Mathematical Finance: What Are Financial Derivatives & Valuation? - Lecture 2 – A. Sokol - CompatibL — Transcript
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- 0:00all right so so let's get started so the
- 0:02second lecture tool uh of the course
- 0:04introduction to mathematical finance by
- 0:06compatible my name is alexander sokol
- 0:08i'm the head of quant research
- 0:10comparable and the company founder
- 0:12welcome so today's lecture is on
- 0:14derivatives and validation
- 0:16uh first of all we'll introduce
- 0:18derivatives and over the country
- 0:19instruments and these are not opposite
- 0:21to each other these categories overlap
- 0:24and then we'll learn more about equity
- 0:26derivatives and about interest rate
- 0:28derivatives
- 0:30first of all what is the derivative
- 0:32a derivative is a financial instrument
- 0:34whose payments are based on or derived
- 0:36from other financial instruments
- 0:38some derivatives say securities
- 0:42namely you know they are trading uh on
- 0:44exchange or for example futures or
- 0:46deliveries like that but most are
- 0:48over-the-counter instruments and we'll
- 0:50talk about what this means
- 0:52a financial instrumental asset uh on
- 0:55which payments of a derivative depend is
- 0:57cool is underlying right so the
- 0:59underlying maybe security or bilateral
- 1:01instrument
- 1:02and bilateral instrument is the contract
- 1:04between two parties right so it's not an
- 1:06asset to buy a cell
- 1:08it's a contract
- 1:09sometimes the underlying is not even a
- 1:11financial instrument it may be a
- 1:13commodity for example oil grain you know
- 1:15price of rice
- 1:17and
- 1:18the diagram below shows a first
- 1:19generation derivative based on cash and
- 1:22an asset such as stock bond or commodity
- 1:27the second generation derivative
- 1:29can be based on this first derivative
- 1:31first generation derivative and cash
- 1:32right so in this diagram we have
- 1:35security and cash
- 1:37and based on them we have first
- 1:38derivative which is based on them
- 1:41and then if you combine first derivative
- 1:43with cache you can then build on top of
- 1:45it second uh you know so second
- 1:48generation derivative uh based on the
- 1:50first generation derivative which is
- 1:52based on something that's not a
- 1:53generator so
- 1:54you know this cycle can be very long
- 1:58and uh some banks and financial market
- 2:00participants got into trouble trading
- 2:03very very long chains of derivatives
- 2:04because the more derivatives you can
- 2:06have in the chain the mode risk but you
- 2:08know first and second generation are
- 2:10totally safe very mainstream uh and uh
- 2:13you know that's what we'll talk about
- 2:15today first or second generation
- 2:16derivatives
- 2:18so generator securities securities are
- 2:20not opposites some derivatives are
- 2:22securities uh and uh you know some and
- 2:26first or even second generation
- 2:27derivatives are traded on exchanges just
- 2:30like stock for example even though you
- 2:32know sometimes one exchange will trade
- 2:34stocks and derivatives sometimes there
- 2:36is a specialized derivatives exchange
- 2:38for example many derivatives trades on a
- 2:40trade on the chicago mercantile exchange
- 2:42which is uh today you know most of the
- 2:44time just called base abbreviation cme
- 2:48and they are considered securities and
- 2:50they're considered securities because
- 2:51they meet the definition of securities
- 2:54that we learned about
- 2:56yesterday you know two days ago in the
- 2:57pre in the first lecture namely they're
- 2:59standardized
- 3:00uh they're fundable right so they're
- 3:02tradable or negotiable and they have a
- 3:04public price record
- 3:06so for example cmea trades u.s treasury
- 3:09futures
- 3:10which is the first generation derivative
- 3:12for which the underlying is a u.s
- 3:14treasury bond
- 3:15and options on u.s treasury futures
- 3:17which is a second generation derivative
- 3:20for which the underlying is u.s treasury
- 3:22futures
- 3:23the diagram below shows how these
- 3:25derivatives are related to each other
- 3:26right so the future and bond is based on
- 3:28bond and cash
- 3:30and then option on future is based on
- 3:32future and bond
- 3:34and cash
- 3:35uh anastasia can you confirm we're
- 3:37recording actually you can see here that
- 3:38where okay good yes
- 3:40so the meeting is being recorded all
- 3:42right
- 3:43so now uh
- 3:46securities derive advantages from their
- 3:48standardization but they're also
- 3:50disadvantages to standardization
- 3:52financial market participants require
- 3:54financial instruments suited to their
- 3:56specific objectives and economic
- 3:58situation
- 3:59and the closer financial instrument
- 4:01matches the specific objectives of a
- 4:03single market participant the more
- 4:05difficult it is for the exchange to
- 4:07match buyers and sellers
- 4:09right so some financial instruments are
- 4:10bespoke they're customized so strongly
- 4:12to the needs of one market participant
- 4:14that they're not of interest to other
- 4:16market participants right in others of
- 4:19interest to
- 4:21multiple market participants
- 4:23but not standard enough to trade loan
- 4:25exchanges
- 4:26for example uh if sometimes uh it's a
- 4:29kind of a classic generator example uh
- 4:32let's say your corporation
- 4:34and you're planning to to build a
- 4:36factory in the foreign country
- 4:38and to build this factory you need to
- 4:40borrow money let's say you plan to start
- 4:42a year from now and you will be building
- 4:44for the next two years and which stage
- 4:47of construction you will need to borrow
- 4:49additional amounts of money but you
- 4:52would like to have the option of not
- 4:54doing the borrowing because you have not
- 4:56decided yet if you definitely build the
- 4:58factory or not so that creates a
- 5:00derivative that's very highly customized
- 5:02right it has to have a specific option
- 5:04and maybe
- 5:05uh this option of build or not to build
- 5:07is linked to let's say price of the
- 5:08stock uh or some other foreign exchange
- 5:10rate uh and you need specific dates on
- 5:13machine the money so that's a highly
- 5:15customized bespoke financial instrument
- 5:18in bespoke uh you know basically when
- 5:20you say bespoke suit it means a suit
- 5:22that the tailor creates for you
- 5:25from clothes
- 5:27right and uh you know just like
- 5:28financial instruments bespoke financial
- 5:30instruments are created for a single
- 5:31market participant
- 5:33uh by the dealer or a bank
- 5:36now over the counter financial
- 5:37instruments uh you know when when
- 5:40financial instruments attract investor
- 5:42interest but do not meet the
- 5:44requirements to become securities or
- 5:46mean some of the requirements but not
- 5:48others there are three right so there is
- 5:49uh
- 5:50you have to be fundable it has to be
- 5:52negotiable and it has to be a price
- 5:54record it has to be liquid
- 5:56so when an instrument meets
- 5:58none or some but not all of these
- 6:00requirements they may be traded over the
- 6:03counter
- 6:04right so over the counter meaning you
- 6:06come to a shop you know you talk to a
- 6:09salesperson and over the shop counter
- 6:11you get a financial instrument right as
- 6:13opposed to an exchange
- 6:15so an over the counter financial
- 6:17instrument is a bilateral contract
- 6:19between two parties to exchange
- 6:21contractually agreed payments with each
- 6:22other
- 6:23right so the parties to an otc
- 6:25instrument are called counterparties and
- 6:27the payments are called cash flows even
- 6:30if some of them are involved exchange of
- 6:32something other than cash like for
- 6:34example
- 6:35shares of stock or commodity
- 6:38sometimes they're called
- 6:40asset laws uh and sometimes they're
- 6:42called um
- 6:43you know just cash flows is more common
- 6:47an otc instrument has a term sheet which
- 6:50is a summary description of contractual
- 6:52obligations of the parties
- 6:54and term sheet can be used to determine
- 6:56the price of an otc instrument and the
- 6:59process of doing so is called valiation
- 7:02so derivatives valuation or generally
- 7:05being a valuations analyst is one of the
- 7:07drops in financial markets and that's
- 7:09one of the career choices for people who
- 7:11study mathematical finance
- 7:13and uh you know there are lots of jobs
- 7:15like that compatible that's one of the
- 7:17things that the company does
- 7:18but also uh there are jobs like that for
- 7:21banks they're also banks
- 7:23jobs like that the corporations that
- 7:24trade with banks
- 7:25uh and uh generally it's one of the um
- 7:29key uh professions uh that that uh you
- 7:31know for guidance of mathematical
- 7:33finance
- 7:34all right uh let me just uh take uh one
- 7:36brief moment uh i wanna stop uh share
- 7:38for a second uh i want to see if i can
- 7:40stop the
- 7:41uh
- 7:43the sound when people join
- 7:45uh the meeting because people are still
- 7:47joining one second shift can easily
- 7:49if anybody knows how to uh how to
- 7:52disable the notification let me know
- 7:56play sound when someone drains or leaves
- 7:58i think that's it all right
- 8:01okay so we're back and can share the
- 8:03screen
- 8:05all right so let's continue
- 8:07all right uh
- 8:08by the way just like in the last lecture
- 8:11if you have any questions uh please type
- 8:13it into the chat
- 8:14my colleagues will see the chat and
- 8:16alert me
- 8:18either answer it directly or will alert
- 8:20me and then at the appropriate time
- 8:22during the presentation i will answer
- 8:24these questions
- 8:26all right so uh now for over the counter
- 8:29uh sorry for uh
- 8:32you know securities and otc instruments
- 8:33right securities and over the country
- 8:35instruments are opposite right so
- 8:36derivatives are not opposite of
- 8:38securities some derivatives and
- 8:40securities and some are not
- 8:41but securities of no other country
- 8:43instruments are opposites right and over
- 8:46the country instruments
- 8:47are not or not completely standardized
- 8:50right so some are uniquely totally
- 8:52unique bespoke others are partially
- 8:54standardized for example forward rate
- 8:56agreements and vanilla swaps and we'll
- 8:58talk about vanilla swaps later today
- 9:00have standard contractual terms but
- 9:02different start dates and fixed rate
- 9:04right and the meaning of vanilla is
- 9:06plain in this case right so vanilla of
- 9:08course is a ice cream flavor
- 9:10but in this case uh you know then you're
- 9:12in english you say plain vanilla which
- 9:14means plain or simple so meaning of
- 9:16vanilla here means plain quite simple
- 9:19other country instruments may uh you
- 9:21know are not tradable right and meaning
- 9:24non-negotiable
- 9:25namely for counterparty to otc is to
- 9:28over the country what you see
- 9:29instruments to sell the role in a
- 9:31contract to someone else the other party
- 9:34has to agree and may ask for payment in
- 9:36exchange
- 9:37and the process of this sale is called
- 9:38the innovation right it's not like a
- 9:40stock i buy the stock of amazon i don't
- 9:43need permission of amazon to buy it
- 9:46then i may sell the stock to someone
- 9:47else i don't need uh permission of um
- 9:51uh
- 9:52for amazon to sell it
- 9:54right so in our
- 9:56you know stock is functional right so
- 9:58otc instruments are contracts between
- 10:00two parties and these are two specific
- 10:02parties
- 10:03unless specifically provided in the
- 10:05contract
- 10:06you cannot just say well i'm going to
- 10:08give my obligations to someone right so
- 10:09sometimes actually the contract says
- 10:11that you can
- 10:12but in most cases it doesn't
- 10:14uh in the process of doing so is called
- 10:16innovation but you need to agree uh with
- 10:18the other party to do that
- 10:20if the contract doesn't allow it up
- 10:21front
- 10:23and finally the meaning of being liquid
- 10:25is different for securities and for over
- 10:27the country instruments because of the
- 10:28different nation so for securities being
- 10:30liquid means being easy to buy and sell
- 10:33right so a lot of buyers a lot of
- 10:34sellers
- 10:35if you want to sell a security liquid
- 10:38security means that uh on any given day
- 10:42a lot of buyers and sellers and you can
- 10:44sell your shares for other over the
- 10:47country instruments it's a contract
- 10:48between two parties which exchange cash
- 10:50flows
- 10:51so there's no asset here to buy or sell
- 10:54being liquid in this case means that
- 10:56it's easy to find a counterparty that
- 10:58would agree to enter into this contract
- 10:59with you
- 11:01or agree to terminate the contract that
- 11:02you request for a payment representing
- 11:04the current value of your contractual
- 11:06obligation right so you know it's uh you
- 11:08know a swap is also quite liquid
- 11:11but
- 11:12the liquidity of swap means that it's
- 11:14easier to find someone who would agree
- 11:16to entry and to swap with you
- 11:18and it's also easy to uh either
- 11:20terminate the swap or to find someone
- 11:22who would enter with you into an
- 11:24offsetting swap right so now so if
- 11:26you're receiving floating payments and
- 11:28again so we'll talk about this mean in
- 11:30the future but uh their payments based
- 11:32on uh
- 11:34interest rate that changes um uh from
- 11:36time to time
- 11:37so fixed payment that's interest rate
- 11:40that doesn't so one way that you can
- 11:43sell quote unquote right or exit
- 11:45financial instrument which is over the
- 11:47country is to find someone else who will
- 11:49enter with you into an offsetting
- 11:52instrument that reverses your cash so
- 11:54any money you receive from one party you
- 11:56pay to the other party
- 11:57so you no longer have
- 11:59uh
- 12:00exposure to changes of for example
- 12:02interest rates right so liquidity has
- 12:04different meaning for over the country
- 12:06instruments
- 12:07compared to um
- 12:09securities they can still be liquid or
- 12:11illiquid but the definition is different
- 12:15now we're going to look at
- 12:17two specific types of uh derivatives
- 12:20today or specific what's called asset
- 12:22classes all right so the first asset
- 12:24class is equity derivatives
- 12:26in the second asset class is interest
- 12:28rate derivatives
- 12:29we will look at equity derivatives first
- 12:34and again so this concludes the first
- 12:37section so i wanted to remind if there
- 12:38is anything in the chat uh please let me
- 12:40know i can see there are two messages in
- 12:42chat but i don't see anything
- 12:44that's not questions right they are not
- 12:46questions right okay perfect
- 12:48all right so uh
- 12:50now in this you know now now we're going
- 12:52to
- 12:53learn about equity generators right and
- 12:55then after that uh we learn about uh
- 12:57interest rate derivatives
- 12:59okay so the simplest equity derivative
- 13:02is single name equity forward single
- 13:04limited forward is an over the country
- 13:06derivative which stock shares is the
- 13:09underlying
- 13:10there's a very similar
- 13:12security which is a different slightly
- 13:14different type of derivative which is
- 13:16called equity futures
- 13:17uh so it's uh beyond the scope of this
- 13:20lecture to uh to discuss um uh you know
- 13:24the difference between them they're very
- 13:26similar
- 13:26uh one is uh traded over the country
- 13:29that's the one we will study
- 13:31the other one is traded on an exchange
- 13:33and there are very tiny difference
- 13:35between them but particularly linked to
- 13:38related to standardization
- 13:40and the way that you uh prove to the
- 13:43other party that you are creditworthy
- 13:45right so so in our you know one one of
- 13:48the ways is to post some money
- 13:51called the margin to
- 13:53prove to them that you have enough money
- 13:54enough money to
- 13:57meet your financial obligations
- 13:59and uh you know the way that this works
- 14:01is different but
- 14:03more or less they're very similar we
- 14:04will study here equity forward
- 14:06so single name equity forward is an
- 14:08emergency derivative which talkshares
- 14:10are then blank
- 14:11all right so uh let me uh answer the
- 14:14question right so uh is your main idea
- 14:17that many derivatives mostly illiquid
- 14:19well you know i don't know how to define
- 14:21many uh i think
- 14:23probably i would say the opposite is
- 14:25true
- 14:26namely most of derivatives are liquid
- 14:29simply because uh liquid derivatives are
- 14:32those that are more popular trade it
- 14:34more frequently
- 14:35and therefore there are more of them
- 14:37right so in some so i think in some way
- 14:39uh i would think the opposite is true
- 14:41right so most of the generators are
- 14:42liquid but there are a lot of
- 14:44derivatives that are illiquid
- 14:47bespoke derivatives are liquid in a
- 14:49sense that they have very particular
- 14:51structure and interest only one market
- 14:53participant so you cannot by definition
- 14:56find others uh who are interested in
- 14:58them because they're tailored to the
- 15:00needs of one right so the bespoke are
- 15:02illiquid
- 15:03but most of them are liquid right swaps
- 15:05are liquid so some of the largest uh you
- 15:07know volume uh
- 15:09in interest rate derivatives are swaps
- 15:11they're liquid
- 15:12so they are very liquid uh some of the
- 15:15largest uh or the largest volume in
- 15:18equity derivatives are forwards and
- 15:22you know simple uh
- 15:24options like uh calls and plots they're
- 15:26also very liquid so actually no it's
- 15:29opposite right so there are more liquid
- 15:30derivatives than in liquid but both
- 15:32exist
- 15:34all right so single name equity forward
- 15:36is an odc derivative uh over the country
- 15:38derivative which stock shares is the
- 15:40underlying
- 15:41and single name means that underlying is
- 15:43shares of a single stock not a group of
- 15:46stocks such as basket or index so there
- 15:48are other types of forwards for example
- 15:52forward una aggregate or average price
- 15:54of the group of stocks
- 15:57which form a stock index uh are index
- 16:00forwards
- 16:01they're also basket forwards when it's
- 16:03not an index that a company like dow
- 16:06jones or someone else
- 16:07or standard and poor's right you know
- 16:09put together is the best case that you
- 16:11define as market participant
- 16:13but we will talk about single name
- 16:15equity forward but we'll emit a single
- 16:17name you know and uh
- 16:19that's the forward and language to stop
- 16:21okay another question
- 16:23how are derivatives prices evaluated on
- 16:25stock exchange you know stock exchange
- 16:27derivative prices are evaluated a very
- 16:29good question
- 16:31exactly the same way as prices of stocks
- 16:33themselves right so on a stock exchange
- 16:36derivatives prices are evaluated by
- 16:39market makers
- 16:41who
- 16:42establish market clearing price for a
- 16:44derivative if it's traded on a stock
- 16:46exchange like for example call option
- 16:49or forward so they establish market
- 16:51clearing price
- 16:53such that at any given point on time
- 16:55there is the same number of buyers and
- 16:57sellers for that price right if the
- 16:59price is very high
- 17:00nobody would would buy everybody would
- 17:02sell if the price is very low nobody
- 17:04will sell
- 17:06everybody would buy
- 17:07so there is somewhere in between the
- 17:08price at least will be approximately the
- 17:11same number of buyers and sellers and if
- 17:13it gets a little bit out of balance the
- 17:15market makers move the price so it gets
- 17:17back in balance in the market maker only
- 17:20temporarily accumulates a little bit of
- 17:22what's called position or on ownership
- 17:24of this security
- 17:26uh their objective is to set the price
- 17:28such that they unloaded
- 17:29and at the end of the day there is
- 17:31something called the closing auction to
- 17:32make sure that uh all of the positions
- 17:34are closed out
- 17:35and the market maker is left with no uh
- 17:38you know position whatsoever
- 17:40until the next trading session
- 17:42however
- 17:43even if uh the derivative was traded on
- 17:46exchange you still need derivatives
- 17:47valuation because stock
- 17:50is really a fundamental price right so
- 17:53stock is something that
- 17:55um
- 17:56essentially you know fundamental
- 17:57analysis which is the only way to in the
- 18:00prices talk independently of financial
- 18:02markets
- 18:03gives you an answer that can be
- 18:06you know significantly different
- 18:08and for some of the most exciting stocks
- 18:11like things like tesla or amazon and so
- 18:13forth they're like multiple times
- 18:15different from what fundamental analysis
- 18:16tells you because investors build
- 18:18castles in the air
- 18:21for derivatives
- 18:22there's a little bit less of that
- 18:24because
- 18:25derivative price
- 18:27has some very definite connection
- 18:29to the stock price
- 18:31there is also an unknown and derivative
- 18:33price and we'll talk about it later
- 18:35which is separate from the stock prices
- 18:37the volatility right so derivative price
- 18:38is determined by
- 18:40stock price volatility or variation of
- 18:43stock price from day to day
- 18:45and also what investors think about risk
- 18:48so there is a big element of uh
- 18:52price discovery there as well in other
- 18:54words uh what fundamental analysis is to
- 18:57stock
- 18:58derivative relation is two options right
- 19:00so in other words you can
- 19:03look at historical volatility you can
- 19:05look at
- 19:06stock price you can look at
- 19:08other things and say that's what the
- 19:10price option price should be
- 19:13but
- 19:14in reality it will be different from
- 19:16that right so and uh
- 19:19the way to
- 19:21you know the price of derivatives is
- 19:23set for on exchange is price discovery
- 19:27the greatest value of derivative
- 19:28evaluation
- 19:30is to price bespoke derivatives because
- 19:32bespoke derivatives or illiquid
- 19:33derivatives
- 19:35they
- 19:36are not traded on exchange so you cannot
- 19:38do price discovery in exchange
- 19:40and when you cannot do price discovery
- 19:42in exchange what derivative relation
- 19:43does is that it observes prices of
- 19:46options which are liquid
- 19:48which are related or similar in some way
- 19:50for example there may be options on the
- 19:51same stock
- 19:53and then build a model so model is
- 19:56basically a mathematical
- 19:58you know algorithm for coming up with
- 19:59the price
- 20:00which takes is input prices which i
- 20:03discovered by trading on exchange and
- 20:06produces price of a bespoke or a liquid
- 20:08instrument
- 20:09so on the exchange
- 20:11just price discovery by matching buyers
- 20:13and sellers
- 20:14but for something that's not traded on
- 20:16exchange we just you know basically
- 20:18either liquid or does not meet the other
- 20:20requirements that's where derivative
- 20:22relation becomes the primary method
- 20:24of foliation
- 20:26and when it uses
- 20:28derivatives prices
- 20:30discovered by matching buyers and
- 20:32sellers on exchange as input it becomes
- 20:34a lot more accurate compared to models
- 20:36that don't right so uh so there's a you
- 20:39know a lot of value in other words
- 20:40people who trade simple derivatives in
- 20:42the market
- 20:44they do it because
- 20:46you know they need to trade this
- 20:47instruments for their own purposes but
- 20:49they also provide a public service
- 20:52by helping to price other instruments
- 20:55because we can use the price discovery
- 20:56that they occur during trading to price
- 20:59other instruments so it's like a public
- 21:01service basically done by market
- 21:02participants to help
- 21:04people who don't stroke trade on
- 21:06exchange but still want to participate
- 21:07in markets
- 21:09any other questions before i continue
- 21:13not yet
- 21:14okay good
- 21:15all right so now uh so uh back to equity
- 21:18forward right so single name means uh
- 21:20underlying is a single stock and equity
- 21:22forward uh is an obligation to buy a
- 21:24specific number of stock shares on this
- 21:26maturity date of the forward right so
- 21:28stock does not have maturity date it you
- 21:30know
- 21:31we hope if you buy a stock that will
- 21:33last forever it is long enough but
- 21:34forward does right so forward has a
- 21:36maturity date
- 21:38so equity forward is an obligation to
- 21:40buy a specified number of stock shares
- 21:42in a maturity
- 21:43a predetermined price
- 21:45for one counterparty and the obligation
- 21:47to sell it
- 21:48on the same terms for the other
- 21:49counterparty right so now it's two
- 21:51parties two market participants one
- 21:53agrees to buy
- 21:55no matter what right so it's not an
- 21:56option it's basically it's an obligation
- 21:58right so one
- 22:00has an obligation to buy the other has
- 22:01an obligation to sell
- 22:03at the predetermined price that this
- 22:05party is agreed to in advance and that's
- 22:06called the forward price
- 22:09right and the can the party that has the
- 22:11obligation to buy is said to have the
- 22:12long position
- 22:14in the underlying and the contemporary
- 22:15that has the obligation to sell is the
- 22:17short position right so long position is
- 22:20um uh something like um
- 22:23a long position is essentially something
- 22:25like owning an asset right but in this
- 22:27case it's an obligation to buy it later
- 22:29as opposed to
- 22:30outright ownership
- 22:31in short position is obligation to sell
- 22:33but you can think of it as obligation to
- 22:35buy a negative amount right so it's a
- 22:37kind of mathematical
- 22:38way to think about selling is buying a
- 22:40negative amount right
- 22:42okay so uh now for the equity forward
- 22:46there may be physical settlement or cash
- 22:48settlement so physical settlement means
- 22:50that it's really you know one party
- 22:52agrees to acquire the asset and the
- 22:54other one to agrees to
- 22:57sell this asset and that can be stroke
- 22:59or commodity and so forth at the forward
- 23:01price
- 23:02and physical settlement
- 23:04for stocks is a little bit of a nuisance
- 23:07because basically as the time approaches
- 23:09or in advance you need to buy the stock
- 23:12if you have an obligation to
- 23:13sell
- 23:14you know you have to buy it in advance
- 23:16and then um you know you sell it to
- 23:18someone
- 23:19or if you have an obligation to buy then
- 23:21you will receive it from the other party
- 23:22and then if that's not the stock that
- 23:24you want to invest in you have to sell
- 23:26it right so a lot of uh futures and
- 23:29forward contracts
- 23:30and we're talking about forwards here
- 23:32a lot of these contracts are um
- 23:37a lot of these contracts are
- 23:39purely for financial
- 23:41means right so now it's a lot of this
- 23:43contracts is
- 23:44you know the objective is to get the
- 23:46financial or you know cash equivalent
- 23:49of doing this transaction you don't
- 23:50necessarily want to buy the stock if you
- 23:52get the stock as part of the transaction
- 23:54you will sell it right
- 23:55in this case it's easier to do cash
- 23:57settlement meaning the parties do not
- 23:59exchange any actual shares of stock and
- 24:00one party will simply pay the other
- 24:02what the cost of physical settlement
- 24:04would have been
- 24:06cash settlement is even more valuable
- 24:08for underlying which are not stocks for
- 24:12example and the like maybe grain
- 24:14right
- 24:15so
- 24:16you would have you can have a future
- 24:19on the price of price
- 24:21and in case of physical settlement you
- 24:23actually have to get
- 24:25a real car full of rice
- 24:28to someone to the other party
- 24:31you may not have a real card of rice
- 24:33right desire party may not need it right
- 24:35all they want is to protect themselves
- 24:37against price fluctuations in rice
- 24:39that's like remember the example from
- 24:41the first lecture about the samurai
- 24:43right
- 24:44so uh in fact uh you know with this uh
- 24:46futures contracts um you know the point
- 24:49of this contracts back in 16 or so in
- 24:5117th century
- 24:53uh was to protect against price
- 24:55fluctuations you don't actually need the
- 24:57you you don't have the rice from
- 24:59the next two harvests in the future
- 25:01right so you have a future
- 25:03with maturity of two years
- 25:05you will need to
- 25:06in this there's a physical settlement
- 25:08you will need to either store the rice
- 25:10you need to find the rice you don't want
- 25:12to do it it's even worse when it's
- 25:14cattle right there is a futures one pork
- 25:17bellies right pork bellies are pigs
- 25:19right this cattle
- 25:21so when you're buying and selling cattle
- 25:23you have to feed the cattle you have to
- 25:25support the cattle
- 25:27uh not an easy drop right so cash
- 25:29element simply that the parties exchange
- 25:31the cash that's equivalent to
- 25:33what they would have
- 25:34you know money would they would have
- 25:36received by selling the underlying it's
- 25:37a lot more convenient
- 25:39right
- 25:40well you know the purpose of uh
- 25:42having both is because uh
- 25:44you know some sometimes uh people
- 25:46actually do want the underlying
- 25:48right but uh you know a lot more it's a
- 25:50lot more convenient usually to have cash
- 25:52flow
- 25:53all right so uh now the uh in another
- 25:57example just in passing right so
- 25:59sometimes for stocks cash settlement is
- 26:01useful because um in some countries
- 26:05for example like china
- 26:06uh there are restrictions on foreign
- 26:08ownership of nationally significant
- 26:11companies for example defense
- 26:13so if you want to participate in the
- 26:15financial success of the company
- 26:17but government is not just china you
- 26:19know there are many
- 26:20germanium
- 26:22countries where there are similar
- 26:23restrictions
- 26:24so if you want to participate in the
- 26:26financial success of a company
- 26:29but
- 26:30government regulations prevent you from
- 26:32actually owning the shares
- 26:34then uh cash settlement is one way that
- 26:37you can participate in a financial
- 26:38success
- 26:39uh and bet essentially on what the price
- 26:42uh will go but without
- 26:44having to own the shares and then you
- 26:46you can do it even if you're not
- 26:47permitted to actually buy the shares
- 26:49so we'll assume cash flow right here all
- 26:52right now uh
- 26:54we came to a very critical point and
- 26:57i'll spend a lot of time on the next two
- 26:58slides because uh the slides uh describe
- 27:02a very important notion that's the
- 27:04underpinning of derivatives valuation
- 27:07theory
- 27:08and that notion is efficient markets
- 27:11theory of efficient market hypothesis
- 27:13and no arbitrage conditions on the
- 27:16financial market
- 27:17so efficient markets theory sometimes
- 27:19it's all hypothesis but it's really not
- 27:21a hypothesis anymore you know it's
- 27:22really a theory right
- 27:24it's proven right that it stays in
- 27:26financial markets there are no
- 27:28opportunities for guaranteed risk create
- 27:30profit
- 27:32okay so all of us have seen
- 27:34advertisements saying here you know
- 27:37strategy trade forex right we will teach
- 27:39you how to trade forex without risk and
- 27:41make a lot of money usually with a
- 27:42picture of someone on the yacht
- 27:44okay people who follow this
- 27:46advertisement usually end up not on a
- 27:48yacht but maybe on a yacht as a waiter
- 27:51right so as a seller
- 27:53because there is no such thing as
- 27:54risk-free profit in financial markets
- 27:56right so this profit is called an
- 27:58arbitrage opportunity
- 28:00in its substance there's no arbitrage
- 28:03and the reason it doesn't exist is
- 28:05because if
- 28:06riskless arbitrage opportunities existed
- 28:09then people would find them and people
- 28:11who find them called the arbitrage
- 28:13and bankrupt those who offer this
- 28:15opportunity
- 28:17for example
- 28:18suppose that
- 28:19you decided to sell stock at one dollar
- 28:22less than the price on exchange right
- 28:25arbitrage would see that you're selling
- 28:28stock cheaper than the price on exchange
- 28:30and will simultaneously buy a share from
- 28:32you and sell one on exchange they will
- 28:34earn a dollar you will lose a dollar
- 28:36right so then they do it again and again
- 28:39and again
- 28:40until
- 28:41the seller runs out of stock runs out of
- 28:44money to buy stock right because every
- 28:46time this happens
- 28:55all the markets
- 28:56creating the opportunity for his close
- 28:58profit
- 28:59would simply you know a lot a lot of
- 29:00people
- 29:01will jump on the opportunity
- 29:03and bankrupt
- 29:05the person who is selling
- 29:07right uh uh you can still hear me
- 29:10i think
- 29:18okay so all right
- 29:20now uh this drawing uh below shows that
- 29:24there is a couple who walked past a pile
- 29:26of money on the ground
- 29:28right
- 29:29because they believe in the efficient
- 29:31market hypothesis they knew that if
- 29:32there is a pile of money in the ground
- 29:34this riskless profit opportunity
- 29:37and they were absolutely correct not to
- 29:40pick it up because they knew it's an
- 29:41illusion
- 29:42of course on the real street it's not an
- 29:43illusion
- 29:45but in financial markets when you see a
- 29:47pile of money and it seems that there is
- 29:49no risk and you can just take it
- 29:51it's an illusion you're missing
- 29:52something right so there is a risk you
- 29:54don't realize
- 29:55uh maybe there's a transaction cost you
- 29:57don't realize
- 29:59if you see in financial markets the
- 30:00opportunity to make money without risk
- 30:04is an illusion right on a street is not
- 30:06but
- 30:07these people in financial markets they
- 30:09were correct right and this other person
- 30:11who is picking it up is up for a
- 30:13surprise right so maybe there is some
- 30:15risk
- 30:17maybe you know there is a
- 30:19you know some transaction cost uh
- 30:22something is really
- 30:24you know wrong here and uh this
- 30:26opportunity cannot exist in financial
- 30:28markets
- 30:29okay but there's a chicken neck problem
- 30:31here right because if there is no
- 30:33arbitrage there can be no arbitrators
- 30:36right and if there are no arbitragers
- 30:38who would then ensure that there is no
- 30:40arbitrage
- 30:41well the reason uh you know this uh
- 30:44you know
- 30:45this really seemingly you know a
- 30:47contradiction is because in fact tiny
- 30:49very tiny arbitrage opportunities exist
- 30:52with profits just barely sufficient for
- 30:54a betrayal to make money
- 30:56and i betray yourself
- 31:06the
- 31:07trading strategy and the people tell you
- 31:09that uh it's risk-free and you make a
- 31:11lot
- 31:14not true right there is a risk there
- 31:16maybe you make money for some time right
- 31:17but there is a risk there that
- 31:19is not recognized
- 31:21if you're a bank or corporate you still
- 31:23don't have the technology
- 31:26to banks and corporates still don't have
- 31:27the technology
- 31:28to take advantage of arbitrage i bet
- 31:31reverse are very highly specialized
- 31:32terms some of them are called high
- 31:34frequency traders and they make trades
- 31:37with execution time in microseconds not
- 31:40not even milliseconds but microseconds
- 31:42these are the people
- 31:43you know i was once talking to the
- 31:45arbiter treasurer
- 31:47uh and he was complaining about how slow
- 31:49the speed of light is
- 31:50because he was arbitraging trades
- 31:52between chicago and new york and it
- 31:54takes a few microseconds right those who
- 31:56are physicists you know that takes a few
- 31:57microseconds for light to get through
- 31:59the fiber optic cable between new york
- 32:02uh and chicago
- 32:04and that's long enough that people who
- 32:06have better cable that has the faster
- 32:08speed of light it depends on the density
- 32:10right so if you go from microwave tower
- 32:12through the air
- 32:13your light gets there like your signal
- 32:15gets there like a microscope consumer
- 32:17and you can make the trade first so
- 32:18these are the people with technology who
- 32:20can make arbitrage in stock trading
- 32:23other types of trading uh arbitrage
- 32:25don't need technology like that but they
- 32:26need other technology there is something
- 32:28called statistical arbitration so
- 32:30normal market participants
- 32:33they can assume that there is no
- 32:34arbitrage opportunities because there
- 32:35are so tiny and they get eliminated by
- 32:37specialized firms i betrayed so quickly
- 32:41that when we are pricing generators we
- 32:43can assume that there is no arbitrage
- 32:45right
- 32:45and arbitrary source actually they
- 32:47perform amazing public service
- 32:49and they're very brave
- 32:51because uh for example um the
- 32:54uh you know one very well known uh in
- 32:56financial markets very well known uh you
- 32:58know disaster
- 33:00happened to
- 33:01an asset manager hedge fund called ltc
- 33:03long-term capital management which
- 33:05employed some extremely smart and
- 33:07qualified people
- 33:09several of them nobel prize winners and
- 33:11one of these nobel prize winners
- 33:13in trying to explain to investors why
- 33:15this firm makes money and takes no risk
- 33:18would take a nickel five cent coin
- 33:20out of the pocket and say we can pick up
- 33:23nickels five cent coins from the floor
- 33:26where nobody can see them and that's how
- 33:27we make money
- 33:28well the thing is that
- 33:30when you're picking up nickels from the
- 33:32floor you should make sure that there is
- 33:33no steamroller just behind you because
- 33:35if you're focusing on picking them up
- 33:37you can get run over by a stimulator and
- 33:39that's your risk right so this guy here
- 33:41you know doesn't see the steam level so
- 33:43that's exactly what happens to ltcm so
- 33:45they were picking up nickels
- 33:47and one day the steam roller just got
- 33:49behind them
- 33:51and what they thought was a completely
- 33:52riskless trait
- 33:54of spread difference in interest between
- 33:56two different types of bones
- 33:58instead of disappearing as they
- 33:59anticipated
- 34:01with the
- 34:02you know adoption of the euro it
- 34:03actually temporarily widened
- 34:05in the fund when bankrupt and lost money
- 34:07for the investors so arbitrage
- 34:10sometimes it's not actually truly
- 34:12riskless what they do right there's
- 34:14still some risk maybe a low risk but a
- 34:16very high loss and they perform this
- 34:18amazing public service such that we can
- 34:21have the rest of the market participants
- 34:23have a reliable way to price derivatives
- 34:26and that's a you know basically a
- 34:27benefit to everybody so so they are
- 34:29heroes who you know help us
- 34:32help financial markets to function
- 34:33efficiently okay there is a question and
- 34:36by the way these two slides were
- 34:37absolutely critical point on which a lot
- 34:39of other
- 34:40um uh you know
- 34:41we should wish basically all of the
- 34:43pricing models derivatives variation
- 34:44models are based so if there are any
- 34:46questions you have about these two
- 34:47slides
- 34:48please ask them and i'll answer
- 34:50all right in the meantime there's
- 34:51already a question there are three forms
- 34:52of different market hypothesis weak
- 34:54semi-strong and strong according to
- 34:56experience which one is correct okay
- 34:58that's actually a brilliant question
- 35:00it's not the introductory math finance
- 35:02question uh i will be very happy to
- 35:04answer so please um send a message to um
- 35:07uh you know
- 35:09with your contacts to the chat or
- 35:10private to anastasia uh i will answer
- 35:13after the lecture unfortunately uh
- 35:15that's the
- 35:16question which i cannot answer quickly
- 35:19it's also a very high level question
- 35:21uh and uh this will distract us from the
- 35:23slides that we need to go through and i
- 35:25don't think we have time so so brilliant
- 35:27question but uh but it's not really an
- 35:29introductory math finance question and
- 35:31more like advanced
- 35:33uh any questions about specifically
- 35:35arbitrage when the pastor slice
- 35:39okay so let's continue right all right
- 35:42so uh now how do we use uh no arbitrage
- 35:46or
- 35:48efficient market hypothesis and
- 35:49derivative variation well one way to use
- 35:51it is called static replication so
- 35:53static application is evaluation
- 35:55technique which involves contracts
- 35:57constructing a static replicating
- 35:58portfolio from a long
- 36:00positive right or short negative
- 36:02position so you're long being uh you
- 36:04know buying positive amount right short
- 36:06meaning buying negative amount
- 36:08positions in the instrument underlying
- 36:10in cash
- 36:11the static replicating portfolio is
- 36:13designed to make exactly the same
- 36:15payments as the derivative instrument
- 36:18it replicates in all future states of
- 36:20the world
- 36:21and static replication is not always
- 36:23possible but when it is possible right
- 36:25it's not possible when uh
- 36:27it's what's called an option right so
- 36:29when the
- 36:30one of the parties has a choice to do
- 36:32something or not to do something but
- 36:34it's often possible when there is no
- 36:36choice when the two parties like for the
- 36:37forward so one party agrees to buy the
- 36:40other party agrees to sell there's no
- 36:41choice right so that's one of the cases
- 36:43when static replication is possible
- 36:45so it's possible
- 36:47norbit rush condition right to efficient
- 36:49market hypothesis means that the price
- 36:51of a derivative instrument
- 36:53is the same is the price of investing in
- 36:55the replicating portfolio right because
- 36:58if the replicating portfolio
- 37:01would have different price
- 37:02of entering into it than the price of
- 37:05the derivative
- 37:06in this case there will be arbitrage
- 37:08between
- 37:09buying a derivative or entering into a
- 37:11derivative and then
- 37:13uh
- 37:14entering into the reverse position in
- 37:16the replicating portfolio in that
- 37:18arbitrage is exactly the same as with
- 37:20buying and selling the same stock at a
- 37:22different price
- 37:23so no arbitrage condition tells us that
- 37:25derivative price is equal
- 37:27to the price of the replicating
- 37:29portfolio and all of the derivative
- 37:31pricing models are based on replication
- 37:34right at the static application we're
- 37:36talking about here
- 37:37or dynamic replication which we'll talk
- 37:39about a few slides later
- 37:41so when calculating the price of
- 37:43investing uh
- 37:45you know in something right so long
- 37:46position is treated as adding the price
- 37:48and short position is subtracting to the
- 37:50price right or adding a negative amount
- 37:52in because the price of the replicating
- 37:54portfolio is the linear function of the
- 37:56underlying price an instrument for which
- 37:58static replication is possible is called
- 38:00the linear
- 38:02instrument all right so variation of
- 38:05equity forward by static replication
- 38:06right so let's say let's
- 38:08put us put this to real use right unless
- 38:11calculate the price of the forward
- 38:12derivative or derivative of
- 38:15the forward um uh forward
- 38:17uh instrument
- 38:18let's assume that the link is one share
- 38:21of stock that currently trades at the
- 38:22price um
- 38:24uh of um
- 38:26at the currently trade trade trades at
- 38:27price uh s right so uh i hope one second
- 38:31so i hope this window is not blocking it
- 38:33right so um uh it currently trades at
- 38:36price s and the forward price is 100.
- 38:39let's also assume that the stock does
- 38:40not pay dividends to its owner
- 38:43and let's assume that there is discount
- 38:45factor is equal to one or in other words
- 38:47interest rate is zero right just for
- 38:49simplicity in fact of course they're not
- 38:51equal to one so discount factor is not
- 38:53one because there are interest rates
- 38:55but
- 38:56for this simple model we will first
- 38:58assume is equal to one
- 39:00the static replicating portfolio for the
- 39:03forward consists of a long
- 39:05positive position and one share of stock
- 39:07and short negative position in a hundred
- 39:09dollar cash
- 39:11so the price of entering into the
- 39:13replicating portfolio into essentially
- 39:15acquiring the financial position
- 39:18is buying one share of stock for s
- 39:21dollars
- 39:22and then
- 39:26basically um uh making an obligation to
- 39:29give someone 100 cash or rather
- 39:31more precisely you're buying the stock
- 39:33right today and then you're making an
- 39:35obligation to then give her to someone
- 39:37so it's s minus 100.
- 39:40in the equity forward uh price
- 39:43or the price of this replicating
- 39:44portfolio which no arbitrage tells us
- 39:46should be the same as equity forward
- 39:47price
- 39:48does not depend on the volatility of
- 39:50volatility as we started in the previous
- 39:53lecture
- 39:54is the amount average amount or mean
- 39:57square of the
- 39:59change in the stock price
- 40:01over overnight from one day to the next
- 40:04all right so daily volatility of all is
- 40:06financial markets or squads or you know
- 40:08people who build uh derivatives models
- 40:11uh call it daily volatility what they
- 40:13abbreviated to vol
- 40:15daily wool is the mean square mean
- 40:17square
- 40:19average of the
- 40:21change in stock price from one day to
- 40:23the next
- 40:25but
- 40:25for forwards
- 40:27it does not enter the forward price
- 40:30because we only need to know the price
- 40:31of the replicating portfolio today not
- 40:33in the future right because in every
- 40:35state of the world the static
- 40:36replication so this portfolio that we
- 40:38construct today
- 40:40we don't need to change it in every
- 40:42possible state of the world
- 40:44independently of what the stock price
- 40:46will be it will be equivalent to afford
- 40:49right so
- 40:50what it means is that the price of the
- 40:51forward is the same as the price of the
- 40:53replication portfolio in s minus 100 so
- 40:56when the stock price today is 100
- 40:59it costs nothing to enter into the
- 41:00forward so the price is zero
- 41:03if the price today is 105 or 95 then you
- 41:06know if it's 105 it's five dollars
- 41:09otherwise it's minus five dollars right
- 41:11so meaning that uh five dollars means
- 41:13that if you find someone to take over
- 41:15your position they will give you five
- 41:16dollars
- 41:18negative means that in order for someone
- 41:20to take over your position because
- 41:21remember derivatives are bilateral
- 41:24contracts would rather
- 41:25sorry over the country derivatives have
- 41:27let all contracts you cannot just sell
- 41:29it
- 41:30you need to find another party to assume
- 41:32your position
- 41:33so if the price of the forward is five
- 41:36you
- 41:37need to you get five dollars from
- 41:39someone who will assume your position
- 41:40maybe a little bit less because uh
- 41:42that's called a bit ask spread right
- 41:44because the party who takes over your
- 41:46position has to be paid for the service
- 41:48of uh doing this for you
- 41:50uh so this is a tiny difference but it's
- 41:52five dollars minus a tiny difference
- 41:55if the price of the forward is minus
- 41:57five it means that
- 41:58uh you will find someone to take over uh
- 42:02the position and you have to give them
- 42:04five dollars
- 42:05for the service plus again a tiny bit
- 42:07more
- 42:08uh you know because they're doing it for
- 42:10you
- 42:12all right so and the linear instrument
- 42:13is because the relationship between
- 42:15stock price and the price of the forward
- 42:17is a straight line right so it's a
- 42:19linear relationship that's what's that's
- 42:20one of the reasons it's called the
- 42:22linear instrument
- 42:24all right so now we're going to options
- 42:26again if there are any questions please
- 42:28let me know
- 42:30and
- 42:31the
- 42:32options uh we talk about single name
- 42:35equity option
- 42:37is an over the country derivative for
- 42:38which just like for the forward
- 42:41stock price is the underlying
- 42:43the ocean buyer
- 42:45or first contemporary has a right but
- 42:47not an obligation to buy a specified
- 42:49number of structures on each maturity
- 42:51date you can option but not the stock
- 42:53has the maturity date for predetermined
- 42:55price called the strike price the act of
- 42:58exercising the right to buy is called
- 43:00option exercise
- 43:02the option seller or the second counter
- 43:04party has the obligation to sell on the
- 43:06same terms as the other counterparty but
- 43:09only if the option is the exact exactly
- 43:11exercised by the buyer
- 43:13so the first party the option buyer or
- 43:15the option owner
- 43:17the party which has the option has the
- 43:19right but not an obligation
- 43:21the other party has an obligation
- 43:24but this obligation will only come to
- 43:26pass right you know should only be
- 43:27required
- 43:29if the first party decides to do it
- 43:32so option buyer has the right
- 43:34option seller has the obligation if
- 43:37option buyer chooses to exercise
- 43:39the right
- 43:41the option is called
- 43:42call option
- 43:44when the buyer has the right to buy
- 43:45shares so it's like call you know come
- 43:47to me right
- 43:49when option buyer has the right to sell
- 43:50shares it's called the put option so i
- 43:52take something that i have i put it away
- 43:54i don't want anymore right so it's ocean
- 43:56to sell
- 43:57and the option cannot be priced by
- 43:59static replication because in some
- 44:00states of the world the buy option buyer
- 44:02will exercise the option in others they
- 44:04will not
- 44:06so depending on whether or not the
- 44:07option is exercised a replicating
- 44:09portfolio is different
- 44:11while static replication requires it to
- 44:13be the same
- 44:16and
- 44:17static replication
- 44:18only works for some derivatives
- 44:20but dynamic replication
- 44:22always works that's a kind of
- 44:23interesting thing right so static
- 44:25replication only works for linear
- 44:26derivatives
- 44:28but you can prove and you know the proof
- 44:30is
- 44:31quite complex but you can prove that
- 44:32dynamic replication also always works
- 44:35in the way dynamic replication works is
- 44:37it involves selecting a time horizon
- 44:40constructing a different replicating
- 44:42portfolio in each state of the world for
- 44:43this horizon
- 44:45and averaging portfolio prices or the
- 44:47probability distribution for the horizon
- 44:51and because you take the average
- 44:53over the probability distribution and
- 44:55what is the probability distribution of
- 44:57right stock price in our case so the
- 44:59option depends on stock price
- 45:01stock price which is 100 dollars today
- 45:05it may be 105 in the future it may be 95
- 45:08and maybe 80 or 120
- 45:10so there are different stock prices in
- 45:13the future
- 45:14and there is probability of these stock
- 45:16prices in the future
- 45:18when you do dynamic replication you
- 45:20construct a replicating portfolio for
- 45:23each of the future possible stock price
- 45:26and then average this prices of
- 45:28replicating portfolio over this
- 45:30probability distribution
- 45:32and because of this averaging the
- 45:34derivative price
- 45:36when there is an option
- 45:38when it's not a linear instrument when
- 45:39there's an option somebody has an option
- 45:41to do something uh by you know to
- 45:44basically exercise or not the rate of
- 45:46price uh option price depends on the on
- 45:48the volatility because uh if the
- 45:50volatility is low
- 45:51the future price is close to 100 initial
- 45:54price
- 45:55if the volatility is high it could be
- 45:57very different
- 45:58this will affect the averaging this will
- 46:00affect the possible probability of each
- 46:02stock price in the future and will
- 46:04affect the
- 46:06price of the derivative which is the
- 46:07average
- 46:09so generally to perform variation for an
- 46:10equity option by dynamic replication
- 46:12would have to start at maturity which is
- 46:14the last date that option still exists
- 46:17and work backwards in small time
- 46:19increments until we get to time equals
- 46:21zero right so if there is a generic kind
- 46:23of derivative instrument
- 46:25we would need to start from the maturity
- 46:27of the instrument
- 46:28and at that point we can construct
- 46:30replicating portfolio from the
- 46:32underlying and cache
- 46:35and then
- 46:36we will go back one day
- 46:38and in this case we construct the
- 46:39portfolio from underlying cash and the
- 46:43price of the instrument one day later
- 46:45and go backward again and backward again
- 46:47so in the most general case
- 46:50when this exercise decisions depend not
- 46:52only on the underlying price but also on
- 46:54the future price there are options for
- 46:56example called american or bermuda
- 47:00uh where you choosing between exercising
- 47:03right away or exercising in the future
- 47:05and to make this choice you need to know
- 47:07what the derivative price in the future
- 47:08will be so the replicating portfolio may
- 47:11sometimes depend on the future
- 47:14derivative price and by backward
- 47:16induction you're working from maturity
- 47:18of the instrument let's say one year
- 47:20from now
- 47:21back to today and at every step you're
- 47:23using what you just computed for this
- 47:25following day
- 47:26but our option only has exercise and
- 47:29cash flows at maturity
- 47:31and we only need to replicate the
- 47:32maturity date so what i'm
- 47:34going to describe is a simplification
- 47:37and this simplification only applies uh
- 47:39to options with european exercise uh in
- 47:42european exercise and you know it's
- 47:43simply because in europe uh this type of
- 47:46options they're called european and
- 47:47american because um european exchange
- 47:49has traded one type of options primarily
- 47:52with only one day american uh exchange
- 47:54is traded another type of ocean and
- 47:56bermuda is a island in the middle
- 47:58right so that's how historical names
- 48:00appeared of course today both types of
- 48:01options are traded everywhere
- 48:04we have a question when we replicate a
- 48:05portfolio are we doing this from the
- 48:07investment bank side or uh the
- 48:09investment funds use this yeah so they
- 48:11both both use this right so when you
- 48:12replicate the portfolio uh you do it
- 48:15from your side right so if your
- 48:16financial market participant if you're
- 48:18at a
- 48:19with the investment fund you replicate
- 48:21from your site if your
- 48:24investment fund trading with the bank
- 48:25you replicate it from the your side
- 48:27which is the opposite of the other side
- 48:29and for a linear instrument one price is
- 48:32equal to minus the other price but when
- 48:34there is also an option
- 48:36right you know in this case you have to
- 48:38remember that there are cash flows you
- 48:39change there is also option you own
- 48:42but still any derivative instrument
- 48:44is a contract between two parties
- 48:47and it's a zero sum contract
- 48:49so if the derivative price for one party
- 48:51is x
- 48:52the derivative price for the other party
- 48:54is minus x so if your investment fund
- 48:56you can also do it from the bank side
- 48:58just don't forget to put minus in front
- 49:01all right
- 49:02so uh because our option calendar has
- 49:04exercise cash flows and maturity we only
- 49:06need to replicate maturity date right so
- 49:08uh and let's now do the uh pricing in
- 49:11the simplified two-state model right
- 49:14so this two-step model uh
- 49:16is uh we're going to assume that
- 49:18the today the price is 100
- 49:21and the price at maturity has 50
- 49:23probability to be 105
- 49:25and 50 probability to be 95 right so
- 49:28it's a very simplified model
- 49:30where future stock price one year from
- 49:32now can only have two values
- 49:3495 and 105
- 49:37and each value has 50 probability
- 49:41so the price of the equity option is the
- 49:43average of replicating portfolio cost
- 49:45for these two states of the world right
- 49:47so if the stock price at maturity is one
- 49:50of five
- 49:51is more than one hundred so the option
- 49:53buyer can make five dollars by
- 49:55exercising the option at the price so
- 49:58strike price is 100
- 49:59we have the right but not an obligation
- 50:01to exercise
- 50:03if we exercise
- 50:04we make five dollars so we will why not
- 50:07make five dollars right
- 50:08so that means that you know that's
- 50:10called uh expiration in the money so in
- 50:12the money means uh the option holder or
- 50:15the option buyer decides to exercise and
- 50:18makes money from that right because
- 50:19otherwise why would they exercise
- 50:21so ocean payment and this replicating
- 50:23portfolio in this case is the same as
- 50:25for the forward because the exercise
- 50:26happens so in the state of the world
- 50:28when the price is 105 the replicating
- 50:30portfolio is stock
- 50:32minus 100
- 50:34and
- 50:35the profit is five dollars because
- 50:38you're selling you're basically
- 50:39receiving the stock that's worth 105
- 50:42but you're paying 100.
- 50:44so you made five dollars by exercising
- 50:47and in this state of the world you earn
- 50:49five
- 50:50if the stock price is 95 the option
- 50:54buyer will lose
- 50:55five dollars by exercising the options
- 50:57so they will decline to exercise right
- 50:59why would you exercise and lose five
- 51:00dollars you have the right but not an
- 51:03obligation so you say thank you but no
- 51:04thanks
- 51:05right and then that's called expiration
- 51:08out of the money right
- 51:09so when the option expires out of the
- 51:12money you wasted the money spent to no
- 51:14option right
- 51:15you had
- 51:16option you know i said you had the
- 51:18option if you had the right the right
- 51:19was valuable to you but in the end you
- 51:21didn't use the right
- 51:23however uh you know if you uh
- 51:26exercise you lose even more money right
- 51:28in this case you lose the price and you
- 51:30also lose extra money so in this case
- 51:32you say well you know i paid for this
- 51:34right but i didn't use it and that's
- 51:35fine i i'm glad you had it i had it
- 51:37that's right
- 51:39so
- 51:40you will not exercise in this case the
- 51:42price of replicating portfolio is zero
- 51:43and the replicating portfolio is just
- 51:45not having any portfolio
- 51:48so without dynamic replication we have
- 51:5150 probability of five dollar profit 57
- 51:55probability of zero
- 51:57profit
- 51:58and again um
- 52:00there are a couple of simplifications
- 52:01here so one of these probabilities are
- 52:03actually not um
- 52:05actual probabilities but something
- 52:06called risk neutral probabilities which
- 52:08also adjust for
- 52:10the risk that uh you know investors take
- 52:12but again this is not an introductory
- 52:14lecture topic
- 52:15right
- 52:16we will however cover this topic a
- 52:18little bit later um uh
- 52:21uh today when when we talk about um the
- 52:23straight the next lecture apologize so
- 52:26so we will cover uh the market price
- 52:28risk uh later in this course but for
- 52:30today uh we'll just assume that these
- 52:32are probabilities uh without specific
- 52:35you know what kind of probabilities and
- 52:36these probabilities are each 50 percent
- 52:38so we'll make on average two and a half
- 52:40dollars
- 52:41and by no arbitrage it means that the
- 52:43option is worth
- 52:45in this model
- 52:46in this world where stock can go to
- 52:49105 or 95 an issue with 50 probability
- 52:52the option price will be two and a half
- 52:53dollars
- 52:55okay so now let's uh calculate how the
- 52:58option price depends on the stock price
- 53:00right so previous calculation was uh for
- 53:02100.
- 53:05uh the previous uh
- 53:07previous uh calculation was assuming
- 53:09that this price today is 100 let's
- 53:11assume that the price today could be
- 53:12different
- 53:13if the price is 95 i'm going to go
- 53:15quickly but you can verify it right so
- 53:18if the price is 95
- 53:21in this case there is a 50 probability
- 53:23of a price 100 and 50 probability of 90
- 53:26in both cases you don't want to exercise
- 53:29right because uh
- 53:30in one case you just
- 53:32get zero in other case you lose ten
- 53:33dollars so the option price is zero so
- 53:35if the stock price today is 95 the ocean
- 53:37price is zero
- 53:39if the stock price today is 105
- 53:41same calculation
- 53:43the option price is 5.
- 53:45is the stock price is 110
- 53:47then
- 53:49price is 10
- 53:51and
- 53:52when you do it for a couple of other
- 53:53prices you will notice that for any
- 53:56price below 95
- 53:59the option always expires at the money
- 54:01basically if the price today is below 95
- 54:04then
- 54:05both two tools the price is right so
- 54:07we're assuming that the model says that
- 54:09the price has 50
- 54:1050 probability of going up five dollars
- 54:1350 percent probability of going down
- 54:15five dollars so the price is below 95 it
- 54:18never reaches the strike price
- 54:20so the option is always worthless
- 54:23below 95
- 54:24below the stock price
- 54:26level of 95 dollars today
- 54:28the option is worthless
- 54:30so the price is zero
- 54:33if the price is
- 54:35above 105 today
- 54:37then you exercise in both cases and in
- 54:39this case the price is the same as the
- 54:41forwardness linear
- 54:43and in the middle is something uh
- 54:45basically it's also a straight line but
- 54:47with a lower slope so it looks like this
- 54:49right so uh ocean price below 95 is zero
- 54:52above 105 is same as the forward and
- 54:56here it's also linear but with a lower
- 54:58slope
- 55:00okay so let's now
- 55:02improve our model and assume that there
- 55:03are four state models because the
- 55:04previous model is not realistic it was
- 55:07not realistic in one way so the
- 55:08direction of the move in the stock price
- 55:11was random
- 55:13but the
- 55:14um
- 55:16magnitude of the move was always five
- 55:18dollars in reality of course the
- 55:20magnitude of the move over one year is
- 55:22not exactly five dollars it's also
- 55:24random
- 55:25so we will improve the model by assuming
- 55:27the stock has 25 probability to change
- 55:29by
- 55:30seven and a half
- 55:31or two and a half dollars
- 55:33in either direction
- 55:34so in this case we have random direction
- 55:37and also random magnitude
- 55:38more realistic model
- 55:40so in this case if we repeat the same
- 55:42calculations we will see that
- 55:44it's also
- 55:450 below 95. it's also linear above 105.
- 55:49and here
- 55:51if you mean instead of two segments so
- 55:52instead of one segment there are
- 55:55several smaller segments
- 55:56uh which all uh basically have slightly
- 55:59different slope
- 56:01and they kind of provide kind of sort of
- 56:02a smooth transition
- 56:04between this limits right and
- 56:08if we keep doing it and assuming even
- 56:10more realistic models in which the stock
- 56:12moves in very small increments daily
- 56:15and instead of discrete
- 56:17binomial or quite like you know our
- 56:19first model had binomial distribution
- 56:21rate two possible states right so our
- 56:23second model has a quadro right so
- 56:25there's like four possible states so now
- 56:27we assume that there is a continuous
- 56:28distribution if you uh assume that the
- 56:31stock has
- 56:33moves uh
- 56:35continuously
- 56:36and the moves uh
- 56:39are not correlated it's like a random
- 56:40work basically there's no correlation
- 56:42between the moves then you will assume
- 56:44that then the distribution there will be
- 56:46a random walk
- 56:47or winner process
- 56:49and the distribution of the end point
- 56:50will be gaussian
- 56:52right and that's exactly what happens
- 56:54when the stock moves daily driven by
- 56:56tiny news right so you know something
- 56:59happens in the world uh industry you
- 57:01know good news about the industry bad
- 57:03news about the industry
- 57:05good news about the inflation bad news
- 57:06about the inflation so every day there
- 57:08are some news that move the stock
- 57:10and if we assume that this is a random
- 57:12walk or winner process then the end
- 57:14point will have a gaussian distribution
- 57:16and to be precise is the change of log
- 57:18of the price of this gaussian right so
- 57:20again so
- 57:21unfortunately it's beyond the scope of
- 57:23this lecture
- 57:24uh just you know to for to provide some
- 57:26context we're trying to
- 57:28uh compress uh you know a multi-year
- 57:31mathematical finance uh education into
- 57:33four lectures
- 57:35so
- 57:35regretfully
- 57:36i cannot do it uh you know the same they
- 57:39say i cannot cover all of the same
- 57:40materials that mathematical finance
- 57:42graduates
- 57:44uh you know would learn right so uh so
- 57:46we cannot go into like normal models and
- 57:49ways to look and not the price itself is
- 57:51gaussian
- 57:52but uh it's not a huge difference right
- 57:55so you know the reality is gaussian is
- 57:58the look
- 57:59but in our simple model we assume that
- 58:01gaussian you know prices gaussians
- 58:03itself
- 58:04when the change is not very large
- 58:05they're almost the same because uh
- 58:07logan's you know locally logos close to
- 58:10linear
- 58:11right so we'll ignore this distinction
- 58:13in this case it will look something like
- 58:14this right so our
- 58:16four transitions our two transitions
- 58:17become four transactions now it becomes
- 58:19kind of a continuous smooth curve which
- 58:21approaches well in this case you know
- 58:23with this tiny increments i actually
- 58:25will be above 105
- 58:27the stock can be load 95 so the option
- 58:30price in this case
- 58:33is a function of stock price it will
- 58:34never exactly be equal to the forward
- 58:36they'll approach it when the stock price
- 58:37is high
- 58:39it will never be exactly zero but will
- 58:41approach zero when the stock price is
- 58:42very low
- 58:43and we'll have a kind of a continuous
- 58:44transition which looks like this and
- 58:47that's the price of equity option
- 58:51and now we're ready to go
- 58:53to interest rate derivatives on which we
- 58:55spend the remaining half an hour of this
- 58:58lecture
- 58:59do you have any questions about equities
- 59:00it will be a good time to ask
- 59:07okay so no question so far but you know
- 59:09feel free to type them in a shot
- 59:11all right now interest rate derivatives
- 59:13right so we start from the simplest
- 59:15interest rate derivative which is uh
- 59:17rather instru trade instrument that's
- 59:19not even a derivative yet
- 59:20called the zero coupon bond
- 59:22this instrument
- 59:24is traded on the financial markets
- 59:25especially for short maturities
- 59:28but uh it's not the most popular
- 59:30instrument
- 59:31but it's absolutely essential and very
- 59:33important instrument for constructing uh
- 59:35interest rate derivative evaluation
- 59:37models
- 59:38so we'll study this instrument not
- 59:40because of its prevalence even though
- 59:42they are traded for short maturities but
- 59:44because of the
- 59:46importance
- 59:47of this instrument
- 59:48for model construction
- 59:51all right so zero command bond is a bond
- 59:54that has only the principal
- 59:56but no interest rate payments so for a
- 59:58fixed rate bond the issuer says the
- 1:00:00fixed rate so that the bond price is 100
- 1:00:03and this cannot be done for zero coupon
- 1:00:05bond because it does not pay interest
- 1:00:07right so remember we started fixed rate
- 1:00:09bond in the previous lecture and we
- 1:00:11concluded that this like the clock which
- 1:00:13uh
- 1:00:14sorry
- 1:00:15you know basically because the issue of
- 1:00:17the bond is setting interest
- 1:00:20such that the price at uh
- 1:00:22when it's issued first is equal to the
- 1:00:24principal
- 1:00:26uh
- 1:00:27the the price of the fixed rate bond uh
- 1:00:30is equal to the principal when it's
- 1:00:31insured and also at maturity
- 1:00:34with zero coupon bond it cannot be done
- 1:00:35because there is no rate to set right so
- 1:00:37it does not pay interest it only pays
- 1:00:39the principal
- 1:00:40so instead
- 1:00:42three months let's say there is a zero
- 1:00:44coupon bond with three month maturity so
- 1:00:46zero coupon bond investor makes money
- 1:00:48only difference between the cost of
- 1:00:49buying the bond from the issuer address
- 1:00:51price
- 1:00:53and then receiving the principal of 100
- 1:00:56later right so today you buy the bond
- 1:00:59at whatever price there is there is
- 1:01:02and three months later you receive the
- 1:01:03principal
- 1:01:05so you don't receive any interest you
- 1:01:06make money you lose money on the
- 1:01:08difference between these two amounts
- 1:01:12so this charge shows the possible price
- 1:01:14trajectories over zero coupon bonds
- 1:01:16without the associated random noise
- 1:01:18right so normally you know the bond
- 1:01:20price would go up and down so this thing
- 1:01:22let's assume that it just uh
- 1:01:24interest rates remain static
- 1:01:26so unlike for fixed rate bonds zero
- 1:01:28coupon bond is a clock which shows
- 1:01:30correct time only once a day so remember
- 1:01:32fixed-rate bond is like a broken clock
- 1:01:34which shows correct time twice a day
- 1:01:37for zero coupon
- 1:01:38bond it only is like a clock which was
- 1:01:40created like 24 hour clock it shows
- 1:01:42correct time only once a day
- 1:01:44namely it's only equal to the principal
- 1:01:46at maturity right so uh
- 1:01:48at origin uh the price is different
- 1:01:51because there is no interest
- 1:01:53and now we have the poll
- 1:01:56right so
- 1:01:57can do you think the price of zero
- 1:01:59coupon bond can exceed its principle
- 1:02:01right so the price of zero of discount
- 1:02:03bond with one hundred principle at
- 1:02:05maturity is 100.
- 1:02:07can the price of a zero coupon bond
- 1:02:09exceed 100 100
- 1:02:12before maturity and the possible answers
- 1:02:15to the poll are yes it can be above or
- 1:02:17below 100
- 1:02:18or it can be only below 100 by the way
- 1:02:21don't pay attention to the chart it just
- 1:02:23shows below 100 but you know there are
- 1:02:25two possible answers so let me launch
- 1:02:27the poll all right so uh
- 1:02:30i shared the screen
- 1:02:32so who thinks it's one right raise your
- 1:02:34hand it can be above or below 100.
- 1:02:41well
- 1:02:4210
- 1:02:4310 11
- 1:02:45people in this variant
- 1:02:48okay and who thinks uh
- 1:02:50okay so let's lower the hands right and
- 1:02:52who thinks it's always below 100.
- 1:03:02eight
- 1:03:04eight plus one nine
- 1:03:06nine pretty close okay yeah very close
- 1:03:08all right okay so
- 1:03:10sounds good right so um okay so
- 1:03:12the answer yes it can
- 1:03:15be higher than 100 if the interest rates
- 1:03:17become negative
- 1:03:19so the first answer was correct until
- 1:03:21i would say not recently but back in the
- 1:03:2570s 80s uh even 90s the first answer was
- 1:03:28absolutely correct in fact even moral
- 1:03:31for the interest rate derivatives
- 1:03:32variation predicted negative rates it
- 1:03:34was considered to be actually a bad
- 1:03:35thing
- 1:03:36right
- 1:03:37so
- 1:03:38it was assumed that interest rates can
- 1:03:40never get become negative
- 1:03:42and uh zero common price in this case uh
- 1:03:45would always be below principal but
- 1:03:48since then
- 1:03:49uh uh central bankers have decided that
- 1:03:52negative interest rates are is a thing
- 1:03:54and uh that they get the appropriate in
- 1:03:56certain situations i'll talk about a bit
- 1:03:58later
- 1:03:59and uh what is the negative rate means
- 1:04:01right it means that bond investor is not
- 1:04:04rewarded for lending money to the issuer
- 1:04:05but has to pay for it right
- 1:04:08and the reason this exists they exist is
- 1:04:10because negative interest rates are
- 1:04:11created deliberately by central banks to
- 1:04:13get the economy out of a crisis so the
- 1:04:15idea is relatively recent
- 1:04:17and there are even uh kind of
- 1:04:20negative rates on steroids which you
- 1:04:22call quantitative easing when the banks
- 1:04:24not only set the rate below zero but
- 1:04:25also they start actually buying um
- 1:04:28securities uh from people
- 1:04:30so uh so essentially the idea is that uh
- 1:04:34when you lend money to someone you also
- 1:04:37give them
- 1:04:38additional money negative interest
- 1:04:41for safe keeping your money
- 1:04:43right and the reason
- 1:04:45why investors accept negative rates when
- 1:04:47they can exist right
- 1:04:49is because uh
- 1:04:50the expense of accepting your deposit if
- 1:04:53you're a bank they accept the expense of
- 1:04:55accepting your deposit guarding your
- 1:04:56deposit against the hackers paying for
- 1:04:59branch locations clerk salaries you come
- 1:05:01to the bank you say give me you know i
- 1:05:03would like withdraw my money the clerk
- 1:05:04says yes you know no problem
- 1:05:07it exceeds the amount of profit
- 1:05:09sometimes it exceeds the amount of
- 1:05:10profit the bank can make lending you
- 1:05:12deposit to third parties
- 1:05:14right but
- 1:05:16other than for small amounts
- 1:05:18you cannot or rather should not maybe
- 1:05:20you can but you should not store the
- 1:05:22cash under your mattress
- 1:05:24even if you did you would probably hire
- 1:05:26a security guard you would probably
- 1:05:27install an alarm system and it cost
- 1:05:29money
- 1:05:30so when the central bank offered loans
- 1:05:33at nearly zero cost
- 1:05:35to restart the economy after a crisis
- 1:05:37the banks also have to lower the rates
- 1:05:39and profit from lending may fall below
- 1:05:41the cost of accepting deposits right so
- 1:05:43in other words uh the interest rates uh
- 1:05:45that the bank earns
- 1:05:48by taking money from you and giving it
- 1:05:50to some people for example who want to
- 1:05:52mortgage right
- 1:05:54uh
- 1:05:55if you subtract all of the expenses they
- 1:05:57don't earn enough right so they have to
- 1:05:59in this case the invest depositors
- 1:06:01must partially subsidize the storage of
- 1:06:03the deposit right so think of it uh
- 1:06:05basically you give money to someone
- 1:06:08and they say well i need to pay for a
- 1:06:09security guard and for the alarm system
- 1:06:10right so you say well here's some extra
- 1:06:12money to pay for the security guard so
- 1:06:14normally they buy money to you because
- 1:06:16they can make even more by taking your
- 1:06:18money and lending them out to someone
- 1:06:19who needs to buy a house for example or
- 1:06:21you know
- 1:06:22finance a company
- 1:06:24but when the economy is coming out of
- 1:06:26the crisis and the central bank says
- 1:06:28here come you know we have infinite
- 1:06:29resources where the government collected
- 1:06:31taxes maybe we printed some money here
- 1:06:33we can give you money to you for free
- 1:06:34right and then you know the banks in
- 1:06:36order to for someone to come to them
- 1:06:38they have to lower the rates almost to
- 1:06:39zero
- 1:06:41uh and
- 1:06:42uh
- 1:06:43you know that may be shocking if you're
- 1:06:45in europe especially in eastern europe
- 1:06:47uh but uh in the us uh
- 1:06:49in a lot of countries uh in western
- 1:06:51europe and the european union uh
- 1:06:54until recently no longer right but until
- 1:06:56a couple year ago
- 1:06:58uh you could practically uh borrow money
- 1:07:01for buying a house at almost zero uh
- 1:07:03percentage rate but no longer because
- 1:07:05inflation is here
- 1:07:07so uh the depositors when the interest
- 1:07:09rates are low must partially subsidize
- 1:07:10the storage with the deposit and rates
- 1:07:13can go negative right negative rates are
- 1:07:15usually small a fraction of one percent
- 1:07:17anything higher and the investors will
- 1:07:19look for other ways to store the money
- 1:07:20long-term deposits
- 1:07:22risky but interest paying corporate
- 1:07:23bonds foreign currency purchases stable
- 1:07:26coins you know also as we recently
- 1:07:29discovered with luna right it's very
- 1:07:30risky
- 1:07:31so uh however uh negative rates they
- 1:07:34cannot be vain they cannot be minus five
- 1:07:36percent for as long as there is cash
- 1:07:38but they can be like minus one percent
- 1:07:40or minus half percent
- 1:07:42so
- 1:07:43raising zero unborn by static
- 1:07:44application right so zero common bond
- 1:07:46has one cash flow that we need to value
- 1:07:48the payment of uh uh you know 100
- 1:07:51principle uh at maturity of three months
- 1:07:54and uh the
- 1:07:57other cash flow is a payment of this
- 1:07:58price
- 1:08:00so
- 1:08:01we previously defined the previous
- 1:08:02lecture the discount factor is the value
- 1:08:04today of a fixed dollar payment
- 1:08:06at time t capital
- 1:08:09and that's exactly the zero coupon bond
- 1:08:11except times 100 right so here we have a
- 1:08:13fixed 100 payment so the price of this
- 1:08:16euro coupon bond is the principal 100
- 1:08:19times the discount factor
- 1:08:21and note that maturity
- 1:08:23time t capital
- 1:08:25and time t small when you observe the
- 1:08:27price they're not the same but they're
- 1:08:28different
- 1:08:30okay now
- 1:08:32now that we've done this euro coupon
- 1:08:33bond which turns out to be the same as
- 1:08:35the discount factor and the price is
- 1:08:37equal to this discount factor times
- 1:08:38principle
- 1:08:40let's look at more complex instruments
- 1:08:42the cash deposit and then their interest
- 1:08:44rates form
- 1:08:45so for the cash deposit again so to
- 1:08:48understand a derivative you we must
- 1:08:50begin from its underlying
- 1:08:52for interest rate derivatives right for
- 1:08:54equity derivatives we started earlier
- 1:08:56and lying is the stock
- 1:08:58for interest rate derivatives the
- 1:08:59underlying is the floating interest rate
- 1:09:02paid by banks on short-term deposits
- 1:09:04so floating as opposed to fixed means
- 1:09:06the rate can go up and down depending on
- 1:09:08market conditions
- 1:09:10and in the past the rates used as
- 1:09:12underlying to interest rate derivatives
- 1:09:14were mostly for borrowing over the three
- 1:09:16months or six months term
- 1:09:18in this race had names like libor uribar
- 1:09:20tiber right
- 1:09:22and the word for example liber is an
- 1:09:24acronym where ibor means interbank offer
- 1:09:27rate right ib interbank over or offer
- 1:09:31our rate
- 1:09:32namely the rates that the bank offer on
- 1:09:34three or six month deposits or by the
- 1:09:36maturities three and six months are most
- 1:09:39common
- 1:09:40in the first letter
- 1:09:42in this case l usually refers to the
- 1:09:44city with the rate of set for l stands
- 1:09:46for london t stands for tokyo
- 1:09:48uriber stands for the euro rate right
- 1:09:51it's not
- 1:09:52named after particular city but it's
- 1:09:54named after currency
- 1:09:56now
- 1:09:57recently and it was like a long
- 1:09:59transition process but at the end of
- 1:10:012021 so past december
- 1:10:04libraries were mostly discontinued
- 1:10:06discontinued for new instruments
- 1:10:08in the market switch to using more
- 1:10:09reliable overnight rates is underlying
- 1:10:12in this race of names like software euro
- 1:10:14eurostr or sonia right and the overnight
- 1:10:17rates
- 1:10:18are fixed or measured for borrowing
- 1:10:20period of one day right so libraries
- 1:10:23uh
- 1:10:24thai bar uribe and so forth we measure
- 1:10:26it for three months or six month deposit
- 1:10:28or rates were measured for are measured
- 1:10:31for overnight deposit
- 1:10:34and
- 1:10:35the reason this happened is because uh
- 1:10:38well there are a couple of reasons one
- 1:10:39of uh that the process for setting this
- 1:10:42three months or six months rate was not
- 1:10:43reliable
- 1:10:45but also
- 1:10:46when you borrow when you set the rate
- 1:10:49based on three month deposit
- 1:10:52some of this race
- 1:10:54is also related to how credit worth is
- 1:10:56the other part is right so it's not just
- 1:10:58the time value of money it's not just
- 1:11:00the value of dollar today versus the
- 1:11:02value of dollar three months from now
- 1:11:04it also depends on
- 1:11:06and we started in the first lecture
- 1:11:09on the credit spread right on the only
- 1:11:11survival probability in other words it's
- 1:11:13not just the um um
- 1:11:16it's not just the
- 1:11:17uh
- 1:11:18uh the
- 1:11:20uh time value of money but also
- 1:11:23you pay less for a dollar three months
- 1:11:25from now if
- 1:11:27you need because you need this dollar
- 1:11:28you know it will be better to have the
- 1:11:30dollar for the three months right but
- 1:11:31also decide a party may not give it back
- 1:11:33to you because they may go bankrupt so
- 1:11:35the longer the rate the bigger is the
- 1:11:37component that has to do with not
- 1:11:38interest but with credits so by making
- 1:11:40it overnight
- 1:11:42it becomes the rate that's exclusively
- 1:11:44almost exclusively with very high
- 1:11:46precision is related to time value of
- 1:11:48manual interest
- 1:11:50because if the bank is okay today it's
- 1:11:52very unlikely it will default tomorrow
- 1:11:54it's possible but it's very unlikely
- 1:11:56whereas for three or six months a lot
- 1:11:57can happen right some you know basically
- 1:11:59world prices may happen
- 1:12:01question why interbank where no
- 1:12:02different rate right well with first
- 1:12:04part why interbank well because uh when
- 1:12:06banks lend to each other that's a kind
- 1:12:09of a standardized rate and it was
- 1:12:11assumed that the probability of bank
- 1:12:13default is small so it was like you know
- 1:12:16this rate has a
- 1:12:18lower at lower component
- 1:12:20of credit or
- 1:12:23there is that somebody would not return
- 1:12:25the money compared to buying to lending
- 1:12:27to corporates so when the bank
- 1:12:29lends to corporates
- 1:12:30to corporation
- 1:12:32to you know a company right
- 1:12:35they charge higher rate because
- 1:12:36corporation
- 1:12:38is less regulated more risky is more
- 1:12:40likely it will go bankrupt
- 1:12:42previously it was assumed that banks can
- 1:12:44never go bankrupt
- 1:12:46lehman brother did
- 1:12:48back uh you know in uh during the
- 1:12:50financial crisis ten years ago
- 1:12:53and that's when started this whole
- 1:12:55process that eventually led to the
- 1:12:56elimination of library because people
- 1:12:58realized
- 1:12:59market participants realized
- 1:13:02that
- 1:13:02the um
- 1:13:03banks can also go bankrupt
- 1:13:05right and why not a different rate well
- 1:13:08you know it is a different trade so so
- 1:13:09with the library also there was one
- 1:13:11problem with um calculating it because
- 1:13:13it was not based on actual transactions
- 1:13:16library rate is based on what the banks
- 1:13:17report
- 1:13:19is what they would do as opposed to what
- 1:13:21they actually did
- 1:13:23and
- 1:13:25there was an accusation that the banks
- 1:13:27manipulated this rate so the banks
- 1:13:29agreed with each other that they will
- 1:13:30all report slightly wrong rate
- 1:13:32to make the business look better and to
- 1:13:34make uh you know to basically change
- 1:13:36[Music]
- 1:13:38the perception of how much risk they
- 1:13:39take
- 1:13:40so especially during the financial
- 1:13:41crisis and even before uh there was
- 1:13:43what's called a liberal scandal right or
- 1:13:46you know basically uh when
- 1:13:48bankers were caught uh changing the rate
- 1:13:51not what they would
- 1:13:53lend but
- 1:13:54basically reporting to this committee
- 1:13:56that was publishing the rate
- 1:13:58a different amount so again
- 1:14:00you know we're going to already cutting
- 1:14:01pretty close we'll probably finish um
- 1:14:03five minutes late and that's okay
- 1:14:05because we also started five minutes
- 1:14:06late but if i keep talking about it
- 1:14:09we'll be even more late
- 1:14:10so uh you know this is all in wikipedia
- 1:14:13and so forth uh you know it's interest
- 1:14:15uh has some historical interest but the
- 1:14:17bottom line is that
- 1:14:19uh rates such as libraries based on
- 1:14:22deposits of three to six months
- 1:14:25were eliminated as underlying to
- 1:14:27interest rate financial instruments and
- 1:14:30replaced by rates which are based on
- 1:14:32overnight ledging but but
- 1:14:34the payments still occur every three to
- 1:14:37six months because there will be a lot
- 1:14:38of administration overhead to pay every
- 1:14:41day so the rate on which the payment are
- 1:14:43based is observed every day
- 1:14:46in an either average to compounded means
- 1:14:48reinvested
- 1:14:49for the payments to occur at the old
- 1:14:52frequencies of three to six months right
- 1:14:53so only the rate observation is for
- 1:14:55overnight but the payments are still
- 1:14:57have three to six months frequency
- 1:15:00now the cash deposit the cash deposit
- 1:15:03right is uh an otc derivative whose
- 1:15:05purpose and cash flows are similar to
- 1:15:06the zero coupon bond right
- 1:15:09and the way it works is that in the
- 1:15:11beginning you calculate so there's a
- 1:15:13calculator
- 1:15:14icon here to indicate that that's when
- 1:15:16calculation is happening
- 1:15:17you calculate uh what the uh interest
- 1:15:21rates are uh what the prices of zero
- 1:15:23command once are and then you agree that
- 1:15:25one party pays the other the principal
- 1:15:28and then after three months this party
- 1:15:30pays the principal in fixed interest and
- 1:15:31this interest is calculated to fix in
- 1:15:34the beginning right so you agree today
- 1:15:37what you would pay three months from now
- 1:15:39which consists of basically you paid the
- 1:15:41principal of one hundred dollars
- 1:15:43and you agree that at the end of three
- 1:15:45month period you receive back the
- 1:15:47principle of 100
- 1:15:48plus a fixed interest amount which would
- 1:15:51determine today
- 1:15:52so it's just like the euro coupon bond
- 1:15:54right so here basically you receive you
- 1:15:56pay one amount today we receive
- 1:15:58hopefully a large amount
- 1:16:01three months from now if the rate is
- 1:16:02negative it's actually a small amount
- 1:16:04right but somebody you know we should
- 1:16:06pay for safekeeping your money
- 1:16:08and uh otherwise it's equivalent right
- 1:16:11okay so now uh the
- 1:16:14instruments or cash deposit is a
- 1:16:16different is financially equivalent to
- 1:16:18zero coupon bond except the bond is a
- 1:16:20security and uh
- 1:16:22basically is a functional but the cash
- 1:16:23deposit is a derivative
- 1:16:25interest rate swap
- 1:16:27is different and it consists of cash
- 1:16:29deposits a series of cash deposits
- 1:16:32some of which start today and some of
- 1:16:35which start in the future
- 1:16:37now intro vanilla interest rate swap or
- 1:16:39interest rate swap and vanilla meaning
- 1:16:41you know again plain or simple interest
- 1:16:43rate swap
- 1:16:44is one of the most
- 1:16:45widely used
- 1:16:47the counter derivative so it's one of
- 1:16:48the most
- 1:16:49frequently used liquid uh derivatives
- 1:16:52with the highest volume volume meaning
- 1:16:54the amount of money invested in this
- 1:16:56derivative right or the
- 1:16:58highest principal amount
- 1:17:01and its purpose is to change the stream
- 1:17:03of fixed payments for stream of payments
- 1:17:05linked to a floating interest rate
- 1:17:07and the reason is so popular is because
- 1:17:09they serve as a very specific and
- 1:17:10extremely important business purpose
- 1:17:13if you're a bank right
- 1:17:15and this diagram below shows uh you know
- 1:17:17how the bank works
- 1:17:19if you're a bank
- 1:17:21you have two parts of your business
- 1:17:23one is that you take
- 1:17:25money from uh account holders right
- 1:17:28and
- 1:17:29that's the you know principle that the
- 1:17:31money the account holder or depositor
- 1:17:33right puts the money in the bank
- 1:17:36and the depositor receives floating
- 1:17:39interest based on the current percentage
- 1:17:40rate so in most banks the interest they
- 1:17:43pay you is based on uh whatever the
- 1:17:46interest rates are today so maybe one
- 1:17:48year ago they were low now they're
- 1:17:50higher
- 1:17:51so interest paid by the bank to the
- 1:17:52depositors changes
- 1:17:55okay so the bank also has another line
- 1:17:57of business which is to provide
- 1:17:59mortgages right financing for buying a
- 1:18:02house a loan to buy a house
- 1:18:04most mortgages are based on a fixed rate
- 1:18:07right because people have a fixed salary
- 1:18:10so if the amount of money that uh was um
- 1:18:14paid on a mortgage
- 1:18:17was based on the floating interest rates
- 1:18:19a lot of people would either go bankrupt
- 1:18:21when the interest rates rise
- 1:18:24or if they they're conservative they
- 1:18:26would have to buy a lot smaller house or
- 1:18:28not buy a house at all
- 1:18:30because uh they would say well uh today
- 1:18:33the payment would be let's say um
- 1:18:36you know five hundred dollars per month
- 1:18:38but if the interest rates rise and if
- 1:18:40the payment was floating it would go to
- 1:18:42a thousand to 1500
- 1:18:44and the salary may not cover it right so
- 1:18:46in this case you say well i'm going to
- 1:18:47buy a much smaller house so even if the
- 1:18:50rates go up i still can afford it that's
- 1:18:52not good right because you know you want
- 1:18:53to have some predictability
- 1:18:56so
- 1:18:57banks receive
- 1:18:59money and pay interest which is floating
- 1:19:02however when they lend money for buying
- 1:19:04houses or financing factories and so
- 1:19:06forth most not always but most of the
- 1:19:09time the receive interest which is fixed
- 1:19:11so the bank has a problem right because
- 1:19:13now the bank has to worry about
- 1:19:14bankruptcy right so the bank
- 1:19:16made it right for the
- 1:19:18homeowner
- 1:19:19by making the interest predictable so
- 1:19:21someone you can say well my salary is uh
- 1:19:23session session you know i can afford
- 1:19:24500 dollars per month in a mortgage
- 1:19:26right
- 1:19:27but now the bank is the risk right so
- 1:19:29the bank removed the risk normally you
- 1:19:31know financial markets it's about buying
- 1:19:33and selling risk we'll talk about it in
- 1:19:35the next lecture
- 1:19:36so the bank took the risk away from the
- 1:19:38homeowner
- 1:19:40and now the homeowner has no risk but
- 1:19:42the bank does
- 1:19:44and the bank now has huge exposure
- 1:19:47because if the interest rates go up
- 1:19:49you know they will be paying a lot more
- 1:19:51interest than they receive and the bank
- 1:19:53may go bankrupt
- 1:19:55so the bank would also like to transfer
- 1:19:57this risk right again financial markets
- 1:19:59is about
- 1:20:00reducing risk and giving risk to people
- 1:20:03who wish to take risk and they paid for
- 1:20:05it
- 1:20:06and
- 1:20:07helping other people who don't want the
- 1:20:08risk who want predictability to pay a
- 1:20:11little bit and have predictability so
- 1:20:14the bank will go to a dealer which is
- 1:20:16also a bank but much larger and better
- 1:20:18finance bank right think about like
- 1:20:20citibank right as opposed to your local
- 1:20:22bank
- 1:20:23and the
- 1:20:25bank uh you know the dealer right
- 1:20:28will enter into a swap with the bank
- 1:20:30that takes deposit and uh
- 1:20:32you know and gives loans for homes
- 1:20:35mortgages
- 1:20:36in the swap with basically uh the bank
- 1:20:39would pay fixed interest that is
- 1:20:40receiving from the mortgages to the
- 1:20:41dealer
- 1:20:42and the dealer would pay floating
- 1:20:44interest which the bank here on top
- 1:20:46right so so you know it's you know fixed
- 1:20:48interest goes to the dealer floating
- 1:20:50interest is coming
- 1:20:52to the bank and then it's paid to the
- 1:20:53account holder and this instrument which
- 1:20:55exchanges fixed interest
- 1:20:58for floating and stress it's called
- 1:21:00fixed lag is the leg or part of the swap
- 1:21:03which is so swap stands on two legs
- 1:21:04right so one leg is a fixed leg where
- 1:21:07there is a receiver so the dealer is um
- 1:21:09so the bank is paying fixed interest
- 1:21:12and the bank is receiving floating
- 1:21:13interest
- 1:21:14so this instrument is so popular because
- 1:21:17most of the commercial banks that take
- 1:21:19deposits from people and give mortgages
- 1:21:21basically issue loans to buy houses are
- 1:21:24in the same situation and dealers help
- 1:21:25them to reduce the risk and that's what
- 1:21:27makes it supportable
- 1:21:30okay now in order to price it we need to
- 1:21:32count cash flow so this here's a little
- 1:21:33poll i'm not even going to try it launch
- 1:21:35it
- 1:21:36so put your hand up if you think that
- 1:21:38when software engineer or you know
- 1:21:41derivatives valuation analyst says
- 1:21:42something has priority one
- 1:21:44do they mean is the most important
- 1:21:46priority or the second most important
- 1:21:48priority
- 1:21:49first answer raise your hand if you
- 1:21:51think is the most important priority
- 1:21:52priority one
- 1:21:59three people okay who thinks it's the
- 1:22:02second most important priority if it's
- 1:22:03priority one
- 1:22:06aha okay clearly winning okay right so i
- 1:22:08can see the last here exactly they know
- 1:22:11this right there
- 1:22:12all right yeah well you're absolutely
- 1:22:13right so software engineers and uh as i
- 1:22:16mentioned before many of the generators
- 1:22:18analysts also have to be software
- 1:22:20engineers because you write the code on
- 1:22:21python
- 1:22:23a plus plus if you're in high frequency
- 1:22:25or c even if you're on high frequency
- 1:22:27but normally
- 1:22:28these days in python
- 1:22:29to do models
- 1:22:31and in python as well as most other
- 1:22:33programming languages
- 1:22:35the first index is zero right so when
- 1:22:37we're counting remember that the first
- 1:22:38time is has index zero
- 1:22:41in the second time has index one right
- 1:22:44so you so it's in zero based right you
- 1:22:46start from zero when you're counting
- 1:22:48so
- 1:22:48uh watch the indexes because
- 1:22:51you know it's very important to account
- 1:22:53that correctly so vanilla swap
- 1:22:55is
- 1:22:56an agreement between two parties in this
- 1:22:58case the bank and this dealer to
- 1:23:00periodically for example every three
- 1:23:01months exchange fixed interest rate
- 1:23:03payments for floating interest payments
- 1:23:05and the floating payment is based on
- 1:23:07overnight rate which is observed daily
- 1:23:10and then either compounded or averaged
- 1:23:12for example if there are 20 business
- 1:23:14days a month is either reinvested 20
- 1:23:16times or averaged from 20 observations
- 1:23:20in the first payment covers the initial
- 1:23:22period from t 0 to g 1
- 1:23:24and the next payment covers the next
- 1:23:25period from t1 to t2
- 1:23:28and
- 1:23:29swap normally is struck just like the
- 1:23:32bond issuer would set the interest such
- 1:23:35that the bond is equal to the principal
- 1:23:38at issuer
- 1:23:39for the swap the dealer would set the
- 1:23:41fixed trade such that
- 1:23:43no payments change hands in the
- 1:23:45beginning right so there was two parties
- 1:23:48enter into a contract
- 1:23:50without any upfront cost to exchange
- 1:23:52floating interest for fixed interest
- 1:23:55and typically typically
- 1:23:58the
- 1:23:59payments are different for example in
- 1:24:01the beginning fixed is more than
- 1:24:03floating in the end floating more is
- 1:24:05more than fixed right so typically
- 1:24:06depending on
- 1:24:07how the discount factor depends on time
- 1:24:10usually uh in the beginning there is
- 1:24:13primarily one direction of payments in
- 1:24:14the end there is primarily another
- 1:24:16direction of payments
- 1:24:18but on average they are the same based
- 1:24:20on our replication model that we will
- 1:24:23build in this in a moment
- 1:24:26and there is no cost to entry into the
- 1:24:28swap the fixed rate that you pay is set
- 1:24:30such that the
- 1:24:32swap is fair right so that makes the
- 1:24:34floating leg uh equal to the fixed lag
- 1:24:36and price right and the total price of
- 1:24:38swap zero
- 1:24:40so uh that's the last slide uh and
- 1:24:44here we're going to build a replication
- 1:24:45model for the swap
- 1:24:47uh and this is probably the most complex
- 1:24:49formula in the whole lecture today
- 1:24:51so you should go for it right so first
- 1:24:53of all the swap is equal to principle
- 1:24:56times the difference between floating
- 1:24:58and fixed payment and there are i is the
- 1:25:00index of the payment right so for
- 1:25:02example if it's quarterly for 30 years
- 1:25:05it would be 120 payments so i would go
- 1:25:08from 0 to 119 or you know basically
- 1:25:11because we're counting from zero
- 1:25:14okay floating rate is equivalent right
- 1:25:17it's based on observations
- 1:25:20but
- 1:25:20is equivalent
- 1:25:22and obviously objective of it is to
- 1:25:25provide the financial equivalent of
- 1:25:27borrowing money for the period
- 1:25:30that we're talking about for example it
- 1:25:31may be a three month period starting 10
- 1:25:32years from now from 10 years so ti
- 1:25:36will be
- 1:25:3710 years
- 1:25:38in ti plus one will be ten years plus
- 1:25:40three months
- 1:25:42so floating rate
- 1:25:44is based on the summer night
- 1:25:45observations
- 1:25:46but is
- 1:25:48specifically designed
- 1:25:50in such a way that it's financially
- 1:25:52equivalent to borrowing money for this
- 1:25:53three-month period starting in the
- 1:25:54future
- 1:25:56and
- 1:25:57by static replication it's equivalent to
- 1:26:00zero bond price expiring at 10 years
- 1:26:04minus euro bond price expiring at 10
- 1:26:06years minus three months and we already
- 1:26:08knew know that the price of zero bond is
- 1:26:10discount factor times the principle
- 1:26:13so the floating leg is discount factor
- 1:26:15of ti minus this common factor of ti
- 1:26:17plus one
- 1:26:18times the principle
- 1:26:20okay now the fixed leg
- 1:26:23is a fixed amount right so you obtain
- 1:26:26the
- 1:26:27interest equal to fixed rate times year
- 1:26:29fraction what's the year fraction the
- 1:26:31year fraction is because uh you know the
- 1:26:33interest rate fixed rate is usually
- 1:26:35measured annually
- 1:26:36so if you are paying interest over three
- 1:26:38months you're receiving one quarter of
- 1:26:40the rate right
- 1:26:42and
- 1:26:43then you're receiving it at the end of
- 1:26:45the period together with the second uh
- 1:26:47you know cash flow
- 1:26:49so the price by static application of
- 1:26:52this fixed payment is
- 1:26:54amount of interest which is principal
- 1:26:56times fraction times the fixed rate
- 1:26:59and you receive it at t i plus one so
- 1:27:02you value the value today to you
- 1:27:04of the dollar at time t a plus one is
- 1:27:07equal to discount factor of ti plus one
- 1:27:09so that's the fixed rate so that's the
- 1:27:11swap formula
- 1:27:13and
- 1:27:13it appears complex but we just assembled
- 1:27:16it from zero bond prices
- 1:27:19in zero bond prices we proved that by
- 1:27:21static replication that they are equal
- 1:27:23to discount factor times the principle
- 1:27:25so
- 1:27:26we took several steps and in the end we
- 1:27:28arrived to fairly complex formula and
- 1:27:30that's the formula that professionals
- 1:27:32actually use to price the swaps
- 1:27:34with a few you know
- 1:27:36adjustment right so there are it's not
- 1:27:38the exact formula right it's very close
- 1:27:39to the formula
- 1:27:41uh what's the differences right from the
- 1:27:43formula that banks actually use to this
- 1:27:47simplified version written here
- 1:27:48first of all uh the times and fractions
- 1:27:51are calculated using complex rules that
- 1:27:53involve holidays and day counting
- 1:27:55conventions
- 1:27:56back in the day where computers were not
- 1:27:58prevalent and people were literally
- 1:28:00using uh
- 1:28:01abacuses and you know basically
- 1:28:03mechanical calculators
- 1:28:05uh to
- 1:28:07do interest calculations
- 1:28:09uh it was easier to assume that every
- 1:28:10month has exactly 20 days
- 1:28:13so there is a convention for the fixed
- 1:28:14life typically which is called 30 over
- 1:28:17360. it means that the year has 360 days
- 1:28:20in the month has 30 days that
- 1:28:23essentially is just a simple way of
- 1:28:25convoluted rather you know roundabout
- 1:28:27way of saying that each interest payment
- 1:28:29is equal even if some months are a
- 1:28:31little longer and some months a little
- 1:28:32shorter some have 31 days some have 30
- 1:28:35and some have 28 to 29 right
- 1:28:37so
- 1:28:38that's just because you know with
- 1:28:39computers of course you don't care it's
- 1:28:41very easy right but before computers
- 1:28:43have made it easier and this convention
- 1:28:45still exists
- 1:28:46also
- 1:28:47sometimes when there is a holiday
- 1:28:49national holiday right you moved the
- 1:28:53time t
- 1:28:54one day ahead or one day behind
- 1:28:56so approximately
- 1:28:58t is equal to i times tau with hours
- 1:29:00three months or six months
- 1:29:02frequency and fraction is approximately
- 1:29:04equal to tau right expressed in years so
- 1:29:06for example for three months tau is 0.25
- 1:29:09so t in years is i times 0.25
- 1:29:13fraction is approximately tau
- 1:29:15up to a few percent accuracy and if
- 1:29:17you're doing it professionally you need
- 1:29:19to take into account and you know
- 1:29:21there's a document that describes how
- 1:29:24and the formula for floating
- 1:29:26is only exact this formula that i have
- 1:29:29here when the warning raise is
- 1:29:30compounded and certain other conditions
- 1:29:32are met for example sometimes the rate
- 1:29:34that something could block out where the
- 1:29:36overnight rate is not observed for the
- 1:29:37last two days because if your
- 1:29:40back office or you know people who are
- 1:29:42responsible for sending the payment
- 1:29:43already starting to calculate and verify
- 1:29:45the payments and they're still waiting
- 1:29:47to observe this rate they will be
- 1:29:49delayed so sometimes the overnight rate
- 1:29:52is not observed in the last two days uh
- 1:29:54of the three-month period so if we
- 1:29:56ignore all of that then this expression
- 1:29:59and only if it's compounded when it's
- 1:30:01not compounded but average now which the
- 1:30:04interest is collected but don't reinvest
- 1:30:06it it will be slightly but not very
- 1:30:08different again typically this
- 1:30:09difference just a few percent
- 1:30:11so with that uh it's uh one mole 37 so
- 1:30:14what two minus one
- 1:30:17uh plant uh 90 minute time so i need to
- 1:30:20wrap up this is the last slide for today
- 1:30:23and the next lecture is the same time on
- 1:30:26tuesday of next week
- 1:30:28we will we will learn about risk
- 1:30:31and the final lecture will be on
- 1:30:33thursday of next week at the same time
- 1:30:35and in that final lecture we'll learn
- 1:30:37about other asset classes so thank you
- 1:30:40any final questions i'll stay in line a
- 1:30:41little longer than you than two days ago
- 1:30:44if there are any questions please ask
- 1:30:58going once
- 1:30:59going twice
- 1:31:01any questions
- 1:31:02no it seems that no question
- 1:31:05all right sounds good so uh well you
- 1:31:07know if you think of any question uh you
- 1:31:09know you're welcome to ask at the next
- 1:31:10lecture
- 1:31:12or you're also very welcome to email
- 1:31:14them to training at compatible.com so
- 1:31:18we'll also review them and answer your
- 1:31:21next lecture
- 1:31:22that's right yeah and also i wanted to
- 1:31:24remind that after the completion of the
- 1:31:26four lectures uh we'll have an online
- 1:31:29quiz and based on that we'll issue a
- 1:31:31certificate so um you know if you're
- 1:31:33interested in receiving a certificate
- 1:31:34for this course so you know please stay
- 1:31:36on uh through the last lecture and we'll
- 1:31:38have information about how to receive it
- 1:31:40uh at the end so everybody has a
- 1:31:42wonderful weekend and see you next
- 1:31:44tuesday thank you
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