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Behavioural Finance & Investor Decision-Making
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Naive Diversification: Spreading Evenly Rather Than Sensibly

Naive diversification is putting the same amount into each option offered. The split is naive not because spreading is wrong but because the menu decides it. Change the number of options and the allocation changes, and nothing about the underlying things has changed at all. The menu is doing work nobody intended it to do.

Naive diversification rests on one question that almost nobody asks out loud. Who chose the denominatorHow many options the total is divided by.? An even split feels like a decision about what to hold, and it is really a decision taken by whoever settled how many boxes to print. The person who settled that number held no view about anything inside the boxes. Somebody was fitting a printed sheet, covering a range, or keeping a list short enough that it would actually get read. A number chosen that way makes the result arbitraryDecided by something that held no view at all about the outcome. rather than merely simple, and merely simple would have been perfectly respectable.

What is the rule, and what makes it naive rather than simply simple?

The rule is one line long and already familiar. The total being placed is divided by the count of options in front of the decider, and the same amount goes into each. Four things listed, a quarter each. Eight things listed, an eighth each. As arithmetic it is the total divided by the number of options, and that count is the only quantity entering it. Nothing about what sits inside any option is used. Nothing about what sits inside any option was ever asked for.

The wedding buffet is the familiar version. Twenty dishes are laid along the table, a spoon of each goes onto the plate, and by the last dish the table has decided the dinner rather than the appetite. The same person at a counter carrying five dishes takes very much bigger spoons. The food never changed. The number of trays did.

The same food, two trays, and the tray decides the portion. A TRAY WITH TWENTY COMPARTMENTS one spoon into each A TRAY WITH FIVE one spoon into each, four times the size Each portion on the right has exactly four times the area of one on the left. Twenty divided by five is four, the food is identical, and nobody chose either number.
Twenty compartments and five compartments hold the same food, and the portion quadruples on the shorter tray because the tray, not the food, sets the size.
The rule has exactly one input, and the input is the number of boxes. THE TOTAL BEING SPLIT, Rs 12,00,000/- 25.0 PER CENT Rs 3,00,000/- 25.0 PER CENT Rs 3,00,000/- 25.0 PER CENT Rs 3,00,000/- 25.0 PER CENT Rs 3,00,000/- the four boxes together are the whole total, and one hundred divided by four gives 25.0 to each NOTHING ABOUT WHAT SITS INSIDE ANY BOX ENTERED THIS ARITHMETIC.
One total and four boxes, and the share landing in each box is fixed entirely by how many boxes there are rather than by anything held inside them.

So where does the word naive come in? The word describes where the number came from, and it is not an insult aimed at anybody using it. Naive diversificationPutting the same amount into each option offered. took its name from Benartzi and Thaler, writing in the American Economic Review in 2001 in a paper titled Naive Diversification Strategies in Defined Contribution Saving Plans. Benartzi and Thaler examined how people spread contributions across the options a savings plan set in front of them, and the resulting mix tracked the shape of the list. Spreading is not the naive part. The naive part is that the number of things being spread across was handed over by somebody who was not thinking about the person deciding at all.

Hold two ideas apart from here on. An even splitEqual amounts to each option, which is a strong claim rather than a neutral one. describes an outcome: equal amounts, nothing more. Naive diversification describes a process, where the equal amounts arrived because the list happened to have a certain length. The same holding can come out of either, one of them can be defended afterwards and the other cannot, and staring at the amounts will not say which.

Try it out

What makes naive diversification naive?

Why does the menu decide the split?

Look at the arithmetic once more. The expression is doing something quietly in plain sight. The share going to each option is one hundred divided by the number of options, and there is exactly one quantity in that expression. Change the number of options and the answer moves. Change every fact about every option and the answer does not move at all. A rule with one input hands its whole output to whoever controls that input.

And who controls it? Never the person putting the money in, and that is the whole trouble. A menuThe set of options as presented, which is chosen by somebody other than the person deciding. is set by a plan sponsor, by an adviser trimming a shortlist, by a results screen that shows ten names because ten is what fits, or by a paper form printed with four boxes to suit the sheet. Every one of those people had a reason for the number they chose. Not one of the reasons was about how much of anybody's total belongs anywhere.

Four places a list comes from, and not one of them was counting for the person deciding. A PLAN OR SCHEME MENU somebody decided which options the plan would carry THE SPONSOR AN ADVISER SHORTLIST trimmed to a length a client will sit through THE ADVISER A RESULTS PAGE shows ten of them because ten is what fits a screen THE LAYOUT A PRINTED FORM carries four boxes because four boxes fitted the paper WHOEVER PRINTED IT Each length was chosen for a reason. None of the reasons was about how much of a total belongs anywhere.
Every kind of option list carries a length that somebody settled for a reason of their own, and under an even split that length arrives as the allocation.
Three steps, and no view about any holding is formed at any of them. A PRINTING DECISION WHO BUILT THE LIST was fitting a page, covering a range, keeping it readable WHAT IT SETS HOW MANY OPTIONS is now fixed, and it is the only quantity the rule ever takes WHAT COMES OUT OF IT THE SHARE TO EACH is one hundred over that count, so the list has decided it NO STEP IN THIS CHAIN ASKED WHAT WAS INSIDE ANY OPTION. the first step had no reason to ask, and by the last step there was nothing left to decide The person who picks the number and the person who lives with the split are never the same person.
The count of options gets set by somebody arranging a printed sheet, and under an even split that count arrives at the far end as the allocation itself.

Thaler and Sunstein, in Nudge in 2008, gave the general form of this a name. Somebody has to decide how a set of choices is presented, and no arrangement is free of a message: a list has a length, an order and a top. Under an even split the length by itself does the work of a whole allocation. A count of boxes is a printing decision, and under an even split it quietly becomes an allocation decision.

The reason all of this stays invisible is that only one list is ever in view at a time. From inside a single menu the list looks like the world, and the split looks as though it followed from the options rather than from their number. The dependence appears only when the same things are relisted at a different length.

Try it out

Who chooses the denominator in a naive split?

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What happens to the same things when the list is printed at a different length?

Offer somebody four options and an even split puts 25.0 per cent into each. Offer the same person eight options covering the same underlying things and it puts 12.5 per cent into each. Recompute both rather than taking them on trust: one hundred divided by four is 25.0, one hundred divided by eight is 12.5. Between those two sentences nothing being held has changed, and the only thing that moved is how many lines the list was printed on.

The same things, listed twice at two different lengths. 25.0 PER CENT EACH Rs 3,00,000/- 12.5 PER CENT EACH Rs 1,50,000/- halved, while nothing held was touched FOUR OPTIONS on the Rs 12,00,000/- opening EIGHT OPTIONS, SAME THINGS on the Rs 12,00,000/- opening Bar height is proportional to the share, at eight pixels for each percentage point. The right bar is therefore exactly half the left one, and that halving is the whole of the change.
Four options put 25.0 per cent in each line and eight options covering the identical things put 12.5, so the drop is caused by the printing alone.

Now put money against it. The Palash decision log is an invented record of decisions taken by sixty investors across eight quarters, and it opens Meera Sundaram's holding on 4 January at Rs 12,00,000/- in four positions of Rs 3,00,000/- each: the Vindhya index scheme, the Nilgiri mid-cap scheme, Suvarna Chemicals Limited and Kesari Logistics Limited. Check it in both directions. Rs 12,00,000/- divided by four is Rs 3,00,000/-, four positions of Rs 3,00,000/- add back to Rs 12,00,000/-, and four shares of 25.0 per cent add to one hundred.

The opening entry, exactly as the log carries it. PALASH DECISION LOG, EXTRACT 4 JANUARY, THE HOLDING OPENS Total placed: Rs 12,00,000/- Vindhya index scheme Rs 3,00,000/- Nilgiri mid-cap scheme Rs 3,00,000/- Suvarna Chemicals Limited Rs 3,00,000/- Kesari Logistics Limited Rs 3,00,000/- TOTAL Rs 12,00,000/- 1 FOUR EQUAL LINES each one is 25.0 per cent of the Rs 12,00,000/- opening 2 THE COUNT DID THIS four boxes, so one hundred divided by four, so 25.0 each 3 AND IT STOPS THERE what the split assumes is set out below and never judged
The opening entry reconciles both ways, four times Rs 3,00,000/- against Rs 12,00,000/-, and the count of lines is what produced the 25.0 per cent.

Now suppose the same four things had been set in front of her as eight lines. Nothing real would have to change for that: each scheme listed as two share classes, or each holding shown as two tranches bought a fortnight apart. An even split across eight of the same Rs 12,00,000/- puts Rs 1,50,000/- into each line, and eight times that comes back to Rs 12,00,000/-. The holding would be identical in substance and different in every single line, and no view about any of it would have been formed either way.

The ladder below runs the same Rs 12,00,000/- from a list of two to a list of twenty. Read the last column. The last column carries the argument, and it says the same thing at every row.

Options on the listShare to eachAmount on a Rs 12,00,000/- openingWhat changed underneath
250.0 per centRs 6,00,000/-nothing
4, as the log records it25.0 per centRs 3,00,000/-nothing
520.0 per centRs 2,40,000/-nothing
812.5 per centRs 1,50,000/-nothing
1010.0 per centRs 1,20,000/-nothing
205.0 per centRs 60,000/-nothing

The boundary of the claim matters as much. Whether four lines were too few, whether eight would have been better, whether Rs 3,00,000/- was the right amount for any of the four: each of those is a claim about how a holding ought to be arranged, and each belongs to portfolio construction. Naive diversification says something narrower. The number in the allocation came from the length of the list, and that length was somebody else's decision.

Try it out

The opening in the log is four positions of Rs 3,00,000/- each. Which conclusion follows from that?

How steeply does the share fall as the list gets longer?

The control below moves one thing: how many options the list carries. Everything underneath the control is stipulated identical at every setting. A visible difference while nothing real has moved is the cleanest evidence there is. An answer is worth settling on before the control moves.

Try it out

The same four things are relisted as eight. Under an even split, what does each of the eight lines get?

Play with it

Change the length of the list and watch the split move on its own

One variable moves: how many options the list carries, from two to twenty. The things being split are stipulated identical at every position and the total stays at Rs 12,00,000/-. The default is four options. Four options gives 25.0 per cent and Rs 3,00,000/- to each, exactly as the log records the opening. Push it to eight and every line becomes 12.5 per cent, or Rs 1,50,000/-.

2 options4 options20 options
One even split, drawn at every list length. The things being split never move. HELD FIXED AT EVERY SETTING: THE SAME UNDERLYING THINGS AND THE SAME Rs 12,00,000/- TOTAL 50 40 30 20 10 0 25.0 per cent 4 options on the list The dashed line marks 25.0 per cent, the share the log records at four options.
Options on the list, what moves
4
Share to each line
25.0 per cent
On the opening total
Rs 3,00,000/-
Held constant, the total
Rs 12,00,000/-

With 4 options on the list, an even split puts 25.0 per cent into each, which is Rs 3,00,000/- of the Rs 12,00,000/- opening. That is the opening the decision log actually records. The underlying things are unchanged at this setting; only the number of lines moved.

Educational illustration. The things being split are stipulated identical at every position and only the presentation changes, and that is the whole reason the control exists. The share is one hundred divided by the number of options, money is held in whole rupees, and bar height runs at 4.6 pixels for each percentage point.

Now look at the shape the readings trace. From a list of two to a list of four the share halves, falling 25.0 points from 50.0 to 25.0. From ten to twenty it halves again, and this time the fall is only 5.0 points. So the length matters most where lists are shortest. Short lists are exactly where most people meet them: a shortlist of four names, a form with five boxes. The curve below is a picture of the menu, and there is nothing in it about anything being held.

The share each option gets, in per cent, at every list length from two to twenty. 50 40 30 20 10 0 The whole shape is one hundred divided by the number of options. 50.0 per cent at a list of two 25.0 at a list of four, the opening in the log 12.5 at a list of eight 5.0 at a list of twenty 2 5 10 15 20 2 gives 50.0 4 gives 25.0 5 gives 20.0 8 gives 12.5 10 gives 10.0 20 gives 5.0 the number of options on the list
The share per option falls away steeply at short list lengths and flattens at long ones, and every point on it is fixed by a count nobody chose deliberately.

Read the marked point at four. The point sits there because the list had four lines, and not one fact about the Vindhya index scheme or Kesari Logistics Limited would change anywhere along the curve.

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What does an even split silently assume?

Here is the part that surprises people. An even split looks like the most modest thing anybody could do with a list, and it is in fact the loudest claim on offer. Equal amounts say that every option deserves exactly the same weight. Saying that is an assertion rather than a shrug. Three claims are packed inside it, and each can fail on its own.

The first is that the options are interchangeableAlike in every respect that would justify giving one a different weight from another.. Nothing about what they hold, what they cost or how large they are makes any of them deserve more room than another. Interchangeability can be perfectly true, and often is. The value of saying it out loud is that it can then be heard as a claim.

The second is that the list is complete enough to be worth splitting across. An even split can only put money into boxes that somebody printed, so whatever was left off gets nothing at all, and nothing is an allocation too, reached by omission rather than by decision. A list is a claim about what is worth listing, made silently.

An even split can only reach a box that somebody printed. EVERYTHING THAT COULD HAVE BEEN LISTED 0 0 not printed 0 0 not printed THE LIST AS PRINTED 25.0 25.0 25.0 25.0 each printed box takes 25.0 per cent Everything outside the printed list receives zero, and zero is an allocation reached by omission. A list is a claim about what is worth listing, and it makes that claim without ever saying so.
Options that never reached the printed list receive nothing at all, so the length of the list allocates zero as silently as it allocates 25.0 per cent.

The third is that no two boxes hold the same thing, and this one bites in practice. The eight-line version of the same Rs 12,00,000/- runs at Rs 1,50,000/- a line. If two of those lines hold the same underlying thing, that thing collects Rs 3,00,000/- while each of the remaining six collects Rs 1,50,000/-, and the total is still Rs 12,00,000/- across seven real things rather than eight. The split looks even on the list and is not even underneath. Nobody decided to double up. The list did. An even split is not the absence of a view. An even split is the view that every option deserves exactly the same weight, and that view may well be right.

Three claims travel inside an even split, and none of them was tested. 1 THE OPTIONS ARE INTERCHANGEABLE alike in every respect that would justify giving one a different weight if one of them differs in a way that can be named, the claim is already broken 2 THE LIST IS COMPLETE ENOUGH whatever was left off the list does not matter enough to be missed an even split cannot reach a box that was never printed, so it gets nothing 3 NO TWO BOXES HOLD THE SAME THING otherwise one underlying thing quietly collects two shares instead of one eight lines with two alike puts Rs 3,00,000/- there and Rs 1,50,000/- elsewhere Every row is a claim about the options. Any of them can be true. None of them was tested.
Equal amounts carry three untested claims at once, and the third one lets a single underlying thing collect two shares while the list still looks even.
Eight even lines, seven real things, and one of them takes two shares. THE EIGHT LINES AS PRINTED L1 L2 L3 L4 L5 L6 L7 L8 THE SEVEN REAL THINGS UNDERNEATH T3 T1 T2 T4 T5 T6 T7 Rs 1,50,000/- Rs 1,50,000/- Rs 3,00,000/- Rs 1,50,000/- Rs 1,50,000/- Rs 1,50,000/- Rs 1,50,000/- Eight lines at Rs 1,50,000/- each, and the total is still Rs 12,00,000/-. Block height runs at one pixel for roughly Rs 3,409/-, so the doubled block is exactly twice the others. Nobody decided that. The list did.
Two of eight even lines resolving to one underlying thing sends it Rs 3,00,000/- against Rs 1,50,000/- elsewhere, while the list still reads as even.

Reading an even split as evidence that no view was needed

The error is never the evenness. The error is the sentence that tends to follow, where the equal amounts get treated as proof that no view was required and nothing needs writing down. Once that is accepted, the strongest claim in the decision becomes the only part of it never recorded.

The cost is not a return. Eight quarters of a sixty-person log could not settle a question about returns in either direction. The cost is the ability to check anything afterwards. A blank reasoning line cannot be found wrong later, and it cannot be found right either. Across the Palash decision log a written reason was recorded on 84 of 240 decisions, being 35.0 per cent, so two decisions in every three leave nothing behind to examine.

Nobody could have caught the doubling either. The only record of the decision says the split was even, and it was.

The note as it gets written, and the two lines that stay empty. DECISION NOTE, AS WRITTEN DATE 4 January WHAT WAS DONE Split evenly across the four offered WHY THIS SPLIT AND NOT ANOTHER left blank WHAT WAS LOOKED AT AND REJECTED left blank WHAT THE BLANKS COST Nothing here can be checked later, because nothing here was claimed. Right or wrong, this note cannot teach anybody anything at all. AND WHAT IT CANNOT DO A split carrying no stated reason cannot be revisited, because there is nothing inside it that a later fact could ever contradict. The cost is not a return. It is that nothing was written down which could later be found wrong.
A note recording an even split with the reasoning line empty leaves the strongest claim in the decision as the one part nobody can check later.
Try it out

Is an even split the absence of a view?

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How is a naive split different from a deliberate equal weighting?

Two people each put a quarter into each of four things. Same list, same amounts, same total. One looked at what else was possible, worked out that nothing available separated the four, and chose equal weight on purpose. The other saw four boxes and filled them. The holdings are indistinguishable from outside. The decisions have almost nothing in common.

A deliberate equal weightingThe same allocation arrived at by examining the alternatives and rejecting them. is equal weight reached by examining alternatives and putting them down. Its distinguishing feature is not the number. The number is identical either way. The distinguishing feature is that the alternatives existed in the decider's head at the moment of deciding, so asking why not a third here and a sixth there gets an answer.

The naive version has no answer, and not because anybody was lazy. The answer is missing because the question never came up: from inside a single list the split feels as though it came out of the options themselves, so nothing presents itself as needing justification. The allocation cannot say which of the two happened; only a record of what was considered can.

Two students both answer C. One worked the problem through; the other guessed. Same mark, same tick. Ask the second what would change if a number in the question moved and there is silence, and that silence is the entire difference.

Identical on paper. Not the same decision underneath. SPLIT WITHOUT LOOKING each line gets 25.0 per cent WHAT WAS SEEN the list, exactly as printed WHAT WAS REJECTED nothing, since nothing else appeared WHAT CAN BE SAID LATER the list carried four lines EQUAL WEIGHT AFTER LOOKING each line gets 25.0 per cent WHAT WAS SEEN the list, and what was left off it WHAT WAS REJECTED three other splits, each one named WHAT CAN BE SAID LATER nothing separated them, and here is why The allocation is identical. Only one of the two panels can answer a question about it.
Two panels carry the same four equal lines and differ only in what was seen and rejected, which is the whole of the difference between the two processes.
Try it out

Two people each put a quarter into each of four things. Are they doing the same thing?

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Which single question separates them?

No audit of anybody's thinking is needed. One question does the whole job, and it is a counterfactual, meaning it asks about a world that did not happen. Would the answer have been different if the same things had been listed differently?

Run it on the opening in the log. Four things, Rs 3,00,000/- into each. Relist the identical four as eight lines and ask whether the answer would then have been Rs 1,50,000/- across eight. If it would, the count was in charge. If a quarter would still have gone to each of the four real things however many lines they were printed on, something other than the count produced the split, and that something can be written down and argued with.

One question, asked afterwards, settles which process produced the split. WOULD THE ANSWER HAVE BEEN DIFFERENT IF THE SAME THINGS HAD BEEN LISTED DIFFERENTLY? YES NO THE LIST DECIDED IT The split is naive in the exact sense used here: the count made it, and no claim was examined. SOMETHING ELSE DECIDED IT The split survives a relisting, so it came from a comparison that can be named and argued. Neither branch says the split was wrong. Both branches say only who made it.
A single counterfactual question sorts a split by its process, because only a split that survives being relisted came from something other than the count.

Most people find a second form of it easier to answer honestly. Which alternatives were looked at and put down? If the answer to either question is nothing, the count was in charge, and that is a description rather than an accusation. Neither question needs a method, a model or a spreadsheet.

Try it out

Which single question reveals whether the list made the decision?

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Where is spreading evenly exactly the right answer?

Everything above could be misread as a warning against even splits, and it is not one. Spreading evenly is the correct answer whenever the options really are alike on the information actually obtainable. Not on information that exists somewhere. On what can be checked before the decision has to be made.

Three sealed envelopes sit on a table, identical from the outside, and one of them is known to hold more than the others without which one being said. Putting a third on each is not a failure to decide. An equal third is the only statement available that matches what is known, and any uneven split would assert a distinction that cannot be named.

Equal weight has three things going for it there. It states what is known accurately. Equal weight carries no quantity that can be estimated wrongly, and there is nothing in it to estimate. And anybody can check it in a second. When nothing available separates the options, equal weight is the honest expression of having nothing to say, and it is the right answer rather than a lazy one.

So the difference between the naive version and the correct version never lives in the numbers. The difference lives in whether the equality was claimed or inherited. Claimed equality can be stated, dated and later found wrong. Inherited equality cannot, and no later fact could contradict it.

When equal weight is the accurate answer rather than an inherited one. DOES ANYTHING ANYONE CAN ACTUALLY CHECK SEPARATE THESE OPTIONS? NO YES NOTHING SEPARATES THEM Equal weight states exactly what is known, which is that there is nothing to add. That is the correct answer, not a shrug. SOMETHING DOES SEPARATE THEM Then equal weight is a claim nobody has checked. What follows from that sits well outside this subject and is covered separately. Both branches are honest answers. Only one of them is a decision about the options.
Where nothing checkable separates the options, equal weight is the accurate statement of what is known, and equal weight is not an error there.
Try it out

When is spreading evenly the correct answer?

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

Devika Rao, the adviser at the invented Palash Advisory Services Private Limited, prints shortlists for a living. The moment she settles on a length, she has settled the allocation for every client who then spreads evenly, whether or not she meant to. So the practice she runs records why a list had the length it had, next to what the list contained. A reason for a list's length is a note about the menu rather than about the holdings, and most decision records never carry it.

For somebody deciding with no adviser and no committee, the same discipline is one line in a notebook: where the list came from, how long it was, and who chose that length. Write it before allocating rather than afterwards. Afterwards the number already feels as though it came from the options.

Now take the third reader, looking in from outside. An analyst, a lender weighing a borrower's position or a compliance reviewer cannot tell a naive split from a deliberate one. A statement carries amounts and no process at all. So they ask for the note. If there is none, the right conclusion is not that the split was poor but that nothing about it can be verified in either direction.

One short note about the list, and what each of three readers does with it. THE ADVISER records why a list had the length it had, beside what the list contained WRITES IT DECIDING ALONE writes one line: where the list came from, how long it was, and who chose that length WRITES IT FIRST READING FROM OUTSIDE asks for the note. If there is none, nothing about the split can be checked either way CANNOT SUPPLY IT THE AMOUNTS LOOK THE SAME TO ALL THREE. ONLY THE NOTE TELLS THEM APART.
The amounts read identically to an adviser, a lone decider and an outside reviewer, so only a note about the list lets any of them tell the two processes apart.

The log carries a measurement on exactly this. Twenty of the sixty investors adopted a written checklist on 4 November. Across quarters five to eight those twenty recorded a written reason on 34 of 41 decisions, being 82.9 per cent, against 19 of 63, being 30.2 per cent, for the other forty. No return difference is claimed, measured or implied by any of that, and eight quarters across sixty people could not support such a claim. The share of decisions that left something behind to read is what changed. Nothing about an even split can be checked from the amounts alone, so the only thing worth adding to it is a note saying where the list came from.

The share of decisions that left a written reason behind. Records only. 100 75 50 25 0 82.9 PER CENT 30.2 PER CENT 35.0 PER CENT THE 20 WITH A CHECKLIST 34 of 41 decisions THE OTHER 40 19 of 63 decisions THE WHOLE LOG 84 of 240 decisions Bar height runs at two pixels for each percentage point. No return difference is claimed, measured or implied anywhere here.
Written reasons appear on 34 of 41 logged decisions once a checklist is in use, and on 19 of 63 without one, and nothing about returns follows from it.
Where this guide stops, and what sits on the other side of the line. WHAT THIS GUIDE ANSWERS Where the number in an even split came from, and what the split claims when nobody looked. It never says that an even split is the wrong thing to do. HOW A HOLDING SHOULD BE ARRANGED outside this subject area entirely WHY MONEY SITS IN LABELLED BOXES mental accounting, covered separately HOW CONCENTRATED A HOLDING IS a different question, covered separately The line is not about difficulty. It is about what a description can say without turning into an instruction.
Naive diversification answers where the number came from and what the split claims, and three neighbouring questions about arrangement are covered separately.
Portfolio construction is not covered here. A holding's contents and proportions belong to that subject, and an even split is not an error whenever nothing checkable separates the options. Mental accounting is what puts money into labelled boxes in the first place, and Thaler set it out in Marketing Science in 1985. Mental accounting is covered separately. Concentration asks a different question about the same holding, and it is covered separately too.

Sources

SourceDocumentSite
Benartzi and ThalerNaive Diversification Strategies in Defined Contribution Saving Plans, American Economic Review, 2001ssrn.com
Thaler and SunsteinNudge, 2008, on how the options a decider is shown are arrangedcited to the book itself
Thalerthe paper setting out mental accounting, Marketing Science, 1985ssrn.com
National Bureau of Economic Researchthe working paper series in which the cited papers are findablenber.org
Securities and Exchange Board of Indiaconduct, suitability and disclosure requirements applying to registered intermediariessebi.gov.in
Association of Mutual Funds in Indiainvestor facing practice material on how option sets are presentedamfiindia.com
International Organization of Securities Commissionsprinciples on retail conduct and the presentation of choicesiosco.org

Meera Sundaram, Devika Rao, Palash Advisory Services Private Limited, the Palash decision log, the Palash 100 index, 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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