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From Tweets To Token Sales: Assessing Ico Success Through Social Media Sentiments, Donghao Huang, S. Samuel, Quoc Toan Huynh, Zhaoxia Wang
From Tweets To Token Sales: Assessing Ico Success Through Social Media Sentiments, Donghao Huang, S. Samuel, Quoc Toan Huynh, Zhaoxia Wang
Research Collection School Of Computing and Information Systems
With the advent of social network technology, the influence of collective opinions has significantly impacted business, marketing, and fundraising. Particularly in the blockchain space, Initial Coin Offerings (ICOs) gain substantial exposure across various online platforms. Yet, the intricate relationships among these elements remain largely unexplored. This study aims to investigate the relationships between social media sentiment, engagement metrics, and ICO success. We hypothesize a positive correlation between favorable sentiment in ICO-related tweets and overall project success. Additionally, we recognize social media engagement indicators (mentions, retweets, likes, follower counts) as critical factors affecting ICO performance. Employing machine learning techniques, we conduct …
On The Effects Of Information Asymmetry In Digital Currency Trading, Kwansoo Kim, Robert John Kauffman
On The Effects Of Information Asymmetry In Digital Currency Trading, Kwansoo Kim, Robert John Kauffman
Research Collection School Of Computing and Information Systems
We report on two studies that examine how social sentiment influences information asymmetry in digital currency markets. We also assess whether cryptocurrency can be an investment vehicle, as opposed to only an instrument for asset speculation. Using a dataset on transactions from an exchange in South Korea and sentiment from Korean social media in 2018, we conducted a study of different trading behavior under two cryptocurrency trading market microstructures: a bid-ask spread dealer's market and a continuous trading buy-sell, immediate trade execution market. Our results highlight the impacts of positive and negative trader social sentiment valences on the effects of …
The Economics Of Financial Scams: Evidence From Initial Coin Offerings, Kenny Phua, Bo Sang, Chi Shen Wei, Yang Yu
The Economics Of Financial Scams: Evidence From Initial Coin Offerings, Kenny Phua, Bo Sang, Chi Shen Wei, Yang Yu
Research Collection Lee Kong Chian School Of Business
We examine the economics of financial scams by analyzing the market for initial coin offerings (ICOs). Using data snapshots of 5,873 ICOs, we find that irregularities in ICO characteristics across listing websites predict higher scam risk and are likely intentional. These patterns are consistent with a model where malicious issuers maximize profits by using irregularities to screen for naïve investors. Almost half of the ICOs in our sample may be scams, amounting to more than U.S. $6 billion in losses. Our results draw attention to the frequent use of screening mechanisms in financial scams.
In Search Of Cryptocurrency Failure, Donglian Ma, Jun Tu, Zhaobo Zhu
In Search Of Cryptocurrency Failure, Donglian Ma, Jun Tu, Zhaobo Zhu
Research Collection Lee Kong Chian School Of Business
This paper explores the determinants of cryptocurrency failure and the pricing of crypto failure risk. We document different significant market- and characteristic-based predictors for coin and token failures. The introduction of Bitcoin futures and the outbreak of COVID19 affect the importance of many predictors. Investors require extra return for bearing high failure risk of crypto assets. The return difference across high and low failure risk crypto assets is not explained by the market, size and momentum factors in the cryptocurrency market. Finally, investors benefit from diversifying into high failure risk crypto assets that is little correlated with the stock market.
The Future Of Cryptocurrency And Blockchain Technology In Finance, Wanyi Wong, Alan @ Ali Madjelisi Megargel
The Future Of Cryptocurrency And Blockchain Technology In Finance, Wanyi Wong, Alan @ Ali Madjelisi Megargel
Research Collection School Of Computing and Information Systems
Cryptocurrencies have been all the rage in recent years, with many being drawn to their appeal as speculative investment assets. Its proponents also champion the secure and decentralised nature of the technology it is based on, called the blockchain. Given the secure nature of blockchain technology, the idea of adopting cryptocurrencies as legal tender currency has also been mooted and experimented with – with the most famous example being the Central American nation of El Salvador’s bold move to adopting the cryptocurrency Bitcoin as legal tender in September 2021. In theory, this would provide a solution to the high transaction …
Evolve Path Tracer: Early Detection Of Malicious Addresses In Cryptocurrency, Ling Cheng, Feida Zhu, Yong Wang, Ruicheng Liang, Huiwen Liu
Evolve Path Tracer: Early Detection Of Malicious Addresses In Cryptocurrency, Ling Cheng, Feida Zhu, Yong Wang, Ruicheng Liang, Huiwen Liu
Research Collection School Of Computing and Information Systems
With the boom of cryptocurrency and its concomitant financial risk concerns, detecting fraudulent behaviors and associated malicious addresses has been drawing significant research effort. Most existing studies, however, rely on the full history features or full-fledged address transaction networks, both of which are unavailable in the problem of early malicious address detection and therefore failing them for the task. To detect fraudulent behaviors of malicious addresses in the early stage, we present Evolve Path Tracer, which consists of Evolve Path Encoder LSTM, Evolve Path Graph GCN, and Hierarchical Survival Predictor. Specifically, in addition to the general address features, we propose …
The Financialization Of Cryptocurrencies, Lei Huang, Tse-Chun Lin, Fangzhou Lu, Jian Sun
The Financialization Of Cryptocurrencies, Lei Huang, Tse-Chun Lin, Fangzhou Lu, Jian Sun
Research Collection Lee Kong Chian School Of Business
We show that change in Grayscale Bitcoin Trust premium is the single most significant predictor of Bitcoin daily return. This sentiment measure is similar to the closed-end fund discount measure as in Baker and Wurgler (2006), but more likely to reflect the excess demand from traditional investors than from blockchain specialists. Although there is a substantial variation in Bitcoin price quotes worldwide, this Grayscale premium and discount predict Bitcoin daily return for the most liquid Bitcoin exchanges. Using K-means clustering and LDA analysis, we find that this predictability is especially significant when there is a large variation in bullish and …
Secure Hierarchical Deterministic Wallet Supporting Stealth Address, Xin Yin, Zhen Liu, Guomin Yang, Guoxing Chen, Haojin Zhu
Secure Hierarchical Deterministic Wallet Supporting Stealth Address, Xin Yin, Zhen Liu, Guomin Yang, Guoxing Chen, Haojin Zhu
Research Collection School Of Computing and Information Systems
Over the past decade, cryptocurrency has been undergoing a rapid development. Digital wallet, as the tool to store and manage the cryptographic keys, is the primary entrance for the public to access cryptocurrency assets. Hierarchical Deterministic Wallet (HDW), proposed in Bitcoin Improvement Proposal 32 (BIP32), has attracted much attention and been widely used in the community, due to its virtues such as easy backup/recovery, convenient cold-address management, and supporting trust-less audits and applications in hierarchical organizations. While HDW allows the wallet owner to generate and manage his keys conveniently, Stealth Address (SA) allows a payer to generate fresh address (i.e., …
When Will Cryptocurrency’S Winter Come To An End?, Singapore Management University
When Will Cryptocurrency’S Winter Come To An End?, Singapore Management University
Perspectives@SMU
With the price of Bitcoin and other cryptocurrencies dropping dramatically, what is in store for the digital asset market?
The Cryptocurrency Participation Puzzle, Ran Duchin, David H. Solomon, Jun Tu, Xi Wang
The Cryptocurrency Participation Puzzle, Ran Duchin, David H. Solomon, Jun Tu, Xi Wang
Research Collection Lee Kong Chian School Of Business
We show that ongoing zero portfolio weights in cryptocurrency are surprisingly difficult to generate in a standard Bayesian portfolio theory framework. With ten years of prior data, equity market investors would need very pessimistic priors on mean returns to justify never having bought cryptocurrency: -10.6% per month for Bitcoin, and -19.6% per month for a diversified portfolio of cryptocurrencies. Moreover, most priors that involve never purchasing cryptocurrency imply that investors should short cryptocurrency. Optimal absolute weights are generally small but non-trivial (1-5%), frequently positive, and fairly smooth despite returns being volatile. Under a wide range of priors, the certainty equivalent …
Cryptocurrencies: Now What?, Wei Zhou, Fathurraman
Cryptocurrencies: Now What?, Wei Zhou, Fathurraman
Perspectives@SMU
New use cases could lead to wider adoption, but regulation and the transition to Web3 must be handled first
Regulating The Fintech Space, Jing Yang, Patrick Thng, Zhu Juntao, Kell Jay Lim
Regulating The Fintech Space, Jing Yang, Patrick Thng, Zhu Juntao, Kell Jay Lim
Perspectives@SMU
China gets to grips with fintech but still frowns upon cryptocurrencies. Regulation, blockchain technology, and central bank digital currencies will be under the spotlight amidst the crypto crash
Is The Crypto World Having Its Own 2008 Lehman Brothers Moment?, Eric Lim
Is The Crypto World Having Its Own 2008 Lehman Brothers Moment?, Eric Lim
Perspectives@SMU
Cryptocurrency markets have tumbled in recent times due to the age-old story of greed, arrogance and disregard for responsibility, writes UNSW Business School’s Eric Lim
Coinbase Global Inc. Strategic Audit, Decker Bobin
Coinbase Global Inc. Strategic Audit, Decker Bobin
Honors Theses
Coinbase is a cryptocurrency exchange founded in the U.S during 2012 by Brian Armstrong and Fred Ehrsam. Coinbase’s application allows users to buy, sell, and exchange different cryptocurrencies on the open market. Cryptocurrencies are digital assets used as a medium to quickly transfer value, globally, without any middleman. Some cryptocurrencies have different technology than others, but all are based on blockchain, and cryptography. Blockchain technology allows transactions to be built into a chain that is forever accessible, hence the name “public ledger.” Cryptography is what ensures ultimate ownership, through seed phrases, and security through encryption. Coinbase has several large competitors …
Flight To Bitcoin, Yang Yu, Jinyuan Zhang
Flight To Bitcoin, Yang Yu, Jinyuan Zhang
Research Collection Lee Kong Chian School Of Business
This paper uncovers an overlooked motivation of Bitcoin investment: investors hold Bitcoin as an asset on which government authorities have limited influence. Consistent with this motivation, we document a flight-to-Bitcoin (FTB) phenomenon whereby local demand for Bitcoin increases with local economic policy uncertainties and Bitcoin ownership shifts from centralized exchanges to decentralized wallets amid such turbulence. FTB is driven by investors’ lack of confidence in government as FTB is stronger in countries where the confidence in government is low and corruption incidents surge. Finally, a comparison with safe-haven assets further differentiates FTB from flight-to-safety.
Cross-Cryptocurrency Return Predictability, Li Guo, Bo Sang, Jun Tu, Yu Wang
Cross-Cryptocurrency Return Predictability, Li Guo, Bo Sang, Jun Tu, Yu Wang
Research Collection Lee Kong Chian School Of Business
Using the minute-frequency data on Binance, we find strong evidence of cross-cryptocurrency return predictability. The lagged returns of other cryptocurrencies serve as significant predictors of focal cryptocurrencies up to ten minutes, in line with slow information diffusion. The results are robust across various methods, including the adaptive LASSO and principal component analysis. Furthermore, a long-short portfolio formed on the past returns of cryptocurrencies can generate a daily return of 2.16% out-of-sample after accounting for transaction costs, indicating sizable economic value of cross-cryptocurrency return predictability.
Making Money From Cryptocurrency? The Taxman May Call On You, Hern Kuan Liu, Vincent Ooi
Making Money From Cryptocurrency? The Taxman May Call On You, Hern Kuan Liu, Vincent Ooi
Research Collection Yong Pung How School Of Law
Miners, forgers, hobbyists, traders – different rules apply. Just don’t assume crypto investment is somehow immune to taxation.
Asia Embraces Digital Currency And Cryptocurrency, David Kuo Chen Lee
Asia Embraces Digital Currency And Cryptocurrency, David Kuo Chen Lee
Asian Management Insights
A decade ago, everyone was sceptical about cryptocurrency. Today, Asian governments are harnessing its technology to raise payment efficiency and improve financial inclusion. Initially, the technology was advocated and harnessed by ‘cypherpunks’, that is, individuals who advocate the use of cryptography and other strong encryption technologies to promote social and political change. At that time, being a cypherpunk meant standing on the opposite side of the government; today, I see cypherpunks, otherwise more appropriately known as cryptopunks, working closely with governments.
Bitcoin As A Viable Alternative To Legacy Reserve Assets: Reasons, Risks, And Adoption, Jeffry Blake Dunson Ii
Bitcoin As A Viable Alternative To Legacy Reserve Assets: Reasons, Risks, And Adoption, Jeffry Blake Dunson Ii
Senior Honors Theses
Reserve assets include commodities, currencies, or other capital held by institutions as a hedge against the fluctuations of external factors. While the United States’ rise to power helped establish the US dollar as the most predominant reserve asset of the past fifty years, current events & the fast pace of technological advancement has exposed some limitations in the system. Blockchain technology has allowed for assets with cryptographically verifiable integrity that fundamentally depart from the US dollar standard and has potential to overhaul reserve assets as we know it. The course of this research details the downsides of legacy reserve assets, …
Bitcoin: The Pioneer Of Cryptocurrency With A Limited Dream, Anna M. Gellerman, Benjamin Zheng
Bitcoin: The Pioneer Of Cryptocurrency With A Limited Dream, Anna M. Gellerman, Benjamin Zheng
Publications and Research
BitCoin is the most well known and adaptable cryptocurrency today. Due to the evolvement of the cryptocurrency market, many are thinking what this could mean for society; is the world ready for a new mainstream medium of exchange? This poster argues that although BitCoin is functional for small scale payments, it is inadaptable to become a payment tool comparable to cash and card.
Traceable Monero: Anonymous Cryptocurrency With Enhanced Accountability, Yannan Li, Guomin Yang, Wily Susilo, Yong Yu, Man Ho Au, Dongxi Liu
Traceable Monero: Anonymous Cryptocurrency With Enhanced Accountability, Yannan Li, Guomin Yang, Wily Susilo, Yong Yu, Man Ho Au, Dongxi Liu
Research Collection School Of Computing and Information Systems
Monero provides a high level of anonymity for both users and their transactions. However, many criminal activities might be committed with the protection of anonymity in cryptocurrency transactions. Thus, user accountability (or traceability) is also important in Monero transactions, which is unfortunately lacking in the current literature. In this paper, we fill this gap by introducing a new cryptocurrency named Traceable Monero to balance the user anonymity and accountability. Our framework relies on a tracing authority, but is optimistic, in that it is only involved when investigations in certain transactions are required. We formalize the system model and security model …
Rise Of The Machines? Intraday High-Frequency Trading Patterns Of Cryptocurrencies, Alla A Petukhina, Raphael C. G. Reule, Wolfgang Karl Hardle
Rise Of The Machines? Intraday High-Frequency Trading Patterns Of Cryptocurrencies, Alla A Petukhina, Raphael C. G. Reule, Wolfgang Karl Hardle
Sim Kee Boon Institute for Financial Economics
This research analyses high-frequency data of the cryptocurrency market in regards to intraday trading patterns related to algorithmic trading and its impact on the European cryptocurrency market. We study trading quantitatives such as returns, traded volumes, volatility periodicity, and provide summary statistics of return correlations to CRIX (CRyptocurrency IndeX), as well as respective overall high-frequency based market statistics with respect to temporal aspects. Our results provide mandatory insight into a market, where the grand scale employment of automated trading algorithms and the extremely rapid execution of trades might seem to be a standard based on media reports. Our findings on …
Fintech Regulations In The United States Compared To Regulations In Europe And Asia, Victoria Williams
Fintech Regulations In The United States Compared To Regulations In Europe And Asia, Victoria Williams
Honors College Theses
Fintech, or financial technology, is an up and coming industry and yet at the same time has been around since the 1950s. In Europe and Asia, there has been a lot of innovation, and lawmakers have been forced to keep up with regulating the rapidly growing industry. However, the United States has not risen to the occasion of properly regulating this industry and can learn from countries in Europe and Asia on how to effectively regulate fintech. This essay explains generally what fintech is, why it must be properly regulated, how countries in Europe and Asia regulate it, and how …
Understanding Cryptocurrencies, Wolfgang Karl Hardle, Campbell R. Harvey, Raphael C. G. Ruele
Understanding Cryptocurrencies, Wolfgang Karl Hardle, Campbell R. Harvey, Raphael C. G. Ruele
Sim Kee Boon Institute for Financial Economics
Cryptocurrency refers to a type of digital asset that uses distributed ledger, or blockchain, technology to enable a secure transaction. Although the technology is widely misunderstood, many central banks are considering launching their own national cryptocurrency. In contrast to most data in financial economics, detailed data on the history of every transaction in the cryptocurrency complex are freely available. Furthermore, empirically oriented research is only now beginning, presenting an extraordinary research opportunity for academia. We provide some insights into the mechanics of cryptocurrencies, describing summary statistics and focusing on potential future research avenues in financial economics.
Automated Theme Search In Ico Whitepapers, Chuanjie Fu, Andrew Koh, Paul Griffin
Automated Theme Search In Ico Whitepapers, Chuanjie Fu, Andrew Koh, Paul Griffin
Research Collection School Of Computing and Information Systems
The authors explore how topic modeling can be used to automate the categorization of initial coin offerings (ICOs) into different topics (e.g., finance, media, information, professional services, health and social, natural resources) based solely on the content within the whitepapers. This tool has been developed by fitting a latent Dirichlet allocation (LDA) model to the text extracted from the ICO whitepapers. After evaluating the automated categorization of whitepapers using statistical and human judgment methods, it is determined that there is enough evidence to conclude that the LDA model appropriately categorizes the ICO whitepapers. The results from a two-population proportion test …
Ico As Mainstream Method Of Capital Raising, Eduard Yelagin
Ico As Mainstream Method Of Capital Raising, Eduard Yelagin
Undergraduate Research
We develop a theory of financing entrepreneurial ventures by Initial Coin Offerings (ICOs). We show how distributed ledger technology (Blockchain) allows ventures to significantly decrease the price of issuance of new types of securities relative to a traditional venture capital (VC) approach. In addition, we discuss several types of new securities, called tokens. We explore the source of their value and benefits (and negative qualities) for entrepreneurial ventures and investors. We find that, in general, different types of tokens can provide unique benefits and additional information about a tokens’ issuer market sentiment. The following information would become available with the …
Establishing Cryptocurrency Equilibria Through Game Theory, Carey Caginalp, Gunduz Caginalp
Establishing Cryptocurrency Equilibria Through Game Theory, Carey Caginalp, Gunduz Caginalp
ESI Publications
We utilize optimization methods to determine equilibria of cryptocurrencies. A core group, the wealthy, fears the loss of assets that can be seized by a government. Volatility may be influenced by speculators. The wealthy must divide their assets between the home currency and the cryptocurrency, while the government decides the probability of seizing a fraction the assets of this group. We establish conditions for existence and uniqueness of Nash equilibria. Also examined is the separate timescale problem in which the government policy cannot be reversed, while the wealthy can adjust their allocation in reaction to the government’s designation of probability.
Establishing An Asia-Pacific Cryptocurrency Hub, Arnat Leemakdej, Chiyachantana N. Chiraphol
Establishing An Asia-Pacific Cryptocurrency Hub, Arnat Leemakdej, Chiyachantana N. Chiraphol
Research Collection Lee Kong Chian School Of Business
Asia is leading the way in digital asset markets, but individual countries are taking markedly different paths toward regulation and management in establishing themselves as cryptocurrency hubs, balancing innovation and regulation. Investors should be vigilant about the risks associated with alternative capital-raising methods.
The Wider Impact Of A National Cryptocurrency, Dennis Ng, Paul Griffin
The Wider Impact Of A National Cryptocurrency, Dennis Ng, Paul Griffin
Research Collection Lee Kong Chian School Of Business
This study looks at the impact of a national cryptocurrency on the payment landscape in the midst of the rise of globalpublic cryptocurrencies and interest from central banks in a possible national cryptocurrency. The impacts are analysed for consumers, merchants, banks,payment providers, international money transfer operators and central banks.The study analyses the pros and cons for each player with an overall impactranking. There is a particular emphasis on central banks as they hold key regulatory oversight for economic and financial matters affecting a country.Whilst finding that there is an overall benefit, there are also significant risks. A sandbox approach is …
Cryptocurrency: A New Investment Opportunity?, David Kuo Chuen Lee, Li Guo, Yu Wang
Cryptocurrency: A New Investment Opportunity?, David Kuo Chuen Lee, Li Guo, Yu Wang
Research Collection Lee Kong Chian School Of Business
Bitcoin was the first cryptocurrency to use blockchain and has been the market leader since the first bitcoin was mined in 2009. After the birth of Bitcoin with the genesis block, more than 1,000 altcoins and crypto-tokens have been created, with at least 919 trading actively on unregulated or registered exchanges. This entire class of cryptocurrencies and tokens has been classified by some tax authorities as having the same status as commodities. If cryptocurrency is viewed in the same class as commodities, how different is it in terms of its risk and return structure? This article sets out to help …