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Electronica Digital. Early on, crowdfunding was provided in exchange for future rewards or deals on products e. Entrepreneurs issue branded tokens to raise capital to create http cryptocurrency-trading-diversification amp online platform or ecosystem, in which all transactions require the use of that native token.

Soon after the ICO, tokens are usually listed on one or more online exchanges, providing liquidity for token-holders and a signal of the quality and future prospects of the platform. In this paper, we study the market for crypto-tokens, focusing http cryptocurrency-trading-diversification amp how entrepreneurs determine the price for tokens, the returns to investors from buying tokens during an ICO and selling them once they are listed on an exchange, and the returns to investors from investing in tokens on the listing date and holding them for various fixed time horizons.

We also use data from Twitter accounts of cryptocurrency firms to investigate the relationship between Twitter followers and activity, and market prices, and to measure the attrition rate of crypto-companies after completion of the ICO. Our paper aims to provide a comprehensive analysis of how startups in this industry transition and perform from birth, through the offering, to the listing, and http cryptocurrency-trading-diversification amp.

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Even after imputing large negative returns to http cryptocurrency-trading-diversification amp that are not listed within 60 days, the representative investor nearly doubles her money by investing in an ICO.

Because some tokens are illiquid, we examine, and find our results are robust to, gradual liquidation of tokens after listing.

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We examine the determinants of ICO underpricing and find that the returns to ICO investors have declined over time, suggesting that firms are learning from prior offerings about market demand for different kinds here platforms.

Pre-sales, also called pre-ICOs, have gotten more popular over time and we find that they also act to reduce underpricing.

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On the other hand, the age of the firm based on its Twitter account activation datea proxy for information asymmetry, is not related to ICO underpricing, u nderpricing, a significant difference between ICOs and IPOs. Next, we use Twitter data to gain a better understanding http cryptocurrency-trading-diversification amp the life cycle of ICO firms and the relationship between market values and Twitter activity.

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The coefficient from a simple regression of the natural logarithm of cryptocurrency market capitalization on the natural logarithm of the number of Twitter followers is 1. We use intensity of tweets from the cryptocurrency official Twitter account after the ICO to estimate that the survival rate for startups after days from the end of the Http cryptocurrency-trading-diversification amp is only We also show that in http cryptocurrency-trading-diversification amp markets, company announcements as measured by Tweets are good news, n ews, while no news is bad news.

Daily market returns of tokens go up by about 0. On the other hand, returns are negatively correlated with Twitter intensity from the prior month, suggesting some overreaction to news announced on Twitter, leading to reversals.

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Finally, we calculate the average returns to investors from buying http cryptocurrency-trading-diversification amp token when it is listed and then holding it for different time horizons. Because of overall appreciation in cryptocurrencies, we adjust for asset class returns in three ways: by subtracting the return of Bitcoin the most popular and actively traded cryptocurrencyby subtracting a valueweighted return to an index of all tokens, and by subtracting the return to a matched by market capitalization capitalization cryptocurrency http cryptocurrency-trading-diversification amp has traded for at least one year.

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Thus, http cryptocurrency-trading-diversification amp after the positive and significant returns from ICO to listing, token prices continue to drift higher relative to the asset class in the first six months after the listing date. The literature on blockchains, cryptocurrencies, and ICOs has grown significantly in just the last year.

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A number of recent theory papers have focused on the value of this hybrid asset, simultaneously an instrument used to raise capital, and a currency that will be used as a medium of exchange once the platform is built. Using http cryptocurrency-trading-diversification amp dynamic model, Cong, Li, and Wang derive the token price as a function of user population and preferences, and platform utility, and show that tokens lead to accelerated platform adoption as investors also become customers, and vice versa.

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ICOs could also be beneficial for the entrepreneur, in extracting information about how much value consumers derive from the platform Catalini and Gans,and in transferring idiosyncratic venture risk without losing control rights Chod and Lyandres, Momtaz examines token returns on the first day of trading, showing them to be http cryptocurrency-trading-diversification amp average positive and significant, well as determinants of first day returns and ICO success.

Our paper is the only one to date, that we are aware of, that looks at returns to investing in an ICO and exchange-traded http cryptocurrency-trading-diversification amp.

Please note that the information published on our How to trade coinbase pro should not be construed as personal advice and does How to trade coinbase pro consider your personal needs and circumstances. Are you ready to learn everything you NEED to know about this revolutionary cryptocurrency.

More broadly, our paper complements the growing literature on the value of blockchains as a development of Fintech.

Catalini and Gans provide an overview of the disruptive potential of blockchain technology. Http cryptocurrency-trading-diversification amp studies the proof-of-stake mechanism as an alternative to the electricityreliant proof-of-work currently used by most public blockchains.

Harvey provides a primer on cryptocurrencies. Outside of cryptocurrencies, our paper is http cryptocurrency-trading-diversification amp related to the recent literature on crowdfunding design including Ellman and HurkensChangChemla and Tinnand Strausz Our paper makes three main contributions.

First, we merge multiple online databases with hand-collected data to give us an unbiased and comprehensive summary of ICO fundraising metrics, prices and returns, and social media activity.

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Therefore, our findings are less subject to critiques of survivorship, recency, and selection bias. Second, we show that ICO investors are receiving r eceiving extraordinary compensation compensation for providing capital to an unproven firm and product through unregulated means. On the one hand, this is consistent with the tight relationship http cryptocurrency-trading-diversification amp risk and return that we would expect in markets with rational agents.

Coin / Name Market Cap Dominance Trading Volume Volume / Market Cap Change 24H Price
Hive Dollar $454,986,310 8.26% 0.0160 -0.22% $8.75856
DAPP $724,616 4.28% 0.0254 -0.71% $16.406528
ATOM $810,144,480 5.86% 0.0823 +0.23% $0.700279
CosmoChain $636,394,968 2.90% 0.022 -0.71% $3.548390
SWFTC $411,946 7.19% 0.0124 -0.51% $7.995387
LTO Network $85,627 0.29% 0.0455 +0.60% $8.882359
Content Value Network $4,189,159 8.23% 0.0478 -0.83% $24.503180
RFOX $514,443,642 0.16% 0.0736 +0.19% $7.373722
Enjin Coin $325,509,140 3.26% 0.0232 +0.76% $49.13434
Seele $414,481 2.44% 0.0357 -0.18% $15.550629
Etheroll $277,277 8.83% 0.0713 -0.88% $6.939480
SOLAN $312,853,442 1.99% 0.0551 +0.14% $40.611917
Edgeless $664,874,400 0.74% 0.0642 +0.96% $4.631715
ABBC Coin $576,256 8.47% 0.0244 -0.33% $19.497471
SCL $324,113 5.17% 0.0623 -0.59% $2.191834
SingularityNET $272,581 6.90% 0.0448 +0.80% $1.97174
LEMO $680,513,945 2.85% 0.0384 +0.69% $36.746754
Verasity $263,330 1.60% 0.0567 -0.86% $42.98097
LUN $84,300 8.47% 0.0296 +0.48% $32.852965
Dent $415,216,219 3.74% 0.0900 +0.30% $8.692704
IRIS $864,921,565 4.58% 0.0477 -0.17% $4.75324
OpenChat $543,983,232 0.17% 0.061 -0.31% $1.811544
IDH $860,209,805 8.36% 0.0163 +0.72% $48.423657
REV $303,197 3.22% 0.0182 -0.25% $8.256936
BF Token $188,130,520 5.42% 0.0479 +0.98% $1.245656
Zilla $598,982 1.77% 0.0838 +0.21% $40.143379
Amoveo $707,974 4.98% 0.0549 +0.88% $45.863897
XTZ $795,898 9.40% 0.0921 -0.68% $2.418814
ABYSS $162,603,719 8.99% 0.0248 +0.16% $49.527298
COCOS BCX $47,679 9.23% 0.054 +0.15% $0.541813
InsurePal $545,341 3.79% 0.0215 +0.28% $14.813828
CoinPoker Token $166,386 3.27% 0.0225 +0.52% $2.424739
ZEC $429,410 6.86% 0.0441 +0.82% $10.724281
ZOC $774,742 6.28% 0.070 -0.36% $3.994778 $41,970,231 7.20% 0.0179 -0.21% $3.677926
ByteCoin $528,871,663 8.40% 0.0692 +0.78% $7.502332
Rentberry $368,271,443 5.97% 0.0582 -0.24% $7.120130
Opacity $840,213,288 7.72% 0.0509 -0.79% $36.453666
NXS $286,540,400 8.72% 0.02 +0.97% $47.267517
SIX $274,855 7.43% 0.0855 -0.62% $35.729531
Bread token $16,467,277 6.99% 0.0461 +0.68% $10.109828
BERRY $833,324 9.11% 0.0919 +0.87% $33.838966
MRPH $544,502 6.84% 0.0345 +0.35% $32.277837
XRP $832,925 10.68% 0.0909 -0.36% $42.804233
UTK $318,997,823 4.63% 0.0186 -0.40% $0.648449
DDAM $899,100,798 8.93% 0.0771 -0.96% $6.723648
AYA $157,190,733 2.91% 0.0773 +0.28% $23.188105
Yee $565,802 6.65% 0.0607 -0.49% $10.11639
Polymath Network $5,908 9.85% 0.0922 +0.43% $1.994876
NKN $853,728,157 1.15% 0.0254 +0.36% $5.534818
Bitcoin HD $887,834 5.83% 0.0928 -0.29% $16.150320
GT $294,958,625 0.67% 0.0892 +0.28% $9.433982
CRM $356,142,400 3.24% 0.0929 -0.10% $35.547360

On the other hand, it flies in the face of many regulators and governments who view token sales as scams that take advantage of unsophisticated investors, and thus must be b e restricted to sophisticated investors or even http cryptocurrency-trading-diversification amp. Finally, we provide calculations calculations for ICO returns which are directly comparable and http cryptocurrency-trading-diversification amp with those on IPOs, which can be b e helpful better understanding the causes of the welldocumented IPO anomalies.

Our paper proceeds as follows. Section 2 explains the institutional details of the ICO market.

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Section 3 introduces the data and methodology for this paper. Section 4 presents results on ICO returns.

Section 5 provides results r esults for Twitter activity. Section 6 focuses on ICO returns returns after listing.

Section 7 concludes. Cryptocurrencies are digital currencies with all transactions kept on a public decentralized distributed ledger called the blockchain.

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From througha number of alternative cryptocurrencies, each with their own blockchain, were introduced with some unique features but generally the same s ame functional form as Bitcoin. InJ.

http cryptocurrency-trading-diversification amp Unlike earlier cryptocurrencies, units of MasterCoin were created cr eated by a fundraiser fun draiser in the month of Augustduring which, interested parties could send s end Bitcoins to an account and receive MasterCoins back at a pre-established exchange rate. Inthere http cryptocurrency-trading-diversification amp 9 such offerings, 74 inand more than ICOs in ICOs are nowadays typically conducted in multiple stages, which can altogether last several months, with earlier investors getting better terms.

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One common scheme involves hacking the website or social media accounts of a legitimate ICO and changing instructions so buyers send money to the hackers rather than the token sellers. Sometimes, the organizers of the ICO are scammers themselves.

More common than these obvious cases of criminality are soft scams, in which the entrepreneurs pretend to http cryptocurrency-trading-diversification amp using ICO proceeds for project development but instead slowly abandon the http cryptocurrency-trading-diversification amp and keep most of the ICO proceeds for themselves.

In response to these high-profile illegal activities, activities, governments and regulators have tightened the vise on ICOs. China and South Korea banned them entirely in late The SEC even set up a website for a nonexistent coin called the Howey Coin with a fake White Paper and fake Twitter accounts for celebrities who supposedly endorsed this coinin order to educate investors about http cryptocurrency-trading-diversification amp risks associated associated with ICOs.

Other countries, including ICO safe havens like Switzerland and Singapore are also revising their regulations, regulations, making the regulatory climate for ICOs all around the world http cryptocurrency-trading-diversification amp uncertain. We merge data for three different components of our analysis: ICO characteristics, daily market data on cryptocurrencies, and social media announcements on Twitter.

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A large number of ICO aggregator websites over 15 as of the writing of this paper have been launched due du e to increased interest by potential investors and the http cryptocurrency-trading-diversification amp public. We collect data from five aggregator websites that, when combined, combin ed, give us largest number here ICOs, the most available characteristics, and the highest accuracy: icodata.

When we merge the datasets together, we are left with ICOs, including ICOs which "" were completed before April 30,and ICOs which are ongoing as of that date or planned for http cryptocurrency-trading-diversification amp future.

We drop the latter from our sample and focus on the set of ICOs that have been completed.

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One potential problem with our data collection process is that since the aggregator websites have not been around since the first ICO inthey may be backfilling based on survivorship or ICO successcreating http cryptocurrency-trading-diversification amp survivorship bias in our dataset of ICOs.

Survivors are likely to be better performers which would bias upward the returns that we estimate.

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In order to mitigate this concern, we supplement the website aggregators data with hand-collected data on ICOs that were completed before December 31, We use coinmarketcap. CMC is widely considered the best b est available http cryptocurrency-trading-diversification amp source for cryptocurrency volume and prices.

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CMC does require organizations to submit a form in order to list their currencies so there is occasionally a small lag http cryptocurrency-trading-diversification amp the exchange listing date and the date when prices start appearing on the website.

Finally, for each Twitter account, we collect information from Twitter.

Twitter only allows collection of the last http cryptocurrency-trading-diversification amp from each user, but only 2. We code the number of Tweets in a day d ay as missing instead of zero, if there are more recent Tweets available.

Each of the http cryptocurrency-trading-diversification amp web aggregators aggregators have their own advantages and disadvantages. In order to figure out which source to use to resolve disagreement in variable values, we go to the source data company ICO announcements for a sample of such discrepancies.

Based http cryptocurrency-trading-diversification amp this sampling, we determined the following: Icobench has the most observations but often provides inaccurate values for certain variables also true for Icorating. For any variable of interest, we use this hierarchy to determine which source to use across all datasets that provide that variable.

We report summary statistics for all ICO characteristics in Table 1. In Panel B, we report mean values and median values in brackets for http cryptocurrency-trading-diversification amp subsamples.

Because the ICO market is relatively new and has been changing as it matures, we also separately report summary statistics in Columns 4 through 6 for subsamples of ICOs that were completed before Julyfrom July to Decemberand in Because the minimum tick size is tiny on cryptocurrency exchanges, the nominal price of a token is unlikely to have major liquidity or microstructure effects on trading, but it could be important in attracting attracting behavioral investors who http cryptocurrency-trading-diversification amp attracted to low nominal prices Birru and Wang, Top online cryptocurrency exchanges.

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