A Survey on Volatility Fluctuations in the Decentralized Cryptocurrency Financial Assets
Total Page:16
File Type:pdf, Size:1020Kb
Load more
Recommended publications
-
Peer Co-Movement in Crypto Markets
Peer Co-Movement in Crypto Markets G. Schwenkler and H. Zheng∗ February 4, 2021y Abstract We show that peer linkages induce significant price co-movement in crypto markets in excess of common risk factors and correlated demand shocks. When large abnormal return shocks hit one crypto, its peers experience unusually large abnormal returns of the opposite sign. These effects are primarily concentrated among smaller peers and revert after several weeks, resulting in predictable returns. We develop trading strategies that exploit this rever- sal, and show that they are profitable even after accounting for trading fees and frictions. We establish our results by identifying crypto peers through co-mentions in online news using novel natural language processing technologies. Keywords: Cryptocurrencies, peers, co-movement, competition, natural language pro- cessing. JEL codes: G12, G14, C82. ∗Schwenkler is at the Department of Finance, Santa Clara University Leavey School of Business. Zheng is at the Department of Finance, Boston University Questrom School of Business. Schwenkler is corresponding author. Email: [email protected], web: http://www.gustavo-schwenkler.com. yThis is a revision of a previous paper by the two authors called \Competition or Contagion: Evidence from Cryptocurrency Markets." We are grateful to Jawad Addoum (discussant), Daniele Bianchi (discussant), Will Cong, Tony Cookson, Sanjiv Das, Seoyoung Kim, Andreas Neuhierl, Farzad Saidi, and Antoinette Schoar, seminar participants at Boston University and the Society for Financial Econometrics, and the participants at the 2020 Finance in the Cloud III Virtual Conference, the 2020 MFA Annual Meeting, the 3rd UWA Blockchain, Cryptocurrency and FinTech Conference, and the 2020 INFORMS Annual Meeting for useful comments and suggestions. -
YEUNG-DOCUMENT-2019.Pdf (478.1Kb)
Useful Computation on the Block Chain The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters Citation Yeung, Fuk. 2019. Useful Computation on the Block Chain. Master's thesis, Harvard Extension School. Citable link https://nrs.harvard.edu/URN-3:HUL.INSTREPOS:37364565 Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available under the terms and conditions applicable to Other Posted Material, as set forth at http:// nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of- use#LAA 111 Useful Computation on the Block Chain Fuk Yeung A Thesis in the Field of Information Technology for the Degree of Master of Liberal Arts in Extension Studies Harvard University November 2019 Copyright 2019 [Fuk Yeung] Abstract The recent growth of blockchain technology and its usage has increased the size of cryptocurrency networks. However, this increase has come at the cost of high energy consumption due to the processing power needed to maintain large cryptocurrency networks. In the largest networks, this processing power is attributed to wasted computations centered around solving a Proof of Work algorithm. There have been several attempts to address this problem and it is an area of continuing improvement. We will present a summary of proposed solutions as well as an in-depth look at a promising alternative algorithm known as Proof of Useful Work. This solution will redirect wasted computation towards useful work. We will show that this is a viable alternative to Proof of Work. Dedication Thank you to everyone who has supported me throughout the process of writing this piece. -
Virtual Currencies and Terrorist Financing : Assessing the Risks And
DIRECTORATE GENERAL FOR INTERNAL POLICIES POLICY DEPARTMENT FOR CITIZENS' RIGHTS AND CONSTITUTIONAL AFFAIRS COUNTER-TERRORISM Virtual currencies and terrorist financing: assessing the risks and evaluating responses STUDY Abstract This study, commissioned by the European Parliament’s Policy Department for Citizens’ Rights and Constitutional Affairs at the request of the TERR Committee, explores the terrorist financing (TF) risks of virtual currencies (VCs), including cryptocurrencies such as Bitcoin. It describes the features of VCs that present TF risks, and reviews the open source literature on terrorist use of virtual currencies to understand the current state and likely future manifestation of the risk. It then reviews the regulatory and law enforcement response in the EU and beyond, assessing the effectiveness of measures taken to date. Finally, it provides recommendations for EU policymakers and other relevant stakeholders for ensuring the TF risks of VCs are adequately mitigated. PE 604.970 EN ABOUT THE PUBLICATION This research paper was requested by the European Parliament's Special Committee on Terrorism and was commissioned, overseen and published by the Policy Department for Citizens’ Rights and Constitutional Affairs. Policy Departments provide independent expertise, both in-house and externally, to support European Parliament committees and other parliamentary bodies in shaping legislation and exercising democratic scrutiny over EU external and internal policies. To contact the Policy Department for Citizens’ Rights and Constitutional Affairs or to subscribe to its newsletter please write to: [email protected] RESPONSIBLE RESEARCH ADMINISTRATOR Kristiina MILT Policy Department for Citizens' Rights and Constitutional Affairs European Parliament B-1047 Brussels E-mail: [email protected] AUTHORS Tom KEATINGE, Director of the Centre for Financial Crime and Security Studies, Royal United Services Institute (coordinator) David CARLISLE, Centre for Financial Crime and Security Studies, Royal United Services Institute, etc. -
CASP) Software-Only, Ledger Agnostic, Platform Agnostic, Crypto Agile Bank-Grade Security for Crypto Assets
Protect Your Crypto Assets with Unbound’s Crypto Assets Security Platform (CASP) Software-Only, Ledger Agnostic, Platform Agnostic, Crypto Agile Bank-Grade Security for Crypto Assets Mathematically proven security Cryptography is one of the foundational security elements used by guarantee – the key material never organizations to protect sensitive data, transactions, services and identities. exists in the clear throughout its At the core of any cryptography implementation is the management of lifecycle including creation, in-use cryptographic keys and their protection from compromise and misuse. and at-rest With crypto assets, the protection of private keys is top priority, since the Any currency, any ledger, any private key is used to sign each transaction. It is therefore mandatory platform, any client to keep the key secure – not only from compromise, but also from any Programmatically derived malicious usage – as it takes only one fraudulent transaction (i.e. a single sign addresses (BIP 32/44) that are operation, to empty a wallet). cryptographically protected Backed by proven mathematical guarantees of security, Unbound’s Crypto Stronger and more flexible than Asset Security Platform (CASP) provides its customers with a software-only multi-signature – ledger-agnostic support of flexible quorum security platform that is as safe as hardware. With CASP, one can fully manage structures, any number of human the keys’ lifecycle, define cryptographically-based approval policies, while and/or servers, internal and supporting any currency, any ledger, any platform and any client type. external, that are required to sign a transaction Any Currency, Any Ledger, Any Platform Infinite scalability – easily scale capacity when and where it is Traditionally, securing the keys and secrets that guard the organizations’ most needed valuable assets required the use of dedicated hardware, such as hardware Intuitive and easy to use SDK – security modules (HSMs) and smartcards. -
Blockchain – Operator Opportunities Version 1.0 July 2018
Blockchain – Operator Opportunities Version 1.0 July 2018 About the GSMA The GSMA represents the interests of mobile operators worldwide, uniting more than 750 operators with over 350 companies in the broader mobile ecosystem, including handset and device makers, software companies, equipment providers and internet companies, as well as organisations in adjacent industry sectors. The GSMA also produces the industry-leading MWC events held annually in Barcelona, Los Angeles and Shanghai, as well as the Mobile 360 Series of regional conferences. For more information, please visit the GSMA corporate website at www.gsma.com. Follow the GSMA on Twitter: @GSMA. About the GSMA Internet Group The GSMA Internet Group (IG) is the key working group which researches, analyses and measures the potential opportunities and impacts of new web and internet technologies on mobile operator networks and platforms. We maintain the most up-to-date knowledge base of new internet and web innovations through intelligence gathering of available global research and active participation in key Standards organisations. www.gsma.com/workinggroups Authors: Peter Ajn Vanleeuwen, KPN Douwe van de Ruit, KPN Contributors: Dan Druta, AT&T Axel Nennker, Deutsche Telecom Shamit Bhat, GSMA Rinze Cats, KPN Kaissar Jabr, Monty Holding Page 2 of 36 Table of Contents Blockchain – Operator Opportunities ............................................................................ 1 Version 1.0 ............................................................................................................................... -
Crypto Daily Report – June 9
This document is being provided publicly in the following form. Please subscribe to FSInsight.com for more. Members Area Crypto Daily Crypto Daily Report – June 9 Crypto Daily Crypto Daily Report – June 9 June 9 FSInsight Team Crypto Daily Report The Most Important Daily Data for Digital Assets Daily Analysis from FSInsight June 9, 2021 Late Tuesday evening, lawmakers in El Salvador's Congress voted by a supermajority in favor of making bitcoin legal tender. The law allows for the prices of goods and services to be denominated and paid in BTC, and perhaps more notably, exempts any exchanges in bitcoin from capital gains tax. Coinbase (Nasdaq: COIN) revealed Tuesday that its institutional holdings grew 170% from $45 billion to $122 billion in Q1 2021 as demand skyrocketed alongside the latest crypto bull run. The Company has over 8,000 institutional clients, many of which use its Coinbase Custody product. Crypto exchange Gemini acquired custody specialist Shard X for an undisclosed amount on Wednesday morning. Gemini COO, Noah Perlman, stated that the acquisition will enable Gemini " to meet the current demand for fast withdrawals, interacting with DeFi staking, or the transferring of digital assets with greater efficiency." Daily Important Metrics CRYPTO SIZE SENTIMENT BULLISH SIGNAL Bullish signal is tied to the crypto market growing Market Cap $1.5T +$42B ( +2.79% ) BTC Dominance 41.64% ( +1.49% ) STABLE COINS FUTURES CME BULLISH SIGNAL A positive spread between Futures Prices and Spot BULLISH SIGNAL Prices is Bullish Increase in circulating -
Linking Wallets and Deanonymizing Transactions in the Ripple Network
Proceedings on Privacy Enhancing Technologies ; 2016 (4):436–453 Pedro Moreno-Sanchez*, Muhammad Bilal Zafar, and Aniket Kate* Listening to Whispers of Ripple: Linking Wallets and Deanonymizing Transactions in the Ripple Network Abstract: The decentralized I owe you (IOU) transac- 1 Introduction tion network Ripple is gaining prominence as a fast, low- cost and efficient method for performing same and cross- In recent years, we have observed a rather unexpected currency payments. Ripple keeps track of IOU credit its growth of IOU transaction networks such as Ripple [36, users have granted to their business partners or friends, 40]. Its pseudonymous nature, ability to perform multi- and settles transactions between two connected Ripple currency transactions across the globe in a matter of wallets by appropriately changing credit values on the seconds, and potential to monetize everything [15] re- connecting paths. Similar to cryptocurrencies such as gardless of jurisdiction have been pivotal to their suc- Bitcoin, while the ownership of the wallets is implicitly cess so far. In a transaction network [54, 55, 59] such as pseudonymous in Ripple, IOU credit links and transac- Ripple [10], users express trust in each other in terms tion flows between wallets are publicly available in an on- of I Owe You (IOU) credit they are willing to extend line ledger. In this paper, we present the first thorough each other. This online approach allows transactions in study that analyzes this globally visible log and charac- fiat money, cryptocurrencies (e.g., bitcoin1) and user- terizes the privacy issues with the current Ripple net- defined currencies, and improves on some of the cur- work. -
Beauty Is Not in the Eye of the Beholder
Insight Consumer and Wealth Management Digital Assets: Beauty Is Not in the Eye of the Beholder Parsing the Beauty from the Beast. Investment Strategy Group | June 2021 Sharmin Mossavar-Rahmani Chief Investment Officer Investment Strategy Group Goldman Sachs The co-authors give special thanks to: Farshid Asl Managing Director Matheus Dibo Shahz Khatri Vice President Vice President Brett Nelson Managing Director Michael Murdoch Vice President Jakub Duda Shep Moore-Berg Harm Zebregs Vice President Vice President Vice President Shivani Gupta Analyst Oussama Fatri Yousra Zerouali Vice President Analyst ISG material represents the views of ISG in Consumer and Wealth Management (“CWM”) of GS. It is not financial research or a product of GS Global Investment Research (“GIR”) and may vary significantly from those expressed by individual portfolio management teams within CWM, or other groups at Goldman Sachs. 2021 INSIGHT Dear Clients, There has been enormous change in the world of cryptocurrencies and blockchain technology since we first wrote about it in 2017. The number of cryptocurrencies has increased from about 2,000, with a market capitalization of over $200 billion in late 2017, to over 8,000, with a market capitalization of about $1.6 trillion. For context, the market capitalization of global equities is about $110 trillion, that of the S&P 500 stocks is $35 trillion and that of US Treasuries is $22 trillion. Reported trading volume in cryptocurrencies, as represented by the two largest cryptocurrencies by market capitalization, has increased sixfold, from an estimated $6.8 billion per day in late 2017 to $48.6 billion per day in May 2021.1 This data is based on what is called “clean data” from Coin Metrics; the total reported trading volume is significantly higher, but much of it is artificially inflated.2,3 For context, trading volume on US equity exchanges doubled over the same period. -
On the Relationship of Cryptocurrency Price with US Stock and Gold Price Using Copula Models
mathematics Article On the Relationship of Cryptocurrency Price with US Stock and Gold Price Using Copula Models Jong-Min Kim 1 , Seong-Tae Kim 2 and Sangjin Kim 3,* 1 Statistics Discipline, University of Minnesota at Morris, Morris, MN 56267, USA; [email protected] 2 Department of Mathematics, North Carolina A&T State University, Greensboro, NC 27411, USA; [email protected] 3 Department of Management and Information Systems, Dong-A University, Busan 49236, Korea * Correspondence: [email protected] Received: 15 September 2020; Accepted: 20 October 2020; Published: 23 October 2020 Abstract: This paper examines the relationship of the leading financial assets, Bitcoin, Gold, and S&P 500 with GARCH-Dynamic Conditional Correlation (DCC), Nonlinear Asymmetric GARCH DCC (NA-DCC), Gaussian copula-based GARCH-DCC (GC-DCC), and Gaussian copula-based Nonlinear Asymmetric-DCC (GCNA-DCC). Under the high volatility financial situation such as the COVID-19 pandemic occurrence, there exist a computation difficulty to use the traditional DCC method to the selected cryptocurrencies. To solve this limitation, GC-DCC and GCNA-DCC are applied to investigate the time-varying relationship among Bitcoin, Gold, and S&P 500. In terms of log-likelihood, we show that GC-DCC and GCNA-DCC are better models than DCC and NA-DCC to show relationship of Bitcoin with Gold and S&P 500. We also consider the relationships among time-varying conditional correlation with Bitcoin volatility, and S&P 500 volatility by a Gaussian Copula Marginal Regression (GCMR) model. The empirical findings show that S&P 500 and Gold price are statistically significant to Bitcoin in terms of log-return and volatility. -
IFRS: Accounting for Crypto-Assets
IFRS (#) Accounting for crypto-assets Contents 1. Introduction 1 2. What are crypto-assets? 2 2.1. Cryptocurrencies 3 2.2. Tokens (crypto-assets other than cryptocurrencies) 5 3. Accounting for crypto-assets 10 3.1. Selected activities of standard setters 10 3.2. Special situations 13 3.3. Conclusion 15 4. Supporting details 16 5. Contacts 21 1 Introduction Crypto-assets experienced a breakout year in 2017. Cryptocurrencies, such as bitcoin and ether, have seen their prices surge as the public’s YoYj]f]kk`Ykaf[j]Yk]\$Yf\ÕfYf[aYdeYjc]lhYjla[ahYflk`Yn]l`mk af[j]Ykaf_dqlmjf]\l`]ajYll]flagflgl`]h`]fge]fgf&KaemdlYf]gmkdq$ a wave of new crypto-asset issuance has been sweeping the start-up fundraising world, sparking the interest of regulators in the process. 9[[gmflYflk`Yn]l`mk^YjZ]]ffglYZd]Zql`]ajj]dYlan]YZk]f[]^jge l`YlfYjjYlan]&H]j`Yhk$egklfglYZd]akl`]^Y[ll`Yll`]9mkljYdaYf 9[[gmflaf_KlYf\Yj\k:gYj\ 99K:!`YkkmZeall]\Y\ak[mkkagfhYh]j gfÉ\a_alYd[mjj]f[a]kÊlgl`]Afl]jfYlagfYd9[[gmflaf_KlYf\Yj\k :gYj\ A9K:!$Yf\l`]9[[gmflaf_KlYf\Yj\k:gYj\g^BYhYf 9K:B! `Ykakkm]\Yf]phgkmj]\jY^l^gjhmZda[[gee]flgfY[[gmflaf_^gj “virtual currencies”.1AfY\\alagf$l`]A9K:\ak[mkk]\[]jlYaf^]Ylmj]kg^ ljYfkY[lagfkafngdnaf_\a_alYd[mjj]f[a]k\mjaf_alke]]laf_afBYfmYjq *()0$Yf\oadd\ak[mkkaf^mlmj]o`]l`]jlg[gee]f[]Yj]k]Yj[`hjgb][l in this area.1 L`akYdkg`a_`da_`lkl`]dY[cg^YklYf\Yj\ar]\[jqhlg%Ykk]llYpgfgeq$ o`a[`eYc]kal\a^Õ[mdllg\]l]jeaf]l`]Yhhda[YZadalqg^klYf\Yj\k]ll]jkÌ hmZdak`]\h]jkh][lan]k&>mjl`]jegj]$\m]lgl`]\an]jkalqYf\hY[]g^ affgnYlagfYkkg[aYl]\oal`[jqhlg%Ykk]lk$l`]^Y[lkYf\[aj[meklYf[]k g^]Y[`af\ana\mYd[Yk]oadd\a^^]j$eYcaf_al\a^Õ[mdllg\jYo_]f]jYd [gf[dmkagfkgfl`]Y[[gmflaf_lj]Yle]fl& <]khal]l`]eYjc]lÌkaf[j]Ykaf_dqmj_]flf]]\^gjY[[gmflaf__ma\Yf[]$ l`]j]`Yn]Z]]ffg^gjeYdhjgfgmf[]e]flkgfl`aklgha[lg\Yl]& Afl`akj]hgjl$o]YaelgÕjklZja]Öqafljg\m[][jqhlg[mjj]f[a]kYf\ gl`]jlqh]kg^[jqhlg%Ykk]lk&L`]f$o]\ak[mkkkge]g^l`]j][]fl activities by accounting standard setters in relation to crypto-assets. -
Pdf [2] Popper, N
Journal of Mathematical Finance, 2021, 11, 495-511 https://www.scirp.org/journal/jmf ISSN Online: 2162-2442 ISSN Print: 2162-2434 The Investors’ Behavior towards the Relationship between Bitcoin, Litcoin, Dash Coins, and Gold: A Portfolio Modeling Approach Asma Maghrebi, Fathi Abid Department of Management, Faculty of Economics and Management, Sfax, Tunisia How to cite this paper: Maghrebi, A. and Abstract Abid, F. (2021) The Investors’ Behavior towards the Relationship between Bitcoin, This study considers a market-based economy that is composed of two asset Litcoin, Dash Coins, and Gold: A Portfolio classes: one is a digital, cryptocurrency, and the other is real, gold. We dem- Modeling Approach. Journal of Mathemat- onstrated that coins like (BTC, LTC, and DASH) can substitute a traditional ical Finance, 11, 495-511. https://doi.org/10.4236/jmf.2021.113028 safe haven “gold” in an intertemporal investment portfolio to become a new form of safe haven. The cryptocurrency follows a Jump-diffusion process. How- Received: June 29, 2021 ever, gold prices follow an Ornstein-Uhlenbek process to characterize the Accepted: August 16, 2021 stochastic nature of the market. The stochastic optimal control approach, Published: August 19, 2021 combined with the strategic asset allocation and the intertemporal utility Copyright © 2021 by author(s) and theory, are used through the derivation of a Hamilton-Jacobi-Bellman (HJB) Scientific Research Publishing Inc. equation to determine an explicit solution of the optimal allocation problem This work is licensed under the Creative for investors with CRRA utility function. We considered the Gamma Lévy Commons Attribution International process to solve the optimization problem. -
Banking on Bitcoin: BTC As Collateral
Banking on Bitcoin: BTC as Collateral Arcane Research Bitstamp Arcane Research is a part of Arcane Crypto, Bitstamp is the world’s longest-running bringing data-driven analysis and research cryptocurrency exchange, supporting to the cryptocurrency space. After launch in investors, traders and leading financial August 2019, Arcane Research has become institutions since 2011. With a proven track a trusted brand, helping clients strengthen record, cutting-edge market infrastructure their credibility and visibility through and dedication to personal service with a research reports and analysis. In addition, human touch, Bitstamp’s secure and reliable we regularly publish reports, weekly market trading venue is trusted by over four million updates and articles to educate and share customers worldwide. Whether it’s through insights. their intuitive web platform and mobile app or industry-leading APIs, Bitstamp is where crypto enters the world of finance. For more information, visit www.bitstamp.net 2 Banking on Bitcoin: BTC as Collateral Banking on bitcoin The case for bitcoin as collateral The value of the global market for collateral is estimated to be close to $20 trillion in assets. Government bonds and cash-based securities alike are currently the most important parts of a well- functioning collateral market. However, in that, there is a growing weakness as rehypothecation creates a systemic risk in the financial system as a whole. The increasing reuse of collateral makes these assets far from risk-free and shows the potential instability of the financial markets and that it is more fragile than many would like to admit. Bitcoin could become an important part of the solution and challenge the dominating collateral assets in the future.