Sentiment
Continuous evolution: Researchers work to specialize NLP for finance
From academics to data teams at investment banks, those in and adjacent to the capital markets are looking to specialize natural language processing models to understand and break down financial data.
Advancements in NLP bring focus to document insight
Vendors are looking to provide AI models to help financial professionals get more value out of unstructured data sources.
In the world of financial data, context—not content—is the new king
For years, the mantra of the market data world has been ‘content is king.’ But with trading strategies now more dependent on being able to see the big picture, the value of context could quickly overtake the data itself.
Meme stocks, Reddit, and QAnon: A postcard from the origin of the metaverse
Join WatersTechnology for a look back at the most absurd stories of the year—Reddit/GameStop, the advent of meme stocks, and QAnon—and what they mean for you.
Machine learning & NLP in the capital markets: Some examples from 2021
To show how ML and NLP are spreading across the industry, WatersTechnology highlights 20 stories from the last 12 months that feature unique uses of AI.
This Week: LSEG/Quantile, Ice, Morningstar/Sentifi, SimCorp/FundApps, and more
A summary of some of the past week’s financial technology news.
ESG asset manager taps Symphony, FinTech Studios for thematic ‘mini-Bloomberg’
Sycomore Asset Management is preparing to roll out an expansion of how it uses the vendors’ combined platforms to be able to create and share targeted thematic investment data across its organization.
Disinformation campaigns coming to a Wall Street near you
Rebecca examines the tangled web woven between Reddit, meme stocks, and QAnon, and asks how well prepared data providers looking to jump on the meme stocks bandwagon are to recognize organized disinformation campaigns.
Meme stocks: Data providers conflicted on offering investment analyses
While some alternative data providers are jumping in on the meme-stock craze by producing new datasets and analyses geared toward risk management and alpha generation, others—perhaps rightly so—are staying cautious.
Putting the ‘green’ in green data: Rise of impact investing drives ESG M&A
Socially responsible investors are putting their money where their mouth is—in ever-increasing amounts. With insatiable demand for new datasets and analytics to support these strategies, it’s not surprising that every data vendor wants a slice of the ESG…
Ping An Asset Management zooms in on NLP models for sentiment analysis
The asset management arm of Ping An Insurance (Group) Company of China is enhancing its NLP models to solve complex, non-linear challenges such as overfitting.
Small alt data providers feel pressure to specialize
GTCOM-US, once a bespoke alt data shop for the buy side, has narrowed its offering to focus on Chinese datasets as the largest alt data players get even bigger.
Waters Wrap: The nature of data and information (And Ion-List thoughts)
Anthony takes a look at the alternative data industry post-GameStop, and wonders about Ion Group’s strategy going forward after recent acquisitions.
Data disruptors face uphill battle to overcome credit ratings stagnation
With traditional ratings agencies facing increased hostility from financial firms, new entrants are hoping to reshape ratings. But will fresh approaches appeal to an industry underwhelmed by existing offerings?
Data is boring, right? A look at some innovative market data projects underway
While market data departments are rarely highlighted when it comes to innovation, Max says that doesn’t mean there aren’t disruptive tech projects underway.
Financial markets and herd mentalities
Support for the little guys (and girls!) of retail investing has been encouraging to witness, but when it comes to GameStop, Wei-Shen wonders what the bigger picture shows.
PanAgora’s CIO & head of sustainable investing explain firm’s ESG framework, best practices
Waters Wavelength Podcast Interview Series: PanAgora’s George Mussalli and Mike Chen hit on topics including building predictive models using point-in-time data, and balancing ESG portfolios.
Waters Wrap: The New World of ESG (And GameStop & Interop)
While the Biden administration is already targeting environmental issues with early executive orders, Anthony says that it’s financial giants that will have the greatest effect on ESG investing in the near-term.
GreenKey aims to productize new research chatbot after winning Symphony hackathon
The company is consulting with buy-side and sell-side clients on how its newly developed GK Research Bot can best solve their research and information overload woes.
Goldman taps alt data for economic forecasts during pandemic
Economists at the bank leveraged a combination of public and third-party data to make conclusions about the future during uncertain times.
Machine Learning in the Capital Markets 2020: ML Spreads During Pandemic
WatersTechnology looks at how 10 different firms are embedding machine learning algorithms into their platforms and tools.
Nasdaq Looks to Contextualize ESG Ratings
The exchange's ESG Footprint converts ESG data into everyday metrics to show investors the impact of their portfolios.
FX Markets Ripe to Exploit Sentiment Data, Experts Say
Already well established as an alpha-enhancing input to equities trading, sentiment data is now being applied to other asset classes, starting with foreign exchange.
RavenPack Adopts 'NLP-as-a-Service' Model with Focus on Firms' Internal Data
The news sentiment and analysis specialist wants to help banks tap into the datasets they sit on every day, but don't yet possess the capabilities to use.