Peer-reviewed publications and working papers from our academic partnerships – on financial AI, market analysis, and information processing.
Machine learning
Published in Management Science (2022), this groundbreaking study uses supervised machine learning to identify 1,364 trigrams that signal non-answers in earnings calls, reshaping how corporate communication is analysed.
Read the full paper
Benchmark & retrieval
In financial analysis a plausible and even numerically correct answer can be grounded in the wrong evidence. FinRank is a benchmark of 1,185 manually authored question–answer records over the 10-K and 10-Q filings of 22 companies that forces systems to identify evidence for the right entity, reporting period and disclosure context, complete with curated hard negatives.
Read the paper
Financial analysis
This study evaluates whether the Model Context Protocol (MCP) offers a more reliable alternative to document-centric RAG for quantitative financial Q&A by giving LLMs direct access to curated vendor data through tools.
Read the paper
Corporate communication
An innovative examination of the relationship between corporate information-sharing strategies and media coverage patterns, with insights into optimal communication practices for public companies.
Read the paper
Financial analysis
A comprehensive study of how financial jargon and communication strategies during earnings calls directly affect market reactions and stock performance metrics.
Read the paper
Market efficiency
A paradoxical finding: legislation designed to improve clarity may inadvertently reduce market efficiency through information-processing dynamics.
Read the paper
Financial analysis
Published in Management Science (2023), this study examines how analyst conflicts of interest affect ICO evaluations and investment recommendations, with crucial insights into cryptocurrency market dynamics.
Read the paper
ESG & sustainability
Published in the Journal of Business Venturing (2022), this comprehensive study explores how ESG factors influence venture capital decisions and startup valuations in the sustainable entrepreneurship ecosystem.
Read the paperInterested in academic partnerships, or in applying our research findings inside your organisation? Let's explore opportunities for collaboration and knowledge transfer.
