One attribute was watched at the tasting while five were rated, so four fifths of the assessment rested on nothing anybody saw.

The halo effect is one judged attribute colouring the judgement of attributes that were never assessed at all. The word halo carries an unhelpful suggestion of something flattering and mild. The effect is neither. The halo is a measurement problem, and the measurement it damages belongs to the assessor.

Try it out

What does the halo effect spread from, and what does it spread to?

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Why does one impression spread to judgements it has no bearing on?

Because judgements arrive in a queue. Four attributes cannot be assessed simultaneously; one is assessed, then the next, then the next. The assessment orderThe sequence in which the parts of something get judged. It is usually accidental, and it changes the result. is almost never chosen deliberately. The order falls out of whatever was mentioned first, whatever was easiest to look up, or whatever somebody happened to raise.

Once the first judgement exists it does not sit in a sealed box. The first judgement becomes the room the second judgement is made in. Nothing in ordinary assessment requires an independent judgementAn assessment made without knowledge of another judgement that could sway it, whether that other judgement is somebody else's or the assessor's own earlier one. at the second step, and so none is obtained. The result is contaminationAn earlier judgement acting as background context for a later one, so the later one is no longer a separate reading. in the plainest sense: the second reading is taken on an instrument that the first reading has already moved.

Four attributes, judged one after another rather than side by side. ORDER OF ASSESSMENT FIRST ATTRIBUTE evidence arrives about this one JUDGED CLEAN SECOND ATTRIBUTE no evidence arrives at all JUDGED IN CONTEXT THIRD ATTRIBUTE no evidence arrives at all JUDGED IN CONTEXT FOURTH ATTRIBUTE no evidence arrives at all JUDGED IN CONTEXT the impression made by the first attribute travels with every judgement taken after it Nothing in ordinary assessment requires the second judgement to be insulated from the first, so the order the attributes happened to be taken in becomes part of the answer.
Judgements made in sequence pass context forward, so the order in which attributes happen to be assessed becomes part of the result rather than an irrelevant detail of scheduling.

A mechanism nobody has measured is only a story, so now put a number on the spread. Take an invented rating scale running from 0 to 100, where 50 is the honest reading for an attribute about which nothing whatever is known. A rating of 50 is honest because it says neither good nor bad, and neither good nor bad is exactly what the evidence supports when there is no evidence. On that illustrative scale, an assessor carrying no impression from anywhere else rates the unknown attribute 50. An assessor carrying a moderately favourable impression from the first attribute rates it 65. An assessor carrying a strong one rates it 80.

Work the spread out rather than accepting it. From 50 to 80 is thirty points of movement, on a scale of a hundred, about an attribute on which not one fact arrived at any point. Thirty points is not a drift and it is not a rounding difference: it is a third of the entire scale, produced by information about something else. The three readings are joined by a straight line, and a straight line is a simplification. The numbers themselves were made up for teaching rather than measured anywhere.

The rating given to an attribute nobody has learnt anything about. 45 55 65 75 85 50, THE HONEST READING WHEN NOTHING IS KNOWN 50 65 80 30 PTS none half strength strong strength of the impression formed on the FIRST attribute Thirty points of movement on an attribute about which nothing whatever was learnt. Invented, illustrative scale.
The rating of an unknown attribute rises in a straight line with the strength of an impression formed somewhere else entirely, moving thirty points end to end.
Try it out

Nothing at all is known about a second attribute. Before the control below is moved: does a strong impression formed on the first attribute change the rating given to the second?

Play with it

Move the impression, watch a rating with nothing behind it move too

One variable moves: the strength of the impression formed on the first attribute, from none to strong. One consequence follows: the rating given to a second attribute about which nothing at all is known. The three named readings are 50 with no impression, 65 at half strength, and 80 at full strength. The information available about the second attribute is nil at every setting of the control, and that is stipulated rather than assumed.

no impression0.50a strong impression
One impression in. One rating out. No information about the thing being rated. RATING GIVEN TO THE SECOND ATTRIBUTE 40 50 60 70 80 90 65.0 none half strong strength of the impression on the FIRST attribute THE TWO RATINGS SIDE BY SIDE 50.0 65.0 +15.0 no impression this setting both bars measured upward from 40 Information available about the second attribute, at every setting of this control: none.
Impression on the first, what moves
0.50
Rating given to the second
65.0
Information about the second
None
Movement from the honest 50
+15.0

A moderate impression at a strength of 0.50 lifts the rating of the second attribute from the honest 50.0 to 65.0, a movement of 15.0 points, and not one fact about that second attribute has arrived.

Educational illustration. The scale runs 0 to 100 and was made up for teaching, the straight line between the three named readings is a simplification, and the stipulation that nothing is known about the second attribute is the entire point of the control rather than a convenience. The unfavourable version is the same line reflected downward, and it moves just as far.

The control, dragged slowly, shows that nothing on the right hand side of the screen is ever fed by anything on the left except an impression. The bar labelled information stays empty at every setting. And yet the rating climbs. Handed over on a sheet of paper, that rating would be read as a finding about the second attribute. A number in that position means a finding, and this rating is not one.

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Does the effect run in the unfavourable direction as well?

Yes, identically, and this is the part the name hides. Form a poor impression on the first attribute and every attribute assessed afterwards is marked down by the same distance. On the illustrative scale that is 50 falling to 35 at moderate strength and to 20 at full strength, mirroring the climb exactly. A plumber who arrives forty minutes late is judged worse at pipework, at pricing and at tidying up, none of which anybody has yet seen.

Calling it a halo makes the effect sound flattering, when half of what it does is quietly destroy things that were never examined. There is no separate mechanism for the downward case and no separate name worth learning. The halo is one process with a sign attached, and the sign is set by whichever attribute happened to be assessed first.

The same mechanism with the sign reversed, drawn on one scale. 20 30 40 50 60 70 80 50, THE HONEST READING WITH NO IMPRESSION 65 80 35 20 +30 PTS -30 PTS a favourable first attribute a poor first attribute none half strength strong strength of the impression formed on the FIRST attribute Sixty points of rating separate the two ends, and no evidence about the attribute sits behind either.
The unfavourable direction moves exactly as far as the favourable one, so a poor first attribute destroys as much as a good one builds.
Try it out

Does the effect run in the unfavourable direction too?

How is this different from the affect heuristic, which sounds similar?

Readers merge these two constantly, and the merge costs the reader the ability to spot either one. The affect heuristic, set out by Melissa Finucane and colleagues in the Journal of Behavioral Decision Making in 2000 and covered separately, is a feeling standing in for an analysis. The work has not been done, a feeling is present, and the feeling answers the question the work was going to answer.

The halo effect needs no feeling anywhere. Its input is a completed judgement, arrived at properly, on evidence. The completed judgement then acts as context for the next one. Affect substitutes a feeling for an analysis that never happened. The halo lets an analysis that did happen contaminate a different analysis it has no bearing on. The clearest test separates them cleanly. A person who feels nothing whatever about the thing in front of them, bored by the whole subject, can still show a full halo. A rating on the first attribute is all the mechanism requires.

What each effect actually requires before it can move a rating. WHAT WAS PRESENT WHEN THE RATING MOVED AFFECT THE HALO a feeling about the thing being judged REQUIRED not needed a completed judgement of another attribute not needed REQUIRED an analysis that was actually carried out none one, on the first An assessor with no feeling at all, who has made one judgement on evidence, still moves the second attribute 15.0 points at half impression and 30.0 points at full. The affect column stays empty. Nothing in the halo column asks for a feeling, which is what makes the two separable.
The halo column requires no feeling anywhere, so a bored assessor who rated one attribute properly still carries the whole effect.
Similar looking outputs. Completely different inputs. THE AFFECT HEURISTIC THE HALO EFFECT THE INPUT a feeling about the thing being judged THE INPUT a completed judgement of one attribute WHAT IT REPLACES the analysis that was going to be done WHAT IT BECOMES context for the next judgement in the order THE OUTPUT a judgement with no analysis inside it THE OUTPUT a judgement carrying an earlier one inside it Somebody who feels nothing at all about a holding can still show a full halo.
Affect and the halo act on different objects, so a person with no feeling whatever about a holding can still show the full effect.
Try it out

Somebody has no feeling at all about a holding, finds the whole subject dull, but rated its first attribute highly on the evidence. Halo or affect?

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Where does the halo do the most damage in a sequence of judgements?

At the first attribute assessed, and the reason is arithmetic rather than psychology. Whatever goes first is the only judgement made clean, so it is the only one carrying real information, and it then sets the level for every judgement after it. The first attribute is therefore doing several jobs at once while appearing to do one.

Worse, nobody chooses which attribute goes first. The first attribute is chosen by whatever was loudest: a segment on a television channel, a headline, the topic a colleague raised at the start of the meeting. So the attribute that happens to be most visible ends up being the attribute that sets the tone for the ones nobody can see.

Nobody picks which attribute is judged first. Something else picks it. THE FOUR ATTRIBUTES, AS THEY SIT ATTRIBUTE ONE not visible anywhere ATTRIBUTE TWO not visible anywhere ATTRIBUTE THREE named in a broadcast ATTRIBUTE FOUR not visible anywhere Nothing chooses the order. Whatever was loudest goes to the front of the queue. THE ORDER THAT ACTUALLY RESULTS ATTRIBUTE THREE judged first, on evidence ATTRIBUTE ONE judged in its light ATTRIBUTE TWO judged in its light ATTRIBUTE FOUR judged in its light The first slot is the only judgement made clean, and it sets the level for the other three. That is 3 of 4, being 75.0 per cent of the assessment, taking its level from one visible attribute. The attribute that happened to be loudest sets the level for the ones nobody can see.
Whichever attribute was most visible lands in the first slot and from there sets the level for the other three quarters.

The arithmetic works through as follows. Suppose four attributes are to be judged and only one of them has any evidence behind it. The first attribute is rated 80 on the evidence, and 80 is a real finding. The other three have nothing behind them, so the honest reading for each is 50. Averaged honestly, the four come to 57.5. When a strong impression runs through the other three, they read 80 as well, so the average reads 80.0. The overall assessment moves 22.5 points while exactly one quarter of it rests on any information at all.

AttributeWhat arrived about itHonest ratingHalf strengthStrong impression
First, the one the evidence covereda genuine finding, rated on it808080
Secondnothing506580
Thirdnothing506580
Fourthnothing506580
Average across the fourthe number that gets carried forward57.568.880.0

The totals stand up to checking rather than having to be taken on trust. Honest: 80 plus 50 plus 50 plus 50 is 230, and 230 divided by 4 is 57.5. At half strength: 80 plus 65 plus 65 plus 65 is 275, and 275 divided by 4 is 68.75. The table shows 68.75 as 68.8. At full strength all four read 80, so the average is 80.0. The movement from 57.5 to 80.0 is 22.5 points, and the movement from 57.5 to 68.75 is 11.25 points.

Four attributes, one of them informed, averaged three ways. NO IMPRESSION HALF STRENGTH STRONG IMPRESSION 40 50 60 70 80 80 50 50 50 80 65 65 65 80 80 80 80 avg 57.5 avg 68.8 avg 80.0 1 2 3 4 1 2 3 4 1 2 3 4 bar 1 is the only attribute any evidence arrived about, in all three panels Check the averages: 230 over 4 is 57.5, then 275 over 4 is 68.75, then 320 over 4 is 80.0. The whole assessment moves 22.5 points while one bar in four rests on any information. Three bars grew and not one fact arrived to make any of them grow.
The average of four attributes climbs 22.5 points while only one bar in four ever rested on any evidence.
Reading a Term Sheet Structurally teaches you to read the clauses that decide who gets what, and in what order.

What did one dated decision actually look like?

Put the mechanism against a record. The Palash decision log is an invented cohortA group of people whose decisions are recorded together over the same stretch of time, so their behaviour can be compared. record of 240 decisions taken by 60 investors over eight quarters, kept by Palash Advisory Services Private Limited, where Devika Rao advises. Meera Sundaram is one of the 60.

On 4 January her holding opened at Rs 12,00,000/-, being four positions of Rs 3,00,000/- each. On the evening of 19 February a television segment named Suvarna Chemicals Limited, and she added Rs 1,00,000/- to that position the same evening. The cost of that one position went from Rs 3,00,000/- to Rs 4,00,000/-, and the cost of the whole holding went from Rs 12,00,000/- to Rs 13,00,000/-. Both sums reconcile in either direction, and the second reconciles against the four positions at 30 September: Rs 3,00,000/- plus Rs 3,00,000/- plus Rs 4,00,000/- plus Rs 3,00,000/- is Rs 13,00,000/-.

The cost of each position, and the one that grew on 19 February. POSITION COST, WITH THE 19 FEBRUARY ADDITION SHOWN COST AFTER Vindhya index scheme Rs 3,00,000/- Nilgiri mid-cap scheme Rs 3,00,000/- Suvarna Chemicals Limited Rs 4,00,000/- Kesari Logistics Limited Rs 3,00,000/- the pale track behind each bar runs to Rs 4,00,000/-, and the lime segment is the Rs 1,00,000/- added on 19 February Add the four costs after that evening: Rs 3,00,000/- plus Rs 3,00,000/- plus Rs 4,00,000/- plus Rs 3,00,000/-. That is Rs 13,00,000/-, against Rs 12,00,000/- for the whole holding before the sum went in. One bar grew and the segment about the holding covered every bar on the chart.
One position grew by a lakh on 19 February while the segment that prompted it addressed a single attribute of it.

Now the point. A television segment lasts a few minutes and can establish something about one aspect of one holding at most. Whatever that segment established, it established nothing about the other aspects. There was no time and no material for it to do so. The impression was formed on one attribute and the money was committed against the whole of it. The gap between what arrived and what was decided about is the halo doing its work inside a dated record rather than inside a rating scale.

The log suggests this is not a peculiarity of one evening. Of the 96 buys recorded across the eight quarters, 41 followed a media mention within three days, or 42.7 per cent. Recompute it: 41 divided by 96 is 0.427, so 42.7 per cent. One case is never evidence that a rule works, and 41 decisions in an invented record are not evidence either. The 41 decisions illustrate what a sequence of judgements looks like when the first one is set by whatever happened to be broadcast.

Each square is one logged buy. The filled ones followed a media mention. 96 BUYS LOGGED 41 followed a media mention within three days 55 did not 41 divided by 96 is 0.427 42.7 per cent One case is never evidence that a rule works, and 41 decisions in an invented record are not evidence either. They are an illustration and nothing more. The first judgement in 41 of these was set by something that happened to be broadcast.
Forty one of the ninety six logged buys came inside three days of a broadcast mention, recomputing to 42.7 per cent.
One line from an invented log, and what the money was committed against. PALASH DECISION LOG, ONE ENTRY, INVENTED THROUGHOUT DATE 19 February WHAT HAPPENED a television segment names one holding WHAT WAS DONE, SAME EVENING Rs 1,00,000/- added COST OF THAT POSITION Rs 3,00,000/- becomes Rs 4,00,000/- COST OF THE WHOLE HOLDING Rs 12,00,000/- becomes Rs 13,00,000/- ATTRIBUTE ONE the segment spoke to this one ATTRIBUTE TWO nothing arrived ATTRIBUTE THREE nothing arrived ATTRIBUTE FOUR nothing arrived the Rs 1,00,000/- was committed against all four Information arrived about one attribute. The commitment covered every attribute. That gap is the effect.
One dated decision shows an impression formed on a single attribute driving a commitment made about the whole of the holding.
Try it out

A segment established something about one aspect of a holding. What did the decision that followed it cover?

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Why does adding more assessors not fix it?

Averaging across a group is where most processes think they have already solved the problem. Put six people on it instead of one, average their views, and the individual quirks cancel. Averaging works beautifully when the six are independent. The same averaging does nothing at all when the six are not independent, and in an ordinary process they are not.

Follow what actually happens. Six assessors receive the same material in the same order, so all six form their first impression on the same attribute, from the same input, at the same moment. All six then carry that impression into the attributes about which nothing is known. The six ratings come back tightly clustered, and the cluster is read as confirmation. The cluster is not confirmation. The cluster is apparent agreementAssessors agreeing with one another because they shared an input, rather than because they separately saw the same thing., and it feels exactly the same from outside as the real thing.

Watch the two patterns side by side on the illustrative figures below. Six genuinely separate assessors, none of whom knows anything about the attribute, return ratings scattered from 42 to 78, a spread of 36 points around a mean of 60.0. Six assessors who read in the same order return 63, 64, 65, 65, 66 and 67, a spread of 4 points around a mean of 65.0. The scatter is the honest signal that nothing is known, and the halo replaces it with a tight cluster that looks like knowledge.

Six ratings of the same unknown attribute, twice over. Illustrative figures. 40 50 60 70 80 SIX SEPARATE LOOKS, NO SHARED INPUT SIX ASSESSORS, ONE SHARED FIRST ATTRIBUTE 36 PTS 4 PTS mean 60.0, spread 36 points mean 65.0, spread 4 points The tight cluster was produced by the shared input, not by six people separately seeing the same thing.
Assessors who shared an input agree closely with one another, and that agreement reads as confirmation while carrying no information about the attribute at all.

So the number that matters is not how many assessors were in the room. The count that matters is how many times the material was looked at without contamination, and each of those is one independent lookOne genuinely separate assessment. A process usually has far fewer of these than it has assessors. the process produced. Six assessors who read in the same order and then discussed it together are much closer to one look repeated six times than to six looks. The two numbers get confused constantly, and the confusion is invisible from inside the room because there really were six people.

Two different quantities that processes routinely treat as one. 6 ASSESSORS IN THE ROOM WHAT COLLAPSES THEM same order of reading same first attribute one discussion afterwards close to 1 INDEPENDENT LOOKS Averaging works on independent looks. Counting assessors and counting looks give very different answers.
The number of assessors and the number of independent looks are different quantities, and a process that counts the first while believing it has the second overstates what it knows.

The error that gets made, and what it costs

The error is believing that more assessors will average the halo away. More assessors will not. Averaging removes only the variation that differs between the things being averaged, and a shared impression does not differ between them. A shared impression is a common component sitting inside all six ratings, and no amount of adding and dividing removes something every term shares.

Agreement among people who shared an input is not evidence, and it feels exactly like evidence. Feeling like evidence makes it worse than having one assessor. One assessor at least leaves the process aware that it rests on one view. Six agreeing assessors leave it feeling settled. The process has bought confidence and taken delivery of nothing.

The cost is measured in the gap between the two numbers. A process that believes it has six independent looks will accept a conclusion at a strength suited to six, when the material supports the strength of one. The conclusion may well be right. Nobody in the room knows how well supported it is, and everybody thinks they do.

What is inside each of the six ratings, taken apart. SIX RATINGS OF THE SAME UNKNOWN ATTRIBUTE 50 plus the shared 15, carried by every one of the six 50 55 60 65 65 63 66 64 67 65 noise 0 -2 +1 -1 +2 0 WHAT AVERAGING REMOVES the six noise terms, being -2, -1, 0, 0, +1 and +2, which sum to exactly 0 WHAT AVERAGING LEAVES the 15.0 shared by all six, because every term carries it and none differs on it The noise averages to 0.0 and the shared 15.0 comes through the average untouched.
Averaging cancels the six individual differences and leaves the fifteen points every rating already shared entirely intact.
Try it out

Six assessors read the same material in the same order, discussed it together, and agreed. How many independent looks was that?

Assessors reading the same file are one assessor. See what the halo survives.

What actually breaks the spread?

Independence before discussion, and nothing else reliably does. Every assessor records a rating on every attribute before anybody says a word. Then the discussion happens, with the recorded ratings already on paper and no longer movable. Recording before discussion is the whole correction.

Notice what kind of instruction that is. The instruction is not a request to be more objective, to set the first impression aside, or to be aware of the effect. None of those three work. Awareness of a bias does not remove it, and asking somebody to unknow something is not a procedure. The correction is a scheduling instruction. Changing the order in which two things happen costs nothing, needs no insight from anybody in the room, and can be enforced by whoever is running the meeting without expertise of any kind.

Same people, same material, two events in a different order. RATINGS WRITTEN DOWN AFTER THE DISCUSSION FIRST the material read, same order for all six SECOND the discussion THIRD the six ratings written down SPREAD 4 PTS mean 65.0 RATINGS WRITTEN DOWN BEFORE THE DISCUSSION FIRST the material read, same order for all six SECOND the six ratings written down THIRD the discussion SPREAD 36 PTS mean 60.0 The same six people, the same material, the same order of reading. Only the second and third events changed places, and no new information entered the room at any point. Moving one event ahead of another turns a 4 point spread into a 36 point spread.
Swapping only the order of writing and talking changes the recorded spread from four points to thirty six.

The correction is structural rather than mental, and being structural is exactly why it works. Independence also produces something valuable that the contaminated version destroys: the disagreement. If six people record widely different ratings on an attribute, the process now knows that nothing is known about that attribute. Knowing that is the single most useful thing the process could have learnt. The tight cluster hid precisely that.

One scheduling decision, taken before anybody speaks. Does everybody record a rating before anybody speaks? NO, THE FIRST SPEAKER SETS THE LEVEL six ratings, spread 4 points agreement produced by the shared input and it reads as confirmation YES, RATINGS ON PAPER FIRST six ratings, spread 36 points the disagreement is now visible and it says nothing is yet known Everybody writes their rating before anybody speaks. Then discuss. The order costs nothing, needs no insight from anybody in the room, and is the whole of the correction.
What breaks the spread is independence before discussion, which is a scheduling decision anybody can enforce rather than a mental effort anybody has to make.
Try it out

What is the correction, stated as a scheduling instruction rather than as an attitude?

When is a first impression legitimately informative?

Often, and this is the part that makes the halo hard to root out rather than merely inconvenient. Attributes frequently do travel together. If somebody has been careless about the one thing that was checked, carelessness elsewhere is genuinely more likely, and treating the first reading as mildly informative about the rest is the correct response rather than a bias. A single correlated attribute is real evidence about its correlated neighbours.

The fault is never that a first impression was used; it is that it was used at the same strength whether the attributes were connected or not. An assessor who moves thirty points on a genuinely correlated attribute may be reading the evidence properly. The same assessor moving thirty points on an attribute with no connection whatever is reading nothing at all, and from the inside the two feel identical. The feeling attached to a spread carries no information about whether the spread was warranted.

Which means the practical question is never whether to let a first impression travel. The question is how far a first impression should be allowed to travel, and the answer depends on a fact about the attributes rather than a fact about the assessor. Asking out loud whether these two attributes actually move together, before the second one is rated, is the only form of the question with an answer.

The same movement, applied to two different kinds of attribute. THE SAME 30 POINT MOVEMENT ATTRIBUTES CONNECTED ATTRIBUTES UNCONNECTED how far the second rating moved 50 to 80 50 to 80 what that movement is reading evidence about a neighbour nothing whatever how it feels to the assessor exactly the same exactly the same Both columns moved the same 30 points. Only the left column was reading anything as it moved, and the bottom row is why the two cannot be told apart from inside the assessment. Whether the spread was warranted is a fact about the attributes, not about the assessor.
An identical thirty point spread reads real evidence in one column and reads nothing at all in the other.
Try it out

Is a first impression ever legitimately informative about attributes assessed later?

How does an adviser, or a person deciding alone, actually use this?

What it changes in practice

Devika Rao, advising at Palash Advisory Services Private Limited, does not treat the halo as something to be resisted by willpower. She treats it as a fact about the order papers are read in, and the whole of her response is a rearrangement. Ratings are written down before the meeting rather than in it. The attribute everybody already has an impression about is assessed last rather than first, so it has fewer judgements left to colour. And where two people record very different numbers on the same attribute, that gap is recorded as a finding rather than resolved by whoever speaks with most confidence.

A person deciding alone, with no adviser and no committee, has the harder version of the problem. There is no second person to disagree with, and the sequence of judgements happens inside one head over an evening. The same rearrangement still works. The rating each attribute would receive goes down on paper before anything is looked up, and beside each one goes whatever evidence actually arrived about that specific attribute today. Any attribute where the second column is empty and the first column has moved is the halo, visible on paper, in the assessor's own handwriting.

The sheet written by the assessor, with one column left empty. ATTRIBUTE RATED WHAT AROSE TODAY ABOUT THIS ONE WHAT IT MEANS attribute one 80 a genuine finding, on the record rated on evidence attribute two 80 left empty moved with nothing in it attribute three 80 left empty moved with nothing in it attribute four 80 left empty moved with nothing in it Three rows carry a rating of 80 with the evidence column empty, against 50 as the honest reading. Nothing beyond writing the two columns side by side was needed to make those three rows show. An empty right column beside a moved left column is the effect, in the assessor's own handwriting.
Three rows show a rating that moved beside an evidence column that stayed completely empty all day.

For a lender, an analyst or anybody assessing on behalf of others, the same discipline shows up as a rule about the order of the file rather than a rule about the reader. The rule delivers the honesty of a process. Any effect on what anybody ends up with is a separate question, and one that eight quarters and sixty invented investors could not settle.

Affect is set out under the affect heuristic, and the distinction is worth holding onto precisely because readers merge the two. Affect is a feeling standing in for an analysis. The halo is one completed judgement contaminating another. A person with no feeling at all about a holding can still show a full halo. How a business or a scheme should be assessed lies outside this subject area entirely. Prices lie outside it as well. A bias moves a decision rather than a price. The decisions of Meera Sundaram are a worked case, and one worked case settles nothing about what anybody else should do.
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Sources

SourceDocumentSite
Edward ThorndikeA Constant Error in Psychological Ratings, Journal of Applied Psychology, 1920, the paper in which the effect is first set outcited to the journal itself
Melissa Finucane and colleaguesthe paper setting out the affect heuristic, Journal of Behavioral Decision Making, 2000ssrn.com
Amos Tversky and Daniel KahnemanJudgment under Uncertainty: Heuristics and Biases, Science, 1974, the paper that opened the heuristics and biases programmessrn.com
Working paper repositoriesa repository of working papers, searchable by author and titlenber.org

Meera Sundaram, Devika Rao, Palash Advisory Services Private Limited, the Palash decision log, the Vindhya index scheme, the Nilgiri mid-cap scheme, Suvarna Chemicals Limited and Kesari Logistics Limited are invented.
Educational material. Not advice on any investment, tax, budget or market position.

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