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Financial Knowledge Graph & Beyond

Reason over big financial data and produce results with explanations

PROBLEM TO ADDRESS: It is a daily job for finance practitioners to collect and reason over a lot of data to make swift decisions. For example, listing potential acquirers for a specific business, or screening acquisition targets in accordance to certain criteria. Such work could usually take long hours to finish and involve reviewing information from multiple sources.

MISSION: FMeasure is dedicated to making this process automatic, and producing results with human-readable explanations in seconds.

SOLUTION: We track and analyze financial data in real-time and integrate all results in a large financial knowledge graph. The knowledge graph is used for financial decision making and explanation generation.

USE CASES: Based upon the integrated data provided by our knowledge graph, we are able to deliver results with explanations for a number of common financial tasks like acquirer recommendation, market research report generation, and business search based on technologies.


Data: The data that we track includes

  • Company financial statements, stock prices;
  • Company filings and earning call transcripts;
  • M&A transactions, funding round information, insider/institutional investor activities;
  • Company meta data covering both public and private companies;
  • Public employee information;
  • News, trademarks, papers  and patents;

Integration: Data from different sources is processed and integrated using the state of the art natural language processing and machine learning techniques.

Pipeline: Built on top of the knowledge graph and a set of built-in natural language processing and machine learning components, a pipeline is assembled to reason over the integrated data, and then produce final results for a given task. 



M&A Service for Corporations

Recommend potential acquirers and screen acquisition targets.

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Market Analysis for Startups

Position small businesses in merger & acquisition market.

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Corporate R&D Analysis

Analyze companies from the perspective of research & development.

See Example