The Ideal Auction - Numberphile

00:14:17
https://www.youtube.com/watch?v=4kWuxfVbIaU

Resumen

TLDRThe video explores auctions as a price discovery method, detailing various types like oral ascending, sealed bid, Dutch, and Vickrey auctions. Each type's functioning, suitability, and bidder strategies are discussed. It emphasizes price dynamics and psychological factors influencing bidding behavior, especially regarding unique items versus commodities. The video also offers practical eBay bidding tips, encouraging preparation and monitoring auction outcomes for better bidding success.

Para llevar

  • 🔍 Auctions aid in determining true market value.
  • 📈 Oral ascending auctions encourage competitive bidding.
  • 📜 Sealed bid auctions maintain bidder anonymity.
  • 🌷 Dutch auctions start with a high price, lowering until sold.
  • 💡 Vickrey auctions reward bidders with lower second prices.
  • 💰 Bidding strategies vary by auction type and item rarity.
  • 📊 Researching auction prices helps strategize bids on eBay.
  • ⚖️ Legal regulations may restrict auction practices in emergencies.
  • 🛠️ Monitor bidding trends for more informed decisions.
  • 🏛️ Historical auction methods date back thousands of years.

Cronología

  • 00:00:00 - 00:05:00

    An auction serves as a method for price discovery, determining the item value through buyer competition. Various auction types exist, such as oral ascending and sealed bid auctions, used depending on the item quantity and market need. Knowledge of market prices dictates whether auctions are appropriate; ample supply generally negates the need. In unique scenarios like emergencies, such as natural disasters, auctions could be considered, though they are often regulated to prevent exploitation of distressed buyers.

  • 00:05:00 - 00:14:17

    Different auction formats impact bidder behavior and final prices. The Vickrey auction—a sealed bid auction—allows the highest bidder to pay the second-highest bid, encouraging aggressive bidding. Platforms like eBay adopt this method, permitting flexible bidding under competitive pressure. Strategies for success on eBay include monitoring item sales, understanding auction dynamics, and choosing bids wisely based on observed outcomes, especially as auctions near their end.

Mapa mental

Vídeo de preguntas y respuestas

  • What is the purpose of an auction?

    An auction is a method of price discovery, determining what someone is willing to pay for an item and who will get it.

  • What is an oral ascending auction?

    An oral ascending auction, often called the English auction, involves bidders increasing their bids until no one is willing to bid higher.

  • What is a Dutch auction?

    A Dutch auction starts with a high asking price, which is gradually lowered until a bidder accepts the current price.

  • What is a sealed bid auction?

    In a sealed bid auction, bidders submit written bids without knowing the others, and the highest bid wins.

  • What is a Vickrey auction?

    A Vickrey auction, or second price sealed bid auction, is where the highest bidder wins but pays the second highest bid.

  • How can bidders succeed on eBay?

    Watch and track auction outcomes to understand pricing trends before submitting a bid.

  • Why do different auction methods exist?

    Different auction methods cater to various items and circumstances, optimizing price discovery and bidder behavior.

  • What are the concerns with sealed bid auctions?

    Sealed bid auctions can lead to collusion among bidders, making them less transparent.

  • Why are English auctions effective?

    English auctions effectively induce higher bidding as participants see others' willingness to pay.

  • What happened in the New Zealand telecom auction?

    A Vickrey auction resulted in a telecom license selling for much less than expected, highlighting potential downsides of public bid knowledge.

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Subtítulos
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Desplazamiento automático:
  • 00:00:00
    So an auction is a method of price
  • 00:00:02
    discovery, a method of figuring out what
  • 00:00:04
    someone's gonna pay for an item; and
  • 00:00:06
    who's gonna get it. So if I've got a
  • 00:00:07
    coca-cola to sell and I've got six
  • 00:00:10
    people who want it, who's gonna get that
  • 00:00:12
    coca-cola and how much are they gonna
  • 00:00:13
    pay? And any sort of mechanism in which
  • 00:00:15
    the potential buyers express desire in
  • 00:00:19
    some way, and then that turns into both a
  • 00:00:22
    price and a determination of who gets it;
  • 00:00:24
    we call that an auction. The Latin root
  • 00:00:26
    of auction came from 'to increase' and
  • 00:00:28
    your, kind of, standard auction says we're
  • 00:00:31
    gonna let competition push the price up
  • 00:00:34
    until one person is left standing. So
  • 00:00:39
    probably the most important factor is
  • 00:00:41
    price discovery - I don't know what this
  • 00:00:43
    item is worth. You have paintings for
  • 00:00:45
    sale and no one really knows, you know,
  • 00:00:48
    what- the value of those paintings is
  • 00:00:49
    pretty much determined by what people
  • 00:00:50
    are willing to pay for them. It would be
  • 00:00:54
    a- really a frustrating thing if when I
  • 00:00:55
    went to buy shampoo in the grocery store
  • 00:00:57
    I had to go bid on it and wait and, well,
  • 00:00:59
    let other people bid; all the while
  • 00:01:01
    waiting for my shampoo. And so we
  • 00:01:04
    typically wouldn't run auctions when we
  • 00:01:06
    have enough of the supply that we're
  • 00:01:08
    pretty sure we can sell to everybody and
  • 00:01:10
    we have a good enough sense of the price
  • 00:01:12
    or the value that there's no need to run
  • 00:01:15
    through a price discovery method.
  • 00:01:16
    (Brady: How come we know the price of shampoo but we)
  • 00:01:18
    (don't know the price of the Mona Lisa?)
  • 00:01:22
    In essence th- they can make more shampoo
  • 00:01:24
    at roughly the same cost, so that we can
  • 00:01:26
    have as much shampoo as we need - if we
  • 00:01:29
    need 10% more shampoo that's not a
  • 00:01:31
    problem for the shampoo manufacturer. So
  • 00:01:35
    as a result while there could be a
  • 00:01:37
    shortage, and you see this often if
  • 00:01:39
    there's a storm coming; people come in
  • 00:01:42
    they buy all the stuff off the shelves,
  • 00:01:44
    that would be a time where well
  • 00:01:46
    there's gonna be people who go without,
  • 00:01:47
    as a result you might think about
  • 00:01:49
    holding an auction. Now let me say most
  • 00:01:52
    states have laws that prevent sellers
  • 00:01:54
    from holding an auction in that
  • 00:01:55
    circumstance, they're they're not allowed
  • 00:01:57
    to take advantage of people who are in
  • 00:01:59
    some sense desperate. You know, otherwise
  • 00:02:01
    you know, you can go- if you need ten
  • 00:02:03
    bottles of shampoo you go buy 10 bottles
  • 00:02:05
    of shampoo, the grocery store doesn't run
  • 00:02:06
    out. Probably the most popular auction is
  • 00:02:09
    called an oral ascending auction. You see
  • 00:02:12
    it in movies where somebody
  • 00:02:13
    tugs their ear and they buy a Ming vase
  • 00:02:15
    by accident. The item is put on for sale,
  • 00:02:18
    there's a minimum bid perhaps or a low
  • 00:02:20
    bid that the auctioneer starts with, and
  • 00:02:23
    then they start with this chatter going
  • 00:02:24
    'do I have $10? Do I have $20? I got $20, do I
  • 00:02:27
    have $30? Do I have $30?' and so on and they- the
  • 00:02:30
    price rises until at some point there's
  • 00:02:32
    only one bidder who's willing to bid at
  • 00:02:35
    that price. And that is no one is willing
  • 00:02:37
    to go up any more. It's sometimes called the
  • 00:02:39
    English auction, it was common in
  • 00:02:41
    England but it's actually common around
  • 00:02:43
    the world as a method of auctioning. I
  • 00:02:45
    believe it was used as far back in time
  • 00:02:47
    as the Babylonians. This auction has been
  • 00:02:49
    around a really long time. Sealed bid
  • 00:02:52
    auction. In this case bidders say 'here is
  • 00:02:55
    my bid' - they write it on an envelope,
  • 00:02:57
    those envelopes are all opened
  • 00:02:59
    simultaneously. The high bidder wins and
  • 00:03:01
    they pay their bid. Sometimes that's
  • 00:03:03
    called a pay as bid auction; sometimes-
  • 00:03:05
    usually with the word sealed bid, and
  • 00:03:08
    sometimes it's called a first price;
  • 00:03:09
    meaning the high bidder paid the high
  • 00:03:12
    bid. Typically it's governments that use
  • 00:03:14
    sealed bids. Much more common to be
  • 00:03:16
    governments, sometimes large corporations
  • 00:03:19
    will also use sealed bid. The beauty of a
  • 00:03:21
    sealed bid, relative to an English
  • 00:03:23
    auction, is that it's hard for the
  • 00:03:26
    auctioneer themselves to cheat. So our
  • 00:03:28
    big concern with the government holding
  • 00:03:30
    an auction is that the government
  • 00:03:32
    officials might collude with one of the
  • 00:03:34
    bidders. If the government official did
  • 00:03:37
    that there would be a paper trail that
  • 00:03:40
    allows it to be audited. When I was at
  • 00:03:41
    the Department of Justice a bidder
  • 00:03:43
    submitted a bid that contained copies of
  • 00:03:47
    all their rivals' bids in the same
  • 00:03:49
    envelope. And so we were able to show
  • 00:03:51
    really easily that the bidders
  • 00:03:53
    themselves were colluding with each other;
  • 00:03:55
    price-fixing, it's against the law. The
  • 00:03:57
    bidder had inadvertently submitted a
  • 00:03:59
    copy of the rivals bids which they
  • 00:04:01
    shouldn't have been able to see.
  • 00:04:03
    Dutch auction, sometimes called a tulip
  • 00:04:06
    auction, is well known for being used in
  • 00:04:08
    the Dutch tulip auctions. It's an oral
  • 00:04:10
    auction, that is it's used with an
  • 00:04:12
    auctioneer and all the bidders assembled
  • 00:04:14
    together. And it starts high and then
  • 00:04:17
    runs low. If we're selling tulips we'll
  • 00:04:20
    say, 'is anybody willing to pay $10,000?'
  • 00:04:23
    where we're pretty sure that no one's
  • 00:04:24
    willing to pay $10,000, the price is
  • 00:04:26
    successively lowered until someone says
  • 00:04:28
    I'll take it. And at that moment it sells
  • 00:04:31
    to that bidder at the price that they
  • 00:04:33
    bid. From a theoretical standpoint this
  • 00:04:36
    auction is actually identical to the
  • 00:04:38
    sealed bid auction. And if you think
  • 00:04:40
    about it, when you submit a bid in a
  • 00:04:42
    sealed bid auction you're thinking 'well
  • 00:04:44
    the other bidders will bid whatever they
  • 00:04:46
    bid and I win if I'm the highest.' Now
  • 00:04:49
    imagine yourself in the position of
  • 00:04:51
    bidding in the Dutch auction; you're
  • 00:04:53
    saying I have to choose a bid and when
  • 00:04:55
    the price reaches that bid that's the
  • 00:04:57
    moment I'm going to jump in. I'm thinking,
  • 00:04:59
    will the other one's bid higher than
  • 00:05:01
    that? In which case I'll lose. But if I
  • 00:05:03
    put in a higher bid I might win but I
  • 00:05:05
    pay more - it's exactly the same thought
  • 00:05:08
    process that you face with the sealed
  • 00:05:10
    bid auction. So in fact theoretically the
  • 00:05:13
    same bidder should win at the same price,
  • 00:05:15
    whether I hold a Dutch or a sealed bid.
  • 00:05:18
    When we actually run experiments it's
  • 00:05:21
    not true, people jump a little bit
  • 00:05:23
    earlier in the Dutch auction. That is
  • 00:05:25
    they bid a little bit higher - maybe
  • 00:05:27
    because of the excitement of it, just the
  • 00:05:29
    time while they wait is making them
  • 00:05:31
    nervous or something, they're less
  • 00:05:32
    rational - we don't know. But they bid a
  • 00:05:35
    little bit higher in the Dutch auction
  • 00:05:36
    than they do in the sealed bid.
  • 00:05:39
    The second price sealed bid auction, or
  • 00:05:42
    also known as the Vickrey auction, after
  • 00:05:44
    William Vickrey who won the Nobel Prize
  • 00:05:45
    for its discovery, along with some other
  • 00:05:47
    things about auctions. He did this work
  • 00:05:49
    in 1961.
  • 00:05:50
    So the way Vickrey's auction works is it
  • 00:05:52
    works just like the sealed bid that we
  • 00:05:53
    described before, but now when we open
  • 00:05:57
    the envelopes the high bidder will win
  • 00:05:59
    but they pay the second highest bid, not
  • 00:06:01
    the highest bid. It's the minimum they
  • 00:06:04
    could have bid and still won; is
  • 00:06:06
    one way to think about it. This is the
  • 00:06:07
    price of that. Had they known what all
  • 00:06:09
    the other bids were this is what they
  • 00:06:10
    would have wanted to bid - is that, maybe
  • 00:06:12
    plus a penny to guarantee their win. If
  • 00:06:14
    I am paying the second highest price
  • 00:06:16
    I'll will- I'll be willing to bid a lot
  • 00:06:19
    more aggressively.
  • 00:06:20
    If you've bid in eBay this is how eBay
  • 00:06:23
    works. You submit a bid, let's say for
  • 00:06:25
    $100. When another bid comes in at 40
  • 00:06:28
    they then turn around and give it to you
  • 00:06:31
    at 40 plus the increment, which might be
  • 00:06:33
    45. If that bidder comes back with 60
  • 00:06:36
    they'll then give it again to you for 60
  • 00:06:39
    plus the increment, there around 65. That
  • 00:06:41
    process continues unless someone
  • 00:06:43
    actually bids higher than you. So what
  • 00:06:45
    that's implemented is a second price
  • 00:06:48
    auction, that is to say you don't pay
  • 00:06:50
    your bid - you could have been a million
  • 00:06:52
    dollars - you still pay the next highest
  • 00:06:55
    bid plus a little bit. And the smaller
  • 00:06:59
    that little bit is the more it looks
  • 00:07:01
    exactly like the Vickrey which is paying
  • 00:07:02
    the second highest price.
  • 00:07:05
    It's easy to cheat a second-price
  • 00:07:08
    auction, because you actually see what
  • 00:07:09
    people are willing to pay; so you could
  • 00:07:10
    just go to the high bidder and say oh
  • 00:07:12
    the second highest bid was just a penny
  • 00:07:15
    below your bid, you're gonna have to pay
  • 00:07:17
    approximately your bid.
  • 00:07:18
    Well they've revealed it, and that can be
  • 00:07:20
    dangerous. That's the downside of it; the
  • 00:07:22
    upside of it is that it actually gets
  • 00:07:25
    this competitive pressure of that oral
  • 00:07:28
    auction, which has- you know it's a great
  • 00:07:29
    auction for getting- for extracting lots
  • 00:07:31
    of money out of people but without
  • 00:07:33
    requiring them to be in the same room, or
  • 00:07:35
    even to be humans. And a good example of
  • 00:07:37
    that: the big search auctions won by
  • 00:07:39
    Google and Bing?
  • 00:07:40
    They are second price auctions. You bid
  • 00:07:42
    but what you pay is just what it would
  • 00:07:45
    take to hold your slot. Then let me- let's
  • 00:07:49
    let's just think about the first price
  • 00:07:50
    sealed bid, or the pay as bid, and the
  • 00:07:52
    Vickrey auction. When I'm thinking about
  • 00:07:54
    what I should bid to a first price sealed
  • 00:07:56
    bid I say, 'well I'm gonna pay my bid.' So
  • 00:08:00
    let's say my value is a hundred and I
  • 00:08:02
    think about submitting a bid of $75. That
  • 00:08:04
    means if I win I get $25. If I lower my
  • 00:08:06
    bid a bit - well there's some chance I get
  • 00:08:09
    beat but I make more money when I do win.
  • 00:08:11
    The seal bid auction causes me to cut my
  • 00:08:14
    bid a lot, because that's where my profit
  • 00:08:17
    is. On the Vickrey auction in contrast,
  • 00:08:20
    then I'm gonna bid $100. Because I want
  • 00:08:23
    to win anytime the price comes out below $100.
  • 00:08:26
    (Brady: And if it comes in lower that's just gravy?)
  • 00:08:28
    It's all extra money for me, it's
  • 00:08:30
    all money in my pocket. So there's no
  • 00:08:31
    price advantage of lowering your bid,
  • 00:08:34
    there's only a 'did I win?'.
  • 00:08:36
    Well I only want to win whenever the
  • 00:08:39
    price is below my value. Now that's
  • 00:08:41
    assuming I know my value. Somebody came
  • 00:08:43
    along when I was a graduate student and
  • 00:08:45
    offered to sell me a fairly new car for
  • 00:08:48
    $50. You know something's wrong with this,
  • 00:08:50
    like it's stolen - it's too cheap in some
  • 00:08:53
    sense, it's too cheap; I didn't buy
  • 00:08:55
    it by the way. Let's tweak the scenario a
  • 00:08:56
    little bit, now they come in they offer
  • 00:08:58
    you- sell you a car for $2000 that really
  • 00:09:00
    should sell for more like four or five
  • 00:09:03
    thousand dollars. You're kind of nervous,
  • 00:09:05
    there's something that you don't know
  • 00:09:07
    about this car - is it really worth $2,000?
  • 00:09:10
    And maybe you need a car and you would
  • 00:09:11
    like to buy it but you're still very
  • 00:09:13
    suspicious that this car is worthwhile. If
  • 00:09:15
    it turns out though that ten other
  • 00:09:18
    people who know
  • 00:09:19
    cars pretty well had bid 1600, 1800,
  • 00:09:22
    1900 dollars - you're gonna be a lot more
  • 00:09:25
    willing to pay $2,000. So the effect of
  • 00:09:27
    this is, if I know another bidder is
  • 00:09:30
    willing to pay more for it rationally I
  • 00:09:33
    will actually increase my value, or I
  • 00:09:35
    will be less skeptical that it's
  • 00:09:38
    actually a pig in a poke. What that means
  • 00:09:41
    is the English auction, this oral
  • 00:09:44
    ascending auction, does a good job
  • 00:09:46
    inducing people to bid more. Why? Because
  • 00:09:49
    when the price goes up I say, oh well
  • 00:09:51
    there's another bidder - at least one
  • 00:09:52
    other bidder - willing to pay this. I then
  • 00:09:54
    say, okay good I'm comfortable with that
  • 00:09:55
    and I beat them. That causes them to say
  • 00:09:58
    oh yes well there's another bidder
  • 00:09:59
    willing to pay it and they go up. The
  • 00:10:00
    more of that kind of information that's
  • 00:10:02
    released the more price pressure there
  • 00:10:05
    is and the more we'll push prices up. That
  • 00:10:07
    auction does a good job extracting money
  • 00:10:10
    out of people because of the release of
  • 00:10:12
    information about value from the other
  • 00:10:14
    bidders. The effect of this is is that in
  • 00:10:17
    a Vickrey auction we get some of those
  • 00:10:19
    benefits; not all of them, you know in a
  • 00:10:21
    ascending auction I might see that there
  • 00:10:24
    were ten other bidders - in the Vickrey
  • 00:10:26
    auction all I'm really guaranteed is at
  • 00:10:28
    least one other bidder was willing to
  • 00:10:30
    pay what I'm gonna be asked to pay for
  • 00:10:31
    the item. That tends to drive up values
  • 00:10:34
    and hence tends to drive up prices on
  • 00:10:36
    average. And that's good for the seller.
  • 00:10:38
    It's also good for the buyer in the
  • 00:10:41
    following sense; they wind up getting
  • 00:10:42
    lower profits but they also lower the
  • 00:10:45
    possibility or the likelihood that they
  • 00:10:47
    lose money. So we've only talked about
  • 00:10:50
    one good item so that is we're only selling
  • 00:10:52
    one item. You know, almost all the
  • 00:10:54
    circumstances I deal with we're selling
  • 00:10:56
    lots of items so there turns out to be a
  • 00:10:58
    version of the Vickrey for that world;
  • 00:11:01
    it's got some defects. New Zealand was
  • 00:11:04
    an early adopter of the Vickrey auction,
  • 00:11:06
    they sold telecom licenses and the
  • 00:11:08
    National Cellular license, the high bid
  • 00:11:11
    was a hundred and ten million dollars and
  • 00:11:13
    the second highest bid, that is the price
  • 00:11:15
    in the Vickrey auction, was 11 million.
  • 00:11:17
    This is like headline news, government
  • 00:11:20
    sells a hundred and ten million dollar
  • 00:11:22
    license for 11 million dollars. Sometimes
  • 00:11:25
    it's actually a bad idea to find out
  • 00:11:27
    what the value is or at least to make it public.
  • 00:11:29
    Had they run that as an ascending
  • 00:11:31
    auction this wouldn't have happened.
  • 00:11:32
    (Brady: They still would have missed out on)
  • 00:11:34
    (a bunch of money they could have had)
  • 00:11:36
    (from the person willing to pay a hundred)
  • 00:11:37
    (and ten million. It just wouldn't have)
  • 00:11:39
    (been known.) - Not necessarily. Let's take
  • 00:11:42
    the case where they ran a sealed bid
  • 00:11:43
    auction, first price - pay your bid. The
  • 00:11:45
    bidder who was willing to pay a hundred
  • 00:11:47
    and ten million certainly wouldn't have
  • 00:11:49
    bid a hundred and ten million, that
  • 00:11:50
    would have left them with no profit.
  • 00:11:52
    Instead they'd have said, who's the
  • 00:11:54
    likely competition here? How much in the
  • 00:11:57
    way of resources does that competitor
  • 00:11:59
    have? And they'd have come up with a
  • 00:12:01
    number; and maybe that number would have
  • 00:12:02
    been 12 million in which case they'd have
  • 00:12:04
    gotten an extra million - but maybe that
  • 00:12:05
    number would have been ten million, in
  • 00:12:07
    which case they'd have lost a million.
  • 00:12:08
    It's not exactly clear. What's true is
  • 00:12:11
    you wouldn't expect it to be a lot more,
  • 00:12:13
    and in fact the mathematics of it
  • 00:12:16
    suggests you would you would expect less
  • 00:12:18
    on average from using that sealed bid
  • 00:12:20
    auction than from using the Vickrey
  • 00:12:22
    auction - but you wouldn't have kept it
  • 00:12:25
    secret. And so you shouldn't think of it
  • 00:12:27
    as being, yes I have gotten all that
  • 00:12:28
    money had I run a seal bid auction; no
  • 00:12:31
    not at all. In fact you might have even
  • 00:12:33
    gotten less. - (Brady: What's your advice to)
  • 00:12:35
    (someone who wants to succeed on eBay?)
  • 00:12:38
    Most things that sell on eBay there's
  • 00:12:39
    more than one copy of it. So that is to
  • 00:12:41
    say you- there are multiple copies of it
  • 00:12:44
    and so the hard problem on eBay
  • 00:12:46
    is not so much what to bid on the item
  • 00:12:49
    but which auction to bid in. So my first
  • 00:12:52
    advice is, if you want something and
  • 00:12:54
    you're not in a hurry if you're in a
  • 00:12:55
    hurry well buy it now. If you want
  • 00:12:58
    something and you're not in a hurry
  • 00:12:59
    watch what the outcomes are, because eBay
  • 00:13:02
    doesn't really make this all that easy
  • 00:13:04
    to know what what things sell for. Track
  • 00:13:06
    how much it sells for in different
  • 00:13:08
    auctions and that gives you a, well if
  • 00:13:10
    I'm willing to wait six weeks here's
  • 00:13:12
    what I expect to pay. If I'm willing to
  • 00:13:14
    wait three months I will expect to pay
  • 00:13:16
    less, I'll see an auction that shows up
  • 00:13:17
    with a lower price. And so that gives you
  • 00:13:20
    information that arms you about what to
  • 00:13:22
    bid and then sub- figure out that number, submit it in one
  • 00:13:27
    auction - as soon as it gets beat go
  • 00:13:29
    submit it in another auction. As soon as
  • 00:13:32
    that gets beat, go submit it in a third
  • 00:13:34
    auction. And so on. When you do this you
  • 00:13:36
    should favor auctions that are about to
  • 00:13:38
    expire. Why? Because that way you get the
  • 00:13:40
    information earlier about whether you're
  • 00:13:42
    going to get beat; so you're kind of
  • 00:13:43
    running what we call a search algorithm.
  • 00:13:45
    I'm trying to find which auction is going to
  • 00:13:47
    get the item to sell at that low price.
  • 00:13:50
    This obviously only applies for items
  • 00:13:52
    that are- where there's more than one
  • 00:13:54
    item but that is the bulk of the things
  • 00:13:56
    that sell on eBay.
  • 00:13:58
    That building behind me? That's the
  • 00:14:00
    Mathematical Sciences Research Institute,
  • 00:14:03
    and that's where today's video was made.
  • 00:14:04
    If you'd like to find out more about
  • 00:14:06
    them, the mathematics that's done here,
  • 00:14:08
    and also the math outreach they support;
  • 00:14:10
    you can find out more via some links I've
  • 00:14:12
    put in the description under the video.
Etiquetas
  • auction
  • price discovery
  • oral ascending auction
  • sealed bid
  • Dutch auction
  • Vickrey auction
  • bidding strategies
  • eBay
  • money making
  • market research