File 025663
Investment Overview: Cryptocurrencies and Blockchain Technology (File 025663)
Goldman Sachs Investment Strategy Group analysis of cryptocurrency market state, blockchain technology applications, and viability assessment of Bitcoin as currency and asset as of November 2017.
Summary
This Goldman Sachs Investment Strategy Group presentation from November 2017 provides a comprehensive analysis of the cryptocurrency and blockchain landscape. It examines Bitcoin's market performance, blockchain technology's potential applications in financial markets and identity validation, and evaluates whether cryptocurrencies meet the criteria for viable currencies and stores of value. The document includes regulatory status across countries, discusses infrastructure vulnerabilities including hacking risks, and concludes that while blockchain technology is revolutionary, current cryptocurrencies are too volatile and risky, with central bank digital currencies expected to eventually prevail.
Investment Management DivisionAn Overview of the Current State of Cryptocurrencies and BlockchainTechnologyNovember 15, 2017Investment Strategy GroupToday’s DiscussionInvestmentManagementDivisionI. The Cryptocurrency MarketplaceII.III.IV.Blockchain Technology and Potential UsesHow Cryptocurrencies WorkIs Bitcoin a Viable Currency?V. Is Bitcoin a Viable Asset?VI.Cryptocurrency RisksVII. Key TakeawaysSource: Investment Strategy Group1Cryptocurrencies Have Received Enormous AttentionInvestmentManagementDivision1. Bitcoin Currency Value – Through November 14, 20172. Cryptocurrencies with Market Capitalization over US$1 Billion$120700060006,590592%YTD$100107.5$80USD per Bitcoin (XBT)500040003000$60$4030.22000$2022.6100002011 2012 2013 2014 2015 2016 2017$0Bitcoin Ethereum BitcoinCash7.83.4 3.31.8 1.8 1.7 1.7 1.6Ripple Dash Litecoin Monero NEO NEM IOTA EthereumClassic• Bitcoin was conceived in 2008 by an anonymous inventor who is known by the pseudonym, Satoshi Nakamoto.• Since then, an estimated 2,000+ cryptocurrencies have come into existence, with a combined market cap of over $200bn. 1• There are an estimated 129 focused hedge funds 2 and 121 cryptocurrency exchanges globally. 3(1) Coinranking.com, (2) https://next.autonomous.com/thoughts//how-many-crypto-hedge-funds-can-you-count, (3) https://cryptocoincharts.info/markets/infoSource: Investment Strategy Group, Cryptocompare.com.2Cryptocurrencies have Garnered Diverging ViewsTimeline of Statements and Measures over Recent MonthsInvestmentManagementDivisionJapanesegovernmentrecognizesBitcoin aslegal tenderApr. 1, 2017ChinabansICOsSept. 4, 2017“It’s afraud…worse thantulip bulbs” 1–J. DimonSept. 12, 2017SouthKoreabansICOsSept. 28, 2017Japan’s FSAapproves 11operators ofcryptocurrencyexchangesSept. 29, 2017“Still thinking about#Bitcoin. Noconclusion - notendorsing/rejecting” 3- Lloyd BlankfeinOct. 3, 2017“Bitcoin is 'a ponzischeme’”- DBS Group(David Gledhill)Nov. 14, 2017Sept. 11, 2017Sept. 17, 2017July 24, 2017US CFTCapprovesBitcoin futurestradingChina banscryptocurrencyexchangesBIS publishesreport weighingrisks andbenefits ofcryptocurrenciesSept. 27, 2017“[Bitcoin is]certainly more thanjust a fad” 2– MS CEO, GormanSept. 29, 2017SECcharges twoICOs withfraudOct. 13, 2017“Index of moneylaundering.”- Blackrock CEOLarry Fink(1) Barclays Investor Conference, September 12, 2017. (2) Wall Street Journal Event, September 27, 2017. (3) Twitter, October 3, 2017. (4) CNBC, November 14, 2017.Source: Investment Strategy Group, public news sources.3What is Blockchain Technology?InvestmentManagementDivisionIllustrative Schematic: Centralized Network versus Distributed NetworkCentralized NetworkDistributed Network• Blockchain is the critical and differentiating infrastructure that underlies cryptocurrencies.• Unlike most networks today, which rely on a centralized hub, a blockchain is a public distributed network whosecomplete database can be accessed and maintained by each member of the network.• The blockchain is a shared and continually reconciled database. As new transactions occur, data is quicklydisseminated to, verified, and incorporated across all nodes on the network.• Because it has no single maintainer, the blockchain’s history is resistant to editing by a malicious actor.Source: Investment Strategy Group, http://cryptocurrencyfacts.com/how-does-cryptocurrency-work-2/ .4Blockchain Technology Holds Potential for a Range ofApplicationsInvestmentManagementDivision1. Financial Market Transactions2. Identity Validation and SecurityClient XYZCurrentStateT+ 2DMVBlockchain-EnabledSettlementT+ 0Credit Card IssuerUS Dept. of StateOnline RetailerMortgage LenderSecure Digital Identity• Banks are focused on blockchain technology for post-tradesettlement and clearing, with aims to:� Streamline equities settlement from T+2 to T+0.• Potential to securely link identity and payment credentials toa unique individual.� Benefit peer-to-peer businesses reliant on counterpartytrust.� Streamline compliance and anti-money launderingsurveillance.• Goldman Sachs Global Investment Research expects limited blockchain adoption over the next 2-5 years, and broaderacceptance after 5-10 years.─Capital market adoption may take over 10 years, given regulatory oversight and the multitude of participants.Source: Investment Strategy Group, GS Investment Research, Profiles in Innovation: Blockchain: https://360.gs.com/gs/portal/?st=1&action=action.binary&d=21760456&fn=/document.pdf.Goldman Sachs & Co LLC, Blockchain, The New Technology of Trust, http://www.goldmansachs.com/our-thinking/pages/blockchain/index.html 5What is a Cryptocurrency andWhy is Blockchain Technology Important?InvestmentManagementDivisionCommon Features of CryptocurrenciesCommon Features ofCryptocurrencies� DigitalAttributes• Coin ownership is represented by entries on a digitalledger, not by a physical token.� Decentralization • No single entity controls the currency.� Open Source • All source code is available freely online.� DistributedConsensus� Pseudonymity� Cryptography(computerized encoding)• Each cryptocurrency uses a method for obtainingconsensus on ownership without a central arbiter.• Coin ownership is not linked to real-world identitieswithin the blockchain.• Several cryptographic techniques are used to verifytransactions, protect identities, and limit supply.• A cryptocurrency is a decentralized digital coin. It allows users to make transactions and store money in a secure andpseudonymous manner.• All cryptocurrency transactions are recorded chronologically on a blockchain, which acts as the critical infrastructureunderlying a cryptocurrency.• The process of verifying transactions and ensuring the validity of the blockchain is called “mining.”• Mining solves the “double-spending” problem that had plagued previous attempts to implement a digital currency.Source: Investment Strategy Group, http://cryptocurrencyfacts.com/how-does-cryptocurrency-work-2/ .6How Do Miners Process Individual Transactions?InvestmentManagementDivisionStep 1: Bob wants to pay Alice 0.5 BTCIllustrative Schematic of a Bitcoin TransactionStep 2: Miners Verify the Transfer Request and addit to the next blockStep 3: Block Containing Bob and Alice’sTransaction is Added to the BlockchainBobAliceMinerBBob owns 1BTCPrevious transactionin which Bob waspaid 1 BTCNew transactionMinerABob wants to payAlice 0.5BTCDoes Bob have0.5BTC??Yes!MinerC1) Before sending any bitcoins, Bob must hold bitcoinsin his wallet from a previous transaction (or bysolving a block to earn the mining reward).2) Bob creates a new transaction in which he pays 0.5BTC (of his 1 BTC) to Alice.3) Bob broadcasts this transaction to the network forvalidation and inclusion in the blockchain.Bob has 1BTCBob wants to payAlice 0.5BTCDoes Bob have0.5BTC??Yes!Record Bob’s0.5BTC Transferto AliceRecord Bob’s0.5BTC Transferto AliceBob owns 1BTCBob wants to payAlice 0.5BTCDoes Bob have0.5BTC??Yes!Record Bob’s0.5BTC Transferto Alice1) Miner B happens to be the first to solve this blockand adds it to the blockchain. Miner B collects 12.5-bitcoin reward.2) If Bob’s transaction is included the block, Alicebecomes the owner of 0.5 BTC, which will registerin her wallet.• Consensus transaction validation creates a book of record for all transactions that have ever occurred.– Transactions may only occur if they are supported by evidence from previous transactions.– To send bitcoins, an owner’s wallet uses its private key to prove ownership of the referenced bitcoins.• Transaction processing typically take 10-20 minutes, but can take up to 18 hours if the network is congested.Source: Investment Strategy Group. 7What is Mining?InvestmentManagementDivisionASIC Mining Computer and a Mining Rig6.2”13.8”5.3”• Miners use highly specialized computers designed to run an algorithm that attempts to solve a cryptographic puzzle in orderto add a new block on the blockchain. By design, a bitcoin block is created once every ten minutes.• The computing power required to solve the cryptographic puzzle is high and expensive; bitcoin mining consumes anestimated $1.3bn worth of electricity annually 1 —equivalent to Ireland’s annual electricity consumption.• In order to incentivize mining, the first miner to complete a block is rewarded 12.5 bitcoins. The global supply of bitcoins iscapped at 21mil (currently ~16.5m) and follows a predetermined growth rate—the miners’ rewards halve every four years.• Given ~1-1.5m mining units globally, the likelihood of any one miner solving a block is low. Many miners join “miningpools,” which are cooperatives which share block rewards proportionate to contributed mining power.– Mining pools are highly concentrated; the top four pools represent over 50% of total mining power.(1) Bitcoin Energy Consumption Index: https://digiconomist.net/bitcoin-energy-consumptionSource: Investment Strategy Group, http://cryptocurrencyfacts.com/how-does-cryptocurrency-work-2/.8ICOs Fund the Development of New CurrenciesInvestmentManagementDivision1. Approximate Funds Raised by ICOs by Calendar Year (US$ Milllions)2. Total Funds Raised by Month (US$ Millions): Angel and Seed StageInternet VC versus ICO$4,000900Angel & Seed VC Funding (Internet)ICO Fundraising839Approximate Annual Funds Raised Through ICOs ($mil)$3,500$3,000$2,500$2,000$1,500$1,000$500$0$3,461$222$26 $142014 2015 2016 2017 YTDTotal Funds Raised ($Mn)8007006005004003002001000369346298262 271256259 268 27823523520719080638572397319230 2372 12 12 12 215 15 25 197/16 8/16 9/16 10/16 11/16 12/16 1/17 2/17 3/17 4/17 5/17 6/17 7/17 8/17 9/17• New blockchain-related projects are funded via an Initial Coin Offering (ICO). This process raises capital through token sales.• In an ICO, the object offered is either a new digital coin or a yet-undeveloped concept in search of funding. ICO investorspurchase an ownership percentage of a future money supply or functionality.• While many ICOs support legitimate use cases, Autonomous Research asserts, “unfortunately, many ICOs are fraudulent.” 1• Rather than raising fiat currency, ICOs primarily raise capital in the form of Bitcoin and Ether, driving additional demand forthe cryptocurrencies.(1) #Token Mania, Autonomous Research, July 2017.Source: Investment Strategy Group, Bloomberg, Goldman Sachs Global Investment Research, Cryptocompare.com.9Why Have Cryptocurrencies Rallied So Much?InvestmentManagementDivision1. Bitcoin Supply Over Time (Million Tokens)2. Currency Composition of Bitcoin Purchase Volume25100%US Dollar Japanese Yen South Korean Won Chinese Renminbi Euro Polish Zloty British Pound90%2080%Bitcoin Supply (Million)15105Current Supply70%60%50%40%30%20%10%02009201420192024202920342039204420492054205920642069207420792084208920942099210421092114211921242129213421390%2011 2012 2013 2014 2015 2016 2017• In addition to speculation, which has been the biggest driver of cryptocurrency appreciation, other drivers include:• Perceived Scarcity: Bitcoin’s 21 million token cap is expected to be reached in 2140 (16.5 million today). Many of theover 2,000 other cryptocurrencies, however, do not have a capped supply. Further, while unlikely, bitcoin’s token capcould be raised if a consensus of programmers decided so.• Desired Safe-haven: Increased global participation reflects desire for an asset independent from governments or centralbanks (“digital gold”). Many governments from which investors have sought diversification, however, have recentlybanned domestic crypto-exchanges.Source: Investment Strategy Group, Bloomberg, Cryptocompare.com.10As Bitcoin Ownership is Not Anonymous, Illicit Use has FallenInvestmentManagementDivisionLarry Fink on Bitcoin’s Illicit Use"Bitcoin just shows you how much demand for moneylaundering there is in the world. That’s all it is. It’s anindex of money laundering.”– BlackRock CEO Larry Fink, October 13, 2017• Because bitcoin is pseudonymous, not anonymous, users’ real-world identities are ascertainable once the individualconverts bitcoin to fiat currency.• Digital intelligence companies continually scan the blockchain to identify suspicious transaction activity.• The Blockchain Intelligence Group estimates that illegal transactions in bitcoin fell from ~50% of total volume in 2015to ~20% in 2016, and represent “significantly less than that” today.• As law enforcement has become better able to track bitcoin ransom, cybercriminals have begun to favor currencies thatallow anonymity, such as Monero and Zcash, and even Ether.Source: Investment Strategy Group, Blockchain Intelligence Group, https://www.cnbc.com/2017/08/29/dark-web-finds-bitcoin-increasingly-more-of-a-problem-than-a-help-tries-otherdigital-currencies.html.11Sovereign Currencies Meet Three CriteriaInvestmentManagementDivision1) They are used as a medium of exchange.– To represent a medium of exchange, an instrument must facilitate the transactionof goods or services between parities (US$ are used to buy a barrel of oil).2) They serve as unit of account.– A unit of account is a measurement which allows value to be accounted andcompared (a barrel of WTI is worth ~$55).3) They are a store of value.– A store of value is an asset that can be saved, stored, and exchanged in the futurefor a predictable stable value (with 2% annual inflation, a nominal dollar todaywill be worth 82¢ in 10 years).Source: Investment Strategy Group, Do Digital Currencies Pose a Threat to Sovereign Currencies and Central Banks?, Daniel Heller, PIIE.12Do Cryptocurrencies Meet the Criteria for Currencies?1) Bitcoin is an Inefficient Medium of ExchangeInvestmentManagementDivisionAverage Transaction Fees (US$ Monthly Average)654$ Per Transaction32$3.4$2.110Jan-17 Mar-17 May-17 Jul-17 Sep-17 Nov-17• Processing is expensive. The average transaction cost is ~$3.40, rendering transfer of small fund balances uneconomical.• Processing is slow. Transaction processing typically takes a minimum of 10-20 minutes, but can take up to 18 hours ifthe network is congested (Visa and Mastercard authorize transactions in ~20 milliseconds).• Bitcoin is not broadly accepted. A mere 9k merchants accept bitcoin, compared to the 37mil that accept Visa andMasterCard, and the billions of merchants and people globally that accept US dollars. 1• Further, the IRS considers all cryptocurrency gains a taxable event (including for de minimis purchases).(1) Do Digital Currencies Pose a Threat to Sovereign Currencies and Central Banks?, Daniel Heller, PIIE.Source: Investment Strategy Group, Bloomberg, Cryptocompare.com. 13Do Cryptocurrencies Meet the Criteria for Currencies?2) Bitcoin is an Unreliable Unit of AccountInvestmentManagementDivisionIllustrative Pricing: US$ vs. Bitcoin as a Unit of AccountJanuary 2nd 2017:1 Bitcoin =$1,012 =1 Bosch Dishwasher ($1,079)November 14th 2017:1 Bitcoin =$6,590 =6 Bosch Dishwashers ($6,474)• Bitcoin’s rapid appreciation makes it an unsatisfactory candidate as a unit of account.• In January, one could have purchased a dishwasher for one bitcoin. Today, it would cost 1/6 th a bitcoin to buy theunit, implying severe deflation over the past several months.• In deflationary environments, people hoard their money in order to buy goods more cheaply at a later date, which hasprompted most people to hoard their bitcoin.Source: Investment Strategy Group, Bloomberg, Cryptocompare.com. 14Do Cryptocurrencies Meet the Criteria for Currencies?3) Bitcoin is an Unstable Store of ValueInvestmentManagementDivision1. Volatility: Bitcoin versus Most Volatile EM Currencies2. Bitcoin, Ether and Ripple versus S&P 500 Historical Drawdowns100%95.0%60Bitcoin Ether Ripple S&P 500 (Over Bitcoin's History) S&P 500 (Since 1945)47475Y Annualized Volatility75%50%40200-2033122-19%0%-30%25%0%11.7% 11.9% 12.9%Turkey(TRY)Mexico(MXN)Colombia(COP)15.6% 16.1% 16.7%South Africa(ZAR)Brazil(BRL)Argentina(ARS)20.6%Russia(RUB)Bitcoin(XBT)-40-60-80Count of Drawdowns of 15% or More(Left Axis)-69%-67%-63%-57%Worst Historical Drawdown(Right Axis)-60%• Bitcoin’s annualized volatility of 95% dwarfs even the most volatile of EM currencies.• Bitcoin’s volatility is 8x the volatility of US equities. In terms of both count and magnitude, Bitcoin, Ether and Ripple have allexperienced more severe drawdowns over their short histories than the S&P 500 has since 1945.• Bitcoin exchanges have thin liquidity, which plays a role in driving enormous price movement—so far to the upside, but whichcould cause a flash crash upon a large sell order. A ~$30 million sell order would likely move the market by 5%.• A store of value should predictably preserve wealth. Bitcoin is unable to do so, as it neither generates income nor grows withearnings.Source: Investment Strategy Group, Bloomberg, Coindesk.com. 15Compared to Commodities, Bitcoin’s Market Price is DislocatedRelative to its Marginal Production CostInvestmentManagementDivisionOil, Gold and Bitcoin: Marginal Production Cost versus Current Market Price80007000Marginal Production CostCurrent Market Price(% above marginal production cost)$6,517(+350%)60005000400030002000$1,278(+50%)$1200-170010000$57(+8%)$52.5$850Crude Oil (WTI) Gold Bitcoin• Bitcoin tokens possesses no physicality, a criteria for traditional commodities.• Compared to other commodities, Bitcoin’s market price stands far above its marginal production cost.– Gold miners’ and oil drillers’ revenues stand 50% and 8% above their marginal production costs, respectively.– Bitcoin miners’ revenue per bitcoin stands approximately 350% above their electricity expenditures.(1) Peter C.B. Phillips, Shu-Ping Shi and Jun Yu, “Testing for Multiple Bubbles: Historical Episodes of Exuberance and Collapse in the S&P 500,” International Economic Review, Oct 28, 2015.Source: Investment Strategy Group, Bloomberg. 16Bitcoin’s Market Cap is Dislocated Relative to that of PaymentProcessorsInvestmentManagementDivisionRelative Transaction Volume and Market Cap$1012m Transaction Volume ($Trillion)Market Cap as % of 12m Transaction Volume (Right)96.8%100%$9$8.9$8$775%$6$5$4.850%$4$3$225%$1$02.8% 3.3%$0.1Visa Mastercard Bitcoin0%• Traditional payment processors, Visa and Mastercard, each processed several trillion worth of transaction volumes in2016. Bitcoin has processed $111 billion of transactions over the last 12 months.– Bitcoin’s slow transaction time precipitated its recent “hard fork” in attempt to enhance processing capacity.• Whereas traditional payment processors’ market cap represents ~3% of their transaction volume, Bitcoin’s represents97%, suggesting its valuation is dislocated from its fundamental value and that speculation has driven its price.(1) “Future of Finance Payment Ecosystems,” Goldman Sachs Global Investment Research, August 3, 2017.Source: Investment Strategy Group, Bloomberg, Corporate Annual Reports, Cryptocompare.com. 17(1) Peter C.B. Phillips, Shu-Ping Shi and Jun Yu, “Testing for Multiple Bubbles: Historical Episodes of Exuberance and Collapse in the S&P 500,” International Economic Review, Oct 28, 2015.Source: Investment Strategy Group, Bloomberg. 18Bitcoin’s Historical Risk Premium is UnexplainableInvestmentManagementDivision1. Bitcoin Factor Exposures and Unexplained Premium 2. Tactical Hedge Funds’ Factor Exposures and Unexplained Premium1.2%Annual Risk Premium1.0%0.8%0.6%0.4%0.2%EquityTermFundingLiquidityExchange RateEmerging Market0.0%Tactical Trading Hedge Funds7.0%6.0%~341ppAnnual Risk Premium5.0%4.0%3.0%2.0%2.8ppFactor Risk PremiumHistorical Risk Premium1.0%0.0%Tactical Trading Hedge Funds2.8%± 3.6%• Bitcoin’s 300%+ historical annual risk premium is idiosyncratic and cannot be explained by ISG’s multi-factor model.• An inability to understand sources of risk and return makes one incapable of predicting when performance will reverse.• For tactical hedge funds, half of the historical risk premium is explained by the factor model.(1) Peter C.B. Phillips, Shu-Ping Shi and Jun Yu, “Testing for Multiple Bubbles: Historical Episodes of Exuberance and Collapse in the S&P 500,” International Economic Review, Oct 28, 2015.Source: Investment Strategy Group, Bloomberg. 19Bitcoin’s Recent Performance is Suggestive of Bubble TerritoryInvestmentManagementDivisionBitcoin Performance in the Context of ISG Bubble Indicator• A bubble-detection test that measures explosive price behavior based on the S&P 500’s price-to-dividend ratio 1suggests only a 16% probability that the US stock market is currently in a bubble.• Bitcoin’s price performance, on the other hand, suggests the asset has been in bubble territory since early this year.Key Cryptocurrency RisksInvestmentManagementDivision• In addition to their extreme volatility, cryptocurrencies are vulnerable to:– Hacking of Exchanges– Unintentional Coding Error– Government Regulation– Central Bank Disruption– Developments in Quantum Computing (which would increase success of private key hacking)Source: Investment Strategy Group.20The Cryptocurrency Infrastructure is Young andSusceptible to HackingInvestmentManagementDivisionTimeline of Major Cryptocurrency Hacks and Amount Stolen2011- Allinvain – 25,000 BTC2012BitFloor – 24,000 BTC - - Bitcoin Savings and Trust – 46,703 BTC2013BIPS – 1,295 BTC - - Inputs.io – 4,100 BTC- Picostocks – 6,000 BTC2014Mt Gox – 75,000 BTC - - Flexcoin – 1,000 BTCPoloniex – undisclosed BTC -- Bitcurex – undisclosed BTCCanadian Bitcoins – undisclosed BTC -2015Coinapult – 150 BTC - - BitStamp – 18,866 BTCBitfinex – 1,500 BTC - - BTER – 7,170 BTCScrypt.CC – undisclosed BTC - - Purse.io – 10,235 BTC2016Bitfinex – $65mil -Gatecoin – $2mil -- Cryptsy – 13,000 BTC- Cointrader – undisclosed BTC- DAO – $55mil2017æternity blockchain – undisclosed - - CoinDash – $7milEdgeless Casino – undisclosed -Parity (Ethereum) – ~$350mil -- Swarm City – $32.6mil- Bithumb – $1mil- Veritaseum – $8.4mil• Although cryptocurrencies cannot be spent without control of the corresponding private keys, care must be taken toprotect those private keys. Many bitcoin owners allow exchanges to custody their private keys, which leaves themvulnerable:– If hackers are able to access owners’ private keys, they can deplete owners’ digital wallets.– As of August 2016, Reuters reported that a third of bitcoin exchanges had been hacked. 1– Ethereum’s recent Parity hack is the first time a coding error has resulted in a loss of funds.• Estimates vary but suggest that hackers have stolen at least several hundred million dollars of cryptocurrencies.(1) http://fortune.com/2016/08/29/risk-of-bitcoin-hacking-is-real/21Cryptocurrencies’ Legal and Regulatory Status Remains UncertainInvestmentManagementDivisionCountryIllustrativeAcceptance ofCryptocurrencies’ Status Key RegulatorCryptocurrencies 1Switzerland Assets, not Securities • FINMASingapore Assets, not Securities • Monetary Authority of SingaporeJapan Recognized as legal tender (Bitcoin only) • Financial Services AgencyUnited Kingdom Private Currency • Financial Conduct AuthorityUnited States− Commodities, potentially securities(SEC has not yet made determination)− IRS treats as property for tax purposes(Exchanges, however, are not required tocreate 1099s).• SEC• CFTC• OCC• 50 StatesRussia Financial instruments, not currency • Central Bank of Russia• Russian Finance MinistryChina Non-monetary digital asset • People’s Bank of China• The cryptocurrency world operates across geographic and jurisdictional borders, creating ambiguity as to its legalstatus.• Individual countries have taken differing views on cryptocurrencies.(1) Data according to Autonomous NEXT #Token Mania (July 2017)Source: Investment Strategy Group, Cryptocompare.com. 22Central Banks Have Begun Exploring Cryptocurrency OptionsInvestmentManagementDivision1. Central Bank Current State 2. Illustrative Potential State: Central Bank Cryptocurrencies• Sovereign central banks have begun exploring cryptocurrency options.• A retail central bank cryptocurrency would effectively give the public access to accounts at the central bank with theability to transfer payments peer-to-peer.• Cryptocurrency proposals are being considered by several central banks, including Singapore’s MAS, China’s PBOC,Russia’s Central Bank, Sweden’s Riksbank and Ecuador’s Banco Central.• A successful central bank cryptocurrency could substantially reduce fraud and tax evasion.Source: Investment Strategy Group, “Central Bank Cryptocurrencies,” Morten Bech, Rodney Garratt, Bank of International Settlements.23Central Bank Cryptocurrencies Could Substantially Reduce FraudInvestmentManagementDivision“Say there’s a grant to Nigeria for health stuff—if it’s digital money, they can track that itwas paid to a certain person and when it was paid out. Then you can audit later and say,‘Did that really happen?’ You don’t want to tell donors that three percent went astray. Nowthat there’s digital traceability in a place like Nigeria, where corruption is a huge problem,we can bring that down. A lot of the optimism we have at the foundation about disease,education and financial services is because we’re sitting on top of a digital miracle.”– Bill Gates, September 25, 2017Source: Investment Strategy Group, “Brain Trust: A Rare Joint Interview with Microsoft CEO Satya Nadella and Bill Gates,” The Wall Street Journal, September 25, 2017.24Key TakeawaysInvestmentManagementDivision• Blockchain technology, which underlies cryptocurrencies, is revolutionary, and likelyto have many applications.• Cryptocurrencies are currently too volatile to be a medium of exchange, unit ofaccount, or store of value, and have many vulnerabilities.• The cryptocurrency ecosystem will evolve substantially over time.• The current incarnation of cryptocurrencies is unlikely to persist, but we expectcentral bank digital currencies to prevail.Source: Investment Strategy Group.25Investment Management DivisionEconomic and Market MonitorsEconomics MonitorInvestmentManagementDivisionUS Labor Market Data Period Actual Survey Prior Revised European PMI Data Period Actual Survey Prior RevisedJOLTS Job Openings (k) Sep 6,093 6,075 6,082 6,090 Markit Eurozone Composite PMI Oct F 56.0 55.9 55.9 --Initial Jobless Claims (k) 4-Nov 239 232 229 -- Markit/BME Germany Composite PMI Oct F 56.6 56.9 56.9 --Continuing Claims (k) 28-Oct 1,901 1,885 1,884 -- Markit France Composite PMI Oct F 57.4 57.5 57.5 --Markit/ADACI Italy Composite PMI Oct 53.9 54.3 54.3 --US Consumer Sentiment Period Actual Survey Prior Revised Markit Spain Composite PMI Oct 55.1 54.6 56.4 --U. of Mich. Sentiment Nov P 97.8 100.8 100.7 --U. of Mich. 5-10 Yr Inflation Nov P 2.5% -- 2.5% -- European Activity Data Period Actual Survey Prior RevisedEurozone Retail Sales YoY Sep 3.7% 2.8% 1.2% 2.3%China Activity Data Period Actual Survey Prior Revised Italy Retail Sales YoY Sep 3.4% 0.5% -0.5% -0.1%Foreign Reserves Oct 3,109 3,110 3,109 -- Germany Industrial Prod. WDA YoY Sep 3.6% 4.5% 4.7% 4.6%Exports YoY Oct 6.9% 7.1% 8.1% 8.0% France Industrial Production YoY Sep 3.2% 3.1% 1.1% 1.0%Imports YoY Oct 17.2% 17.0% 18.7% 18.6% Italy Industrial Production WDA YoY Sep 2.4% 4.8% 5.7% 5.8%CPI YoY Oct 1.9% 1.8% 1.6% -- Spain Industrial Output SA YoY Sep 3.4% 3.1% 1.8% 1.9%• The US labor market continues to tighten; the small miss in claims is largely explained by Puerto Rico.• Chinese trade growth moderated; deals announced during President Trump’s visit are unlikely to reduce trade deficit.• Eurozone data came in mixed relative to consensus expectations, but still points to above-trend growth in the region.Source: Investment Strategy Group, Bloomberg.27Markets MonitorInvestmentManagementDivision1Y Price Range 11/14/2017 WTD Last Week¹ YTD 1Y Price Range 11/14/2017 WTD Last Week¹ YTDS&P 500 2,579 -0.1% -0.2% 15.2% MSCI AC World 573 -0.4% -0.4% 14.6%Cons Disc 738 0.4% 0.7% 13.9% MSCI EAFE 1,148 -0.8% -1.1% 10.7%Cons Staples 564 0.9% 2.1% 6.0% TOPIX 1,779 -1.2% 0.4% 17.1%Energy 503 -2.1% 1.1% -9.3% FTSE 100 7,414 -0.2% -1.7% 3.8%Financials 433 0.1% -2.7% 12.0% DAX 13,033 -0.7% -2.6% 13.5%Health Care 936 -0.3% -0.5% 17.4% IBEX 35 9,990 -1.0% -2.6% 6.8%Industrials 596 -0.9% -1.1% 10.7% Euro Stoxx 50 3,556 -1.0% -2.6% 8.1%Info Tech 1,106 -0.2% 0.0% 36.9% MSCI EM 60,154 -0.7% 0.2% 26.2%Materials 362 -0.6% -1.2% 15.9% MSCI China 88 -0.7% 2.4% 50.7%Real Estate 209 0.1% 3.2% 9.8% MSCI India 1,214 -1.3% -1.6% 23.5%Telecom 142 -1.7% -1.3% -19.8% MSCI Brazil 240,688 -1.9% -2.3% 15.4%Utilities 288 2.4% 0.4% 16.6% MSCI Russia 969 -0.3% 5.4% -3.0%NASDAQ 6,738 -0.2% -0.2% 25.2% USD Trade Weighted 81.16 -0.3% -0.5% -7.0%VIX 11.59 0.30 2.15 (2.45) EUR 1.1798 1.1% 0.5% 12.2%2yr Yield 1.69% 0.03% 0.04% 0.50% JPY 113.46 0.1% 0.5% 3.1%10yr Yield 2.37% -0.03% 0.07% -0.07% GBP 1.3165 -0.2% 0.9% 6.7%30yr Yield 2.83% -0.05% 0.07% -0.24% EM Currencies² -0.2% 0.0% 7.6%30yr AA Yield 3.83% -0.05% 0.14% -0.33% CNH 6.6357 0.4% -0.4% 5.1%HY Spread (bps) 360 0 21 -49 WTI Crude Oil 55.70 -1.8% 2.0% 3.7%LIBOR 1.42% 0.00% 0.02% 0.42% Gold Spot Price 1,280 0.4% 0.5% 11.1%1Y Low1Y Avg.Current1Y High• Equities were softer as concerns around tax reform outweighed a mostly positive Q3 earnings season. Bond yieldsrose globally and the dollar weakened, while oil continued to rally on geopolitical concerns.* Based on the MSCI EM Currency index.Source: Investment Strategy Group, Bloomberg.28Investment Management DivisionAppendix & DisclosuresAppendixInvestmentManagementDivision• Allinvain - https://www.forbes.com/sites/timworstall/2011/06/17/bitcoin-the-first-500000-theft/#68fa3f5929b3• BitFloor - https://www.theverge.com/2012/9/5/3293375/bitfloor-bitcoin-exchange-suspended-theft• Bitcoin Savings and Trust - https://www.theverge.com/2012/8/27/3271637/bitcoin-savings-trust-pyramid-scheme-shuts-down• BIPS - https://www.coindesk.com/bitcoin-payment-processor-bips-attacked-1m-stolen/• Inputs.io - https://www.coindesk.com/hackers-steal-bitcoins-inputs-io-wallet-service/• Picostocks - https://bitcointalk.org/index.php?topic=576337#post_toc_58• Mt. Gox - https://www.forbes.com/sites/andygreenberg/2014/02/25/bitcoins-price-plummets-as-mt-gox-goes-dark-with-massive-hack-rumored/#5b7199ffce1f• Poloniex - https://www.coindesk.com/poloniex-loses-12-3-bitcoins-latest-bitcoin-exchange-hack/• Canadian Bitcoins - https://news.vice.com/article/over-100k-in-bitcoin-was-stolen-in-a-ridiculously-low-tech-heist• Flexcoin - https://www.coindesk.com/bitcoin-bank-flexcoin-close-600000-bitcoin-theft/• Bitcurex - https://www.coindesk.com/polish-bitcoin-exchange-bitcurex-targeted-hacking-attack/• Coinapult - https://bravenewcoin.com/news/bitcoin-exchange-bitfinex-integrates-bitgo-following-recent-hack/• Bitfinex - https://cointelegraph.com/news/breaking-bitfinex-hot-wallet-hacked-bitcoins-stolen• Scrypt.CC - http://insidebitcoins.com/news/cloud-mining-provider-scrypt-cc-drains-bitcoin-from-user-balances/34500• BitStamp - http://www.zdnet.com/article/bitstamp-bitcoin-exchange-suspended-amid-hack-concerns-heres-what-we-know/• BTER - https://www.coindesk.com/bter-bitcoin-stolen-cold-wallet-hack/• Purse.io - https://www.cryptocoinsnews.com/purse-io-users-are-targeted-by-hackers-10-235-btc-stolen/• Bitfinex - http://fortune.com/2016/08/03/bitcoin-stolen-bitfinex-hack-hong-kong/• Gatecoin - https://siliconangle.com/blog/2016/05/17/cryptocurrency-exchange-gatecoin-hacked-2m-in-bitcoin-and-ethereum-stolen/• Cryptsy - https://www.coindesk.com/cryptsy-bankruptcy-millions-bitcoin-stolen/• Cointrader - https://www.pymnts.com/news/bitcoin-tracker/2016/obama-declares-bitcoin-a-national-currency/• DAO - https://www.coindesk.com/dao-attacked-code-issue-leads-60-million-ether-theft/• Aeternity blockchain - http://www.businessinsider.com/report-hackers-stole-32-million-in-ethereum-after-a-parity-breach-2017-7• Edgeless Casino - http://www.businessinsider.com/report-hackers-stole-32-million-in-ethereum-after-a-parity-breach-2017-7• Parity (Ethereum) - https://motherboard.vice.com/en_us/article/ywbqmg/parity-multi-signature-wallet-vulnerability-300-million-hard-fork• CoinDash - https://www.coindesk.com/coindash-ico-hacker-nets-additional-ether-theft-tops-10-million/• Swarm City - https://www.cnbc.com/2017/07/20/32-million-worth-of-digital-currency-ether-stolen-by-hackers.html• Bithumb - http://www.livebitcoinnews.com/south-korean-government-investigates-latest-bithumb-hack/• Veritaseum - https://www.coindesk.com/veritaseum-founder-claims-8-million-ico-token-stolen/30Important InformationInvestmentManagementDivisionInvestment Strategy Group. The Investment Strategy Group (ISG) is part of the Investment Management Division of Goldman Sachs. The Investment Strategy Group(ISG) is focused on asset allocation strategy formation and market analysis for Private Wealth Management. Any information that references ISG, including their modelportfolios, represents the views of ISG, is not research and is not a product of Global Investment Research. If shown, ISG Model Portfolios are provided for illustrativepurposes only. Your actual asset allocation may look significantly different based on your particular circumstances and risk tolerance. Tactical tilts may involve a highdegree of risk. No assurance can be made that profits will be achieved or that substantial losses will not be incurred.Economic and market forecasts presented herein reflect our judgment as of the date of this presentation and are subject to change without notice. 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