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Making Change

Roland Piquepaille writes "There are mostly four kinds of coins in circulation in the U.S: 1 cent, 5 cents, 10 cents, and 25 cents. But is it the most efficient way to give back change? This Science News article says that a computer scientist has found an answer. "For the current four-denomination system, [Jeffrey Shallit of the University of Waterloo] found that, on average, a change-maker must return 4.70 coins with every transaction. He discovered two sets of four denominations that minimize the transaction cost. The combination of 1 cent, 5 cents, 18 cents, and 25 cents requires only 3.89 coins in change per transaction, as does the combination of 1 cent, 5 cents, 18 cents, and 29 cents." He also found that change could be done more efficiently in Canada with the introduction of an 83-cent coin and in Europe with the addition of a 1.33- or 1.37-Euro coin. Check this column for more details and references." The paper (postscript) is online.

43 of 935 comments (clear)

  1. Forget it. by grub · · Score: 1, Insightful


    More and more transactions are done electronically. Does anybody really want to go back to shilling, farthings, etc etc?

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  2. Instead... by frodo+from+middle+ea · · Score: 5, Insightful

    Why not just get rid of silly prices like 99.99 and 4.37 and 1.49. ?
    Why not round prices to dimes ? Or even quarters ?

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    1. Re:Instead... by Bazman · · Score: 2, Insightful

      Because retailers would round _upwards_.

    2. Re:Instead... by xyzzy · · Score: 3, Insightful

      Fine, who cares, let them! For god's sake, they're fooling no one. In addition, they should incorporate sales tax INTO the price so that the price you see is the price you pay. If an article is $4, it's $4! No change necessary!

    3. Re:Instead... by bwalling · · Score: 2, Insightful

      Marketeers consider those prices psychologically important

      Those prices have been proven to influence buyers. They won't go away until people quit acting like idiots.

    4. Re:Instead... by sehryan · · Score: 3, Insightful

      That would increase costs to the company. Take a department store. They can mass produce a sign for a certain item without any worries. Because sales tax can be different all the way to the county level, the company now has to make signs for every variation of price.

      I suppose they could just print out signs with an average price, and take a hit in certain areas, and make a much larger profit margin in others. It might balance out in some areas, but possibly not in others. And if you are a consumer in one of those higher profit margin areas, then you are getting screwed as well. It would work, but I don't think anyone would be too terribly happy with it

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    5. Re:Instead... by RaboKrabekian · · Score: 2, Insightful

      For god's sake, they're fooling no one.

      Who are you kidding? Of COURSE they're fooling someone. It's a proven fact that a given good will sell more units at $9.99 than at $10.00. YOU may not think you're being affected, but the truth it is works. Retailers price their goods at a level that will maximise sales.

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    6. Re:Instead... by GospelHead821 · · Score: 5, Insightful

      They're not trying to fool anybody. At least, that was not the original intent of setting prices at $9.99 instead of $10.00. It was a technique that was intended to help keep cashiers honest. If an item cost exactly $10.00, the cashier didn't need to open the drawer to get change for the customer. At some point, it was determined that cashiers who did not have to open the drawer were statistically more likely to pocket the money themselves than to put it in the register. So prices were dropped by a penny to force the cashier to open up the cash drawer, to get change for the customer, thus increasing the statistical likelihood that company gets its money.

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    7. Re:Instead... by totallygeek · · Score: 2, Insightful
      $19.99 may not fool you or me, but subliminally many people perceive it quite differently from $20.


      Du Pont also has a posted speed limit of 19 instead of 20 on their plants for several reasons. One of the top reasons being that at 20, a majority of people will drive any speed in the 20's. At 19, amazingly, they will not drive above 20.


      People familiar with Du Pont will also remind me that 19 sticks in your head better than 20 because it is an odd number to see on a limit sign -- so you will adhere to it because you are more concious about it.


      What I find interesting, though, are the people that think the .9 cents is the tax on gasoline! When I see a sign at a fill-up station, and it says 1.299 per gallon, I say gas is going for 1.30. And, I know that here in Texas, 38.4 cents is the tax per gallon!

  3. Re:I hate math... by Anonymous Coward · · Score: 3, Insightful

    That's part of the process that doesn't seem to have been looked at well. While the model of 'giving change' may include a number of coins, it also includes the entire process including a cashier translating the change amount into coinage, then counting it back to the customer, and much of the time, the customer counting and checking it's the right amount.

    For the pure maths side of it it's pretty neat, all the same - just not completely useful when it comes to Real World Stuff

  4. More to transactions than number of coins. by Violet+Null · · Score: 3, Insightful

    You think it's bad enough when the cashier has to use the machine to figure out how much change to give, and in what denominations? You think it's bad when the little old lady in front of you in line starts counting, and then double-counting to make sure, the change she's going to hand over?

    You give them a 29 cent piece and see how fast things get.

    I'm willing to bet that most of the "coin cost" or whatever you want to call it comes from pennies, anyway -- if the dollar amounts are random, every 5 transactions are going to involve (0 + 1 + 2 + 3 + 4 = ) 10 pennies, or 2 pennies per transaction. Rounding prices to the nickel would be simpler, easier, and more efficient.

  5. Actually, i think it started to help prevent by Unknown+Poltroon · · Score: 3, Insightful

    employee theft.
    If the price is 1.00$, the person working the regster can just take the buck, or five, or whatever, and slide it into their pocket. If its .99, or 1.95, or 7.53, they gotta make change by opening the register.

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  6. typical Computer Science logic by citroidSD · · Score: 2, Insightful

    more efficient transaction costs?? Again the computer scientists are concentrating on the efficiency of the system, without any regard to the efficiency of the user. What is more important, handing back a smaller amount of change, or allowing for quicker mental computation of what coins to use in the transaction? For example when you are told something costs $3.48, it takes more time to calculate how to break up 48 cents into the available coin denominations, then it does to to actually exchange and identify the coins. The system is not what needs to be optimized, instead the user is what matters, and our mind work well in 10's and 5's.

  7. This is why Human Interface Design is important by Bingo+Foo · · Score: 3, Insightful
    1. Some egghead thinks "optimal" means "fewest coins returned in change, on average."
    2. He recommends introducing 18 and 83 cent coins.
    3. The people who actually use coins laugh at this idiocy.
    Sheesh, "optimal" coinage denominations are those that make using coins easiest. That means quick mental calculations of change, manipulating them with your fingers, and passing them back and forth.

    The ivory tower academics are certainly earning their reputation for foolishness.

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    1. Re:This is why Human Interface Design is important by dave_mcmillen · · Score: 4, Insightful

      There's another problem. Quote from the ScienceNews article:

      Assuming that each amount of change between 0 and 499 cents is equally likely, Shallit's calculations show that the average cost of making change would fall from 5.90 to 4.58 coins per transaction with the addition of an 83-cent coin.

      That's a pretty big assumption, isn't it? I'd assume that amounts of change would cluster around certain values. That was one thing that caught my interest, so I went to look at the article to find out how they evaluated that effect. Answer: apparently they didn't.

      To be fair, it's quite possible -- even probable -- that the original article was a light-hearted, tongue-in-cheek sort of piece, and that the author has been horrified to see it turned into a serious suggestion about actually changing the denominations of coins.

      In fact, the more I think about it, the more likely this seems. From TMI's site: "The Mathematical Intelligencer encourages authors to write in a relaxed, expository style and to include pictures and other graphics with articles. Opinion, mathematics, and historical comments can (and often should) be intermingled to make lively reading. Humor and controversy are welcome." So it was probably just a goofy abstract problem, written for entertainment value, not "serious" research. So I take it all back: let's give the guy a break, smile quietly, and move on.

  8. Why not 99 different coins? by Bingo+Foo · · Score: 1, Insightful

    I have a scheme that guarantees only one coin is returned in change for any transaction.

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    taken! (by Davidleeroth) Thanks Bingo Foo!
  9. Re:I hate math... by Khasmo · · Score: 5, Insightful

    Beyond that, it also means the cashier would have to figure out what the most efficient combination of change is . . for 0.36 don't give a quater two nickels and a penny, just give two 0.18 coins.

    The logic for determining change is really easy for a cashier. start with the largest coin and work your way down until it all adds up.

  10. Bad Assumption by SuperHighImpact · · Score: 2, Insightful
    Shallit assumed that every amount of change between 0 and 99 cents is equally likely.

    I understand that an assumption like this is necessary to even begin an anaylysis using our western logic system, but this assumption makes the study useless.

    There's no way that the distibution curve is flat. People spend a lot of time and money price setting as described here and you better believe they know how to price their goods to maximize profit.

    This study also doesn't take into account people like me, who make a game out of minimizing the number of coins in my wallet/pocket. If I can prevent getting 94 cents in change by carrying and relinquishing a penny and a nickle, I'll do it.

    --
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  11. Get rid of 1c pieces! by Chmarr · · Score: 2, Insightful

    One can reduce the amount of change simply by getting rid of the silly 1c piece, like Australia did (it got rid of both 1c and 2c pieces).

    Sure, people will bitch and moan for about 6 months, but then noone would ever consider going back.

    All you need to do is 2/3 round at the till. It's great! :)

  12. Theoretical Math != Reality!! by Anonymous Coward · · Score: 0, Insightful

    One thing they're missing is that most people suck at math. Even smart people. Who's going to figure out how many 18-cent coins to give back on a $0.75 "change event"?

    I happen to be one of the people all the math geeks are making fun of. I AM the idiot who pulls out a calculator just because I don't trust my sucky arithmetic. I'm just bad at it; always have been, always will be. Round-number coins are the best for quick computation.

  13. Re:Yeah Right... by Alsee · · Score: 2, Insightful

    America has $1 and 50 cent coins, but they are kinda rare.

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  14. Bad Assumption by isoga · · Score: 2, Insightful
    It's a fun idea but flawed - Shallit assumed that every amount of change between 0 and 99 cents is equally likely.

    Is obviously not true - prices are clustered at certain points, eg 95c or 99c, so the typical amount of change would be skewed as well. Would be nice to see the experiment using real data for typical prices.

    Also, I wonder to what extent the demoninations of currency in use effect the prices of goods?

    dave

    ===== Tech, Ramblings, Photos --> davidgoodwin.net

  15. Re:I hate math... by Eccles · · Score: 2, Insightful

    They should just kill pennies anyway.

    Make sales and other taxes round prices up to the nearest nickel. Banks could still have rolls of pennies for those desperate for Mr. Lincoln's face, but otherwise I'd be happy to see them disappear.

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  16. Re:The quarter is hard enough by Anonymous Coward · · Score: 2, Insightful

    When working as a cashier at a grocery store, I had pretty much memorized a mental table of 100's-complements(which actually breaks down into two tables of 10's-complements and 9's(tens digit)-complements). I could tell you within milliseconds that 2.00-1.37=0.63. I could look at you and do the mental math for a couple of seconds to tell you that 2.12-1.37=0.75.

    Wanna see those tables? Here you go.

    tens digit:
    -------------------
    9 - 0
    8 - 1
    7 - 2
    6 - 3
    5 - 4

    ones digit:
    -------------------
    9 - 1
    8 - 2
    7 - 3
    6 - 4
    5 - 5
    0 - 0

    It's very simple math. Most likely, that blank stare you get from the cashier is your own damn fault for making it more complex. Then again, there are a lot of clueless cashiers out there... Maybe I'm just a change-giving genius. :D

  17. Re:I hate math... by jimlintott · · Score: 3, Insightful

    When was the last time a cashier counted back your change. They usually give whatever the computer tells them. Counting back change is a lost art. There is no question that these unusual coin values would be more difficult. Ease in making change isn't simply number of coins given back.

  18. Re:Yeah Right... by gentgeen · · Score: 5, Insightful

    It's funny (in a VERY sad way) that to him, the cash register was this magic oracle that told him what to do, and that it didn't occur to him that what he was doing was even knowable without its use.

    I am a High School math teacher, and I can't agree with this statement enough. Somedays I laugh, somedays I cry, but it is always sad when I see a student need the calculator for the most BASIC of operations (And I am not even counting the OP's example as "basic", that would be "basic+")

    I think it all comes from the fact that students are allowed to use calculators at such an earlier point in thier schooling. I am only 29, but I was not allowed to use a calculator in school until somewhere around 11th grade. It really hones (sp?) those basic math skills. I'll step off my soap-box now Sorry ;-}

  19. Re:I hate math... by Roto-Rooter+Man · · Score: 2, Insightful

    And nothing like fixing the typo with no editorial comment about it, so that everyone who pointed it out gets modded into oblivion.

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  20. Re:I hate math... by DarkFyre · · Score: 3, Insightful

    Yes, yes, congratulations on completing first year computer science (or math, for that matter).

    Don't you think that the current denomination systems are designed specifically so that the greedy change-making algorithm will work?

    The poster you were replying to seemed aware of that; They were merely saying that since the current denominational system has this property, it is easy to use. The problem with adding 32- and/or 18-cent coins is that the greedy approach may no longer make the most optimal change.

  21. The Math is just WRONG. Here's why by goombah99 · · Score: 3, Insightful

    The Deivation assumes two falacies
    first,
    that the price of goods is not partly determined by the demoninations of coins. for example, the reason why a candy bar is 50 cents or 65 cents and not say 48 cents is because we have nickels dimes and quarters. or that the reason a price is 5.95 cents and not 5.96 cents. etc..

    Second,
    this assumes your change purse is stocked with all denominations. that's true at the cash register but not in my pocket. When I reach in my pocket and I pull out some change there are a myraid of ways I can make 25 cents. 5 nickels, 2 dimes and a nickel, 5 pennies+ etc...,
    not so with his optimal set. if I'm nissing any of the denominations its hard to make it up with the others.

    third, entropy
    again reaching for change in my pocket the goal is not to find the minumum number of coins but rather to be able to pay the bill without thinking too much. that is the more ways I can add up to the same value the more likely I will on a random grab find the right coins to make it. I dont care how many coins.

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  22. Re:Yeah Right... by ip_vjl · · Score: 5, Insightful

    I don't blame people for not being able to do math in their head. I know some smart people that have trouble doing calculations without paper. My wife was a math major in college, and she sometimes has problems doing calculations in her head.

    The thing that struck me about this guy was that it wasn't even that he couldn't do the math in his head ... he wasn't even aware that there was something that he could do to arrive at the answer. It's as if he didn't know that math even existed.

  23. Re:I hate math... by ukyoCE · · Score: 4, Insightful

    Close, but I dont think the multiples-of-five is the reason why it works. As someone else said, it has to do with greedy algorithms, and our coin system was specifically designed so that you'd be able to start from the biggest coin and work your way down. We went over it briefly in one of my CS courses. I think it may have been that each coin must be at least twice the value of the previous coin. Something like that.

    And as many people have mentioned, the current system is probably the best because of the ease of addition/subtraction. An 18-cent coin would be a nightmare for most minimum-wage cashiers. The only problem with our current monetary system is that inflation has made pennies freakin worthless.

  24. Re:I hate math... by jon+doh! · · Score: 2, Insightful

    The logic for determining change is really easy for a cashier

    have you ever worked at a place like walmart or target? i have. the average cashier has problems figuring out how to *scan* an item properly. what makes you think they can see .36 and figure out to give two 18cent coins? they can barely figure out the change on their own with the coins we have now. i can't tell you how many people i worked with who would round up rather than figure out how many pennies they needed to give.

    note, that's only the average ones...

  25. What about a 2 cents coin ? by rklrkl · · Score: 2, Insightful

    An 18 cent coin just seems silly to me, because the calculations required to use it would be difficult to easily optimise in your head. In the UK, we have a 2p coin [ironically, one of the largest-diametered in circulation] and wouldn't this cut down the number of coins needed in an easily calculable way ? It seems to me, that ease of change calculation is as equally important as the average number of coins used for said change, but this is almost glossed over in the article by one sentence.

  26. Actually, ... by Psychic+Burrito · · Score: 2, Insightful

    The computer tells the cashier to give back 98 cents, not "6 times the coin 18, ..." etc.

    So your argument is moot: The cashier does actually have to use math to give you back your change.

  27. A "Scientist" wrote this!?!?!?!? by radulovich · · Score: 5, Insightful

    This article is a complete waste of time. This might be a fun paper for a discussion about coinage, but it fails horribly when taken as practical advice.

    The US does not need another coin. Indeed, the *opposite* is true. If you get rid of the penny, you can increase efficiency tremendously, to only 2.75 coins per transaction, and a whopping 45% of transactions would require 2 or fewer coins!

    Many people oppose the elimination of the penny, but bear with me for a moment. Consider the following issues:

    - Pennies cannot be used in vending machines, and therefore are not as "spendable" as all the other coins.

    - Prices will not rise as people think they will; they will fall instead! Everything that is priced at $n.99 will now be $n.95 instead (marketers HATE to price in round dollars because it makes their prices look higher). All other numbers will be rounded to the nearest $n.n5.

    - The US government makes 12 billion pennies at a cost of $100 million each year (http://www.retirethepenny.org/), which could be put to better use than filling up my coin jar.

    - Half of these pennies will disappear from circulation within a year! (http://www.shepherd-express.com/shepherd/19/41/ne ws_and_views/straight_dope.html)

    - Counting out pennies costs the economy an estimated $20 billion in productivity annually (http://www.retirethepenny.org/)

    - The U.S. Mint loses $8 million a year manufacturing pennies. (http://www.shepherd-express.com/shepherd/19/41/ne ws_and_views/straight_dope.html)

    Think about it - do you *really* want another coin in your pocket? Thank God that politicians don't listen to us all the time!

    -Mark

  28. Re:I hate math... by ichimunki · · Score: 2, Insightful

    Actually, I think you meant either "40" or "forty". There is no number known as "fourty".

    The whole notion of altering the face value of coinage is a bit silly. First of all, judicious use of a 50 cent piece would make many transactions much simpler, as would actually taking advantage of the two dollar bill. I used to work in a restaurant (as both a financial manager and a cashier) where we used all available denominations under $20. Once you get into it, it's just as easy to do, and slightly faster.

    Most of this mess can be avoided by pricing things sensibly. Any price can be adjusted so that the after tax price (if tax is applicable) is a nice round number. Of course, due to rounding this sometimes breaks down on multiple item purchases, but anyone with half a brain can notice which price combinations result in bad totals and adjust the underlying prices to compensate. Or you can just take advantage of the "give a penny, take a penny" method to avoid dealing with units under five cents. You know, round in the customer's favor.

    Just be glad it's not the problem they have in Japan where a $2 item costs 240 yen and a monthly rent on an apartment can be in the hundreds of thousands. Their yen is worth less than a penny, but it's the base unit in which they count monetary value. It's like expressing every price in cents.

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  29. Don't get me started by Wansu · · Score: 4, Insightful



    It doesn't matter what the denomination is. As long as change has to be made, some patrons will receive the wrong change.

    Lots of cashiers don't know how to make change. Many have been trained to do it wrong. The most common error is the cashier puts the large bill the customer just handed them into the drawer before giving the customer change and watching them count it. There used to be a little slot between the plastic guard and the metal cash register enclosure that was perfect for temporarily storing that large bill in customer sight. When the customer looks at you after counting his money, pause to see whether he questions it, then put the large bill in the drawer and close it.

    Adding this momentary delay before putting the customer's large bill in the drawer and closing it, protects the cashier and the customer from being short changed.

    I've seen managers put large bills in the drawer before I counted my change. One gave me change for $10 instead of change for a $20. I'm a creature of habit. When I hand a cashier a large bill, I always say, "outta twenty" or whatever the bill is. I'm sure I did that with this one. But she'd already put the bill in the drawer and insisted upon a recount of the drawer and by the time she did, my food was cold. That is not the way to do things. When I pointed out her mistake, she lost her temper. Then I lost mine.

    I was trained on older cash registers to do things this way by a store manager who was very particular about this. He's been in business for more than 30 years and says he's never had a dispute with a customer over incorrect change. Way back then, you had to actually count the coin change. Many of the newer cash registers do this for you. I wonder how many of today's cashiers could make change in their heads.

    What's my point? Most point of sale problems concerning change making are due to lack of skill and/or poor training of the cashier. Using more efficient denominations or pricing items to the nearest buck won't fix this.

    --
    Wansu, th' chinese sailor
  30. Re:Yeah Right... by TopShelf · · Score: 2, Insightful

    The real problem is that too many people look down on people in those jobs. There's absolutely no reason why somebody can't take pride in their work, no matter what they do. Well, maybe not spammers, but otherwise...

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  31. Re:Yeah Right... by MCZapf · · Score: 2, Insightful

    But using a dollar coin in a vending machine is a dream compared to coaxing the machine to take a dollar bill. The only problem is that a lot of older machines don't take dollar coins.

  32. Re:5?! -Interesting +Utter Crap by cpeikert · · Score: 2, Insightful

    Hmm, is this more support for the argument that people are getting dumber?

    It says that the practice didn't start catching on until the 1920s, when merchants would under-price things at .95 and .99 to convince gullible people that they were getting "a bargain."

    So there must be a *lot* of suckers out there today...

  33. Re:I hate math... by Blkdeath · · Score: 2, Insightful
    If they were doing their job correctly, they shouldn't be baffled.

    Have you been to a McDonald's recently? Them, donut shops, and any other minimum wage job tends to have a lot of "Tide me over through high school" students working for them who can't figure out change with or without a "Change due" amount in front of them.

    You seperate that number into coins using the greedy algorithm they tought you in kindergarden.

    This is making two very large assumptions;

    1. Schools taught students properly
    2. Students listened to and understood lessons

    Sadly, in many cases neither of the above conditions can be relied upon, so we get kids (and adults) who don't understand how to make regular change (ie; with a single bill of a denomination larger than the order total), letalone convenient change (ie; a 20 and a single for an 11 dollar order), and get confused and often attempt to hand back the extraneous currency.

    That is why cashiers are taught this in the first place.

    You make it sound as if there's a course. I'd go so far as to say most cashiers are taught the specifics of the cash register at hand and are left to figure things out on their own. Stores / restaurants don't tend to spend time instructing 6.85'ers what is thought to be common knowledge (how to count, how to change a $20, how to combine small coins to make the change an even amount, etc.). In the cases where such skills are taught, many teenagers exhibit stereotypical symptoms and ignore the lessons because, hey, they know it all anyways.

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  34. Re:I hate math... by Black+Copter+Control · · Score: 2, Insightful
    Usually, the customer does not have exact change to pay the $x.99 (or can't be bothered to look for pennies)

    That doesn't take into account taxes which almost always mess up the totals. Besides.. If you're going to be dishonest, then why not just keep a cache of pennies on top of the till?

    The actual answer is apparently marketing: They definitely do studies on these things.
    $4.99 is less than $5.00. The fact that it's only infinessimally smaller doesn't quite register on the harried consumer's mind. People seem to think in round things to the nearest 5, because
    $4.97 will often seem like more than $4.99. I'm guessing that it's internally converted to more than $4.95.
    $*98 is generally almost as good as *99, bur it seems to make some people stop and think.
    Similarly *95 works as good as *99. I'm guessing that it works because it's one 'chunk' down (the chunk being $.05, now rather than $.01). My guess as to the reason why *.99 is used more more often than *.95 is that $.04/unit adds up over a million boxes without adding enough sales to make it worthwhile.

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  35. Re:Instead...Japan, the land of confusion by hbackert · · Score: 3, Insightful

    Life gets more complicated when coming originally from Germany, where VAT is always included in the advertized price (for end-users, not for businesses) and going to Japan, where 5% tax is mostly added. About 90% of all times I need to add 5% at the cashier. In the other cases I don't need to. Now that makes calculation the price to pay complicated.