Decoding the Crypto Mindset with NLP: Bitcoin, Reddit, and FTX CFA Institute Enterprising Investor


Second, prepare to profit if the cryptocurrency starts to rebound. In 2018 and 2019, a total of 98 articles containing the keyword Bitcoin were published in Finance Research Letters. This growing academic interest in this subject follows the frenzy of individual investors since the 2017–2018 Bitcoin bubble, during which the price of the Bitcoin rose from $1,500 to nearly $20,000 in just a few months.

Retail Investors Lost Half Of Bitcoin Investment: Why The Globe Should Coordinate Regulation – Benzinga

Retail Investors Lost Half Of Bitcoin Investment: Why The Globe Should Coordinate Regulation.

Posted: Tue, 21 Feb 2023 17:29:11 GMT [source]

Adopting the benchmark approach, we derive the analytical pricing formulae of these products and finally perform numerical examples to illustrate option values. climbed back to $1,572 Friday afternoon after dropping below $1,550 overnight. Bloomberg Wall Street Week David Westin speaks with top names in finance about the week’s biggest issues on Wall Street. Following the announcement of Shibarium Beta, the price of BONE, the governance token of the upcoming layer 2 solution, jumped by over +15%. Although Ripple is confident it will win, the outcome is still unclear at the time of this writing. The issue is whether or not Ripple should be treated as a security.

Cryptocurrency Price Action

He holds an MS in quantitative finance from the University of Bologna and a BS in finance and economics from Lake Superior State University. Total number of days included in the analysis out of the 73-day examination period. Correlation shows how closely two variables move in relation to one another. In investing, this relationship is expressed numerically and ranges between -1.0 and 1.0. Screen for heightened risk individual and entities globally to help uncover hidden risks in business relationships and human networks. This paper studies volatility-equity options such as the target volatility options and the double digital call under the modified constant elasticity of variance model.

  • This means that many altcoins have a passionate group of followers, which is essential for a currency to gain adoption.
  • Crypto exchange FTX US is providing the infrastructure for the trading, with fees being the same as on the FTX platform, Stocktwits confirmed to CoinDesk.
  • Some of the more popular exchanges include Coinbase and eToro.

In particular, we examine which of the three investors’ sentiments offer accurate forecast information on four energy futures prices. Using the predictability test proposed by Westerlund and Narayan , we discover that all the forms of investors’ sentiments are significant predictors of the movements in energy futures prices. We also find this evidence consistent even when asymmetries are considered in the predictability models.

Crypto Market Background

Forex trading, some of the riskiest types of trading on the market? Some uncertainty is due to the fact that lawmakers have taken a close look at cryptocurrency and may impose some form of regulations on them. Regulation is generally seen as a necessary step toward mass adoption but we still don’t know how much it will mute demand among early adopters who bought crypto precisely because it was unregulated. In other words, a coin with a total circulation of 300,000 coins and a price of one cent would have a market cap of 3,000 (300,000 x 0.01). Research the “community.” Cryptocurrencies can be very fraternal.

  • Founded in 2009, StockTwits is a social media platform designed for the sharing of ideas between investors, traders, and entrepreneurs.
  • The big question is whether StockTwits can lure a growing number of crypto investors to its platform and whether these investors will choose to continue posting relevant messages via their network.
  • Bitcoin has also become widely accepted as a medium of exchange.
  • Your first question may have to do with how to know which cryptocurrency to buy.
  • Correlation shows how closely two variables move in relation to one another.

btc stockwits members use a cashtag — a dollar sign before a stock ticker — to share their stock tips or ideas related to a company. The social media firm then analyses posts and message volumes around the ticker to aggregate sentiment and list out the most touted stocks on its platform. We investigate the variations in rank order of the closing prices of stocks registered at the Shanghai A-share market over a long period of 16 years. And we find that rank mobility increases as a power law with increasing time scale, and eventually converges to a constant level.

Each transaction represents a “block” of data strung together to form a chain that theoretically makes all cryptocurrency transactions available to all owners. The data for every transaction is encrypted using cryptography. The RoBERTa model labeled each crypto-related Reddit comment as 0 or 1, meaning bearish or bullish, respectively, and generated a daily mean as a proxy for sentiment. A 0.5 score, for example, indicated equally bullish and bearish comments.


Bitcoin is referred to as digital gold and Ethereum as digital silver. As of this writing, there’s no evidence that cryptocurrency is an inflation hedge or a hedge against fiat currency. There are many who believe that will ultimately be the greatest reason to own cryptocurrency.

As you might guess, the one big difference between the crypto data and all of StockTwits other sentiment data is the lack of history for this dataset. However, given the fact that there are no other comparable investor sentiment data on the crypto currency markets, a few investors have been willing to give this new dataset a try. Currently, less than a handful of investors have licensed the new crypto datafeed, while more than a dozen firms are actively testing it. New York-based Stocktwits, which has more than 6 million registered users, will launch equity trading on its platform through its subsidiary ST Invest LLC, a SEC registered broker-dealer, according to a press release on Tuesday. Stocktwits, which has been offering a forum for discussing markets and trading ideas since 2008, rolled out cryptocurrency trading, its first asset, in February. Stocktwits, a social media platform for retail investors, will allow users to buy and sell equities on its platform.

Results indicate that all market returns have time scaling and, in 95% of cases, daily outliers represent less than 6% of observations. Bitcoin and ethereum on Thursday regained levels not seen since before the FTX collapse. Shiba Inu StockTwits users have had a lukewarm response to the latest news about Shibarium, with the sentiment barely changing following the beta launch announcement earlier today. However, you have to keep in mind that Shiba Inu has to compete with much larger cryptocurrencies like Bitcoin and Ethereum, and the investors’ interest in those two over the past couple of weeks could lead to SHIB’s poor results.

In fact, the BONE token could surge even higher over the coming weeks, reaching a price point of $3.50 before retracing to the $2 range. This seems quite unlikely due to the combination of a high market cap and an extremely large circulating supply of nearly 550 trillion SHIB. However, given the fact that Shibarium could greatly accelerate the SHIB burn rate, those price targets could become more feasible going forward.

It has a circulating of 19.33M coins and a maximum supply of 21.00M. The company’s new feature introduces a transaction-based revenue model, which would add to its primary revenue stream on the social media side — advertising, Khanna said. The company is planning to launch U.S. equities trading by early next quarter, with trading in stock options, crypto derivatives and other asset classes lined up ahead. To shed light on the causality link behind the correlation illustrated in the previous Section, we conduct both OLS regressions and Granger causality tests.

Get Started Learn how you can make more money with IBD’s investing tools, top-performing stock lists, and educational content. Scroll down for more cryptocurrency news and price updates. Our price prediction algorithm projects the price of Bone ShibaSwap to gain 15% in the next month and to trade at $2.24 in late March.

Browse an unrivalled portfolio of real-time and historical market data and insights from worldwide sources and experts. Access unmatched financial data, news and content in a highly-customised workflow experience on desktop, web and mobile. Although StockTwits’ new alternative cryptocurrency dataset has very little history, it is extremely unique as there are even fewer data providers in this space than there are institutional research providers. IBD Videos Get market updates, educational videos, webinars, and stock analysis. Bitcoin XLM and ethereum on Thursday regained levels not seen since…

Shiba Inu StockTwits Sentiment: Here’s What to Expect in Light of Shibarium Beta Launch – CoinCodex

Shiba Inu StockTwits Sentiment: Here’s What to Expect in Light of Shibarium Beta Launch.

Posted: Tue, 21 Feb 2023 20:08:27 GMT [source]