powering minds over markets

Open Data App

In the Markets

Spotlight on current market sentiments

Our Mission

Applying behavioral economics to sustainable investment outcomes

Tailored NLP

A flexible AI-based natural language processing system to identify and score millions of companies, people, products, assets, locations, topics, and events from any type of raw text.

Sentiment Feeds

NLP processed data is collated in real time into time-series data feeds covering asset buzz, ESG controversies, financial and global events, emotions, and themes.

Predictive Signals

Alpha is extracted from sentiment feeds into simple daily signals, useful for price prediction and risk management.

Our Data

The backbone of our research analytics

Real-Time and Multi-Dimensional

Scores are computed on a minutely basis for a variety of complex themes, sentiments, and sustainability topics using our proprietary natural language processing engine.

Global Entity Recognition

All major investable assets are tracked in local languages including global bonds and stock indices, ETFs, currencies, commodities, and cryptocurrencies. We map more than 100,000 global companies point-in-time to standard identifiers and industry codes.

Comprehensive Source Coverage

Monitoring of millions of news articles, social media, NGO reports, transcripts, filings, and press releases in 13 languages with history back to 1998 and continuously updated.

Our Clients

We serve global funds, corporations, banks and brokerages in over 25 countries

Valued Partners

Publicized Clients


Latest Developments

April 20, 2023

We look forward to visiting with friends at these upcoming events:

  • DealMax in Las Vegas - May 9th
  • BattleFin in New York City - May 17/18th
  • Clients in Geneva - May 23/24th
  • Clients in Zurich - May 25/26th
  • Clients in Cape Town - May 30/31st
  • Clients in Johannesburg - June 1st
  • World Investment Forum in Sea Island, Georgia - June 4-6th

Please contact us ([email protected]) to schedule a meeting.

January 19, 2023

We'd love to see you at BattleFin Data conference in Miami Jan 25th-27th, 2023! We'll be speaking Thursday morning about global macro forecasting with real-time media data.

December 01, 2022

Look forward to seeing our friends at BattleFin Data Discovery Day in London, Dec 7th!  We're speaking about the (controversial) ESG outlook for 2023.

October 13, 2022

We're thrilled to announce our ESG data was voted by analysts and investors as the Best ESG sentiment data of 2022 in ESG Insights.

October 12, 2022

Please join our webinar on “How news and social media data explain market behavior” with Refinitiv on Wednesday Oct 12th at 3pm ET.

Recent Blog Post

July 16, 2023
AI Trading: What Could Possibly Go Wrong...

The popular press is abuzz with articles about AI's transformation of investing, financial research and analysis, and stock market forecasting. At MarketPsych we work in the field of AI with large language models (LLMs) including chatGPT, and in today’s newsletter we explain some LLM trading basics as well as our own successful AI agent designed for stock price forecasting. To illustrate the value of AI in investing, we'll start with the human weaknesses it is designed to exploit…

Investing on fear


chatGPT is a non-sentient model (it's not conscious), and there is a big gap between it and the type of artificial general intelligence (AGI) described in the Fear Index. As physicist David Deutsch noted: “AI [artificial intelligence] has nothing to do with AGI [artificial general intelligence]. It’s a completely different technology, and it is in many ways the opposite of AGI … An AGI can do anything, whereas an AI can only do the narrow thing that it’s supposed to do.”