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  • Can central bank sentiment predict changes in yields?

    The current economic climate has put a spotlight on central banks around the world. Monetary policy, however, is only directly observable in official meetings and statements. Aggregating central bank sentiment through the lens of news media may capture hidden information that has ramifications for financial markets. In this literature review, we summarise a study that employs textual analysis of central bank tones in the media to examine its impact on future changes in yields.
    Literature Review 10 Jan 2023
  • Disclosing ESG data on private equity holdings

    Published research suggests a strong correlation between global PE fund disclosures of ESG data and ESG performance post-investment. Net IRR is also found to be positively impacted by an advertised commitment to ESG. We summarise the findings of this research and also highlight several Neudata-listed data providers that may be applicable to understanding the ESG landscape within private equity.
    Literature Review 27 Dec 2022
  • 10 things equity investors need to think about in 2023

    2022 has been a volatile year for equity investors as a result of rising inflation and the subsequent increase in interest rates. However, despite the signs of inflation easing slightly in the US and higher interest rates forcing some economic contractions within global markets, the state of the economy remains uncertain. In this report, we review literature that discusses 10 things investors should consider to best prepare for the year ahead.
    Literature Review 13 Dec 2022
  • NLP applied to post-earnings call announcement drift

    Applying NLP tools to earnings calls, company filings and financial documents is not new to the world of alternative data. Drawing specifically on earnings calls, many will also be familiar with post-earnings call announcement drift (PEAD). In this report, we review literature that discusses how PEAD can be improved using linguistic approaches such as NLP.
    Literature Review 29 Nov 2022
  • Analysing Tokyo’s office rental market using J-REIT data

    We summarise a 2021 study that analysed J-REIT data. The study evaluates the effects over time of three price-forming factors on the capitalisation rate of office real estate in Tokyo’s business districts.
    Literature Review 15 Nov 2022
  • Stock predictions using Chinese investors’ online sentiment

    We summarise a study examining how the sentiment of Chinese retail investors can be used to predict stock price movement. The study found alternative data from Xueqiu, a Chinese social media platform for retail investors, improved the accuracy of Chinese A-share price predictions.
    Literature Review 1 Nov 2022
  • News-based sentiment for economic forecasting in Japan

    We summarise key findings from a research paper that examines using sentiment analysis of news sources as a leading indicator of economic performance in Japan.
    Literature Review 18 Oct 2022
  • Investment strategies between the Chinese stock market and commodity markets

    We summarise the key findings from a recent research paper that examines the dynamic relationship and volatility spillover effect between the Chinese stock market and Chinese commodity markets.
    Literature Review 4 Oct 2022
  • Measuring biodiversity with satellite data

    Given some of the limitations of in-situ biodiversity data, the authors explore using satellite data to derive biodiversity-related physiological proxies. We summarise the data sources, advantages and limitations discussed in the research, and highlight potentially relevant satellite data providers.
    Literature Review 20 Sep 2022
  • Comprehending machine learning explainability: deep neural networks and automated trading

    We summarise a recent paper based on a high-frequency trading firm that adopts deep neural network (DNN) machine learning systems for trading functions. The paper considers how we can begin to explain the decisions of DNNs, despite their opacity.
    Literature Review 9 Aug 2022
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