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  • An alternative data approach for venture capital

    Unlike their public markets counterparts, venture capital investors can be hindered by a lack of data to help inform investment processes. Several venture-oriented platforms have materialised to fill this void, providing numerous metrics with varying relevancy. We summarise a study that uses machine learning to identify the most relevant factors for early-stage venture capital investors.
    Literature Review 8 Aug 2023
  • AI and alternative data (part I): Web-scraping legal and compliance considerations

    In 2023, OpenAI’s ChatGPT became the second fastest-growing consumer application in history, reaching 100m monthly users in only two months. In the alternative data space, it seems like everyone is working towards building their own AI models or leveraging the technology for their own uses. Like most nascent technologies, it will take some time for solid legal and compliance norms to emerge around pertinent data collection, privacy and intellectual property issues. However, we are already seeing early signs of movement in the space, with cases being filed and regulatory attitudes starting to develop.
    Sentry 3 Aug 2023
  • Japan’s evolving transactional data landscape

    With the Nikkei 225 recently reaching an all-time high, investor attention has returned to Japan. This may well bolster the country’s alternative data industry, which is showing similarly positive signs of growth. Following a recent Neudata visit to Tokyo, we analyse the evolution of Japanese alternative data with a particular focus on how digital payments are impacting transactional data collection.
    Intelligence 2 Aug 2023
  • The clickstream data landscape in 2023

    Nearly two years since we last analysed the clickstream data ecosystem, we return to discuss this alternative data landscape. We consider the effects of past disruptions, the current market leader and emergent competitors, and the evolving utility of clickstream and web traffic data.
    Intelligence 26 Jul 2023
  • Should I be concerned about screen-scraping?

    There are some clear compliance risks related to collecting data accessed through screen-scraping.
    Sentry 25 Jul 2023
  • Predicting stock returns using large language models

    Text is an underexploited data source for understanding asset markets. So far, academic research has studied only a tiny fraction of market-relevant text data and often focuses on a single specialised data source. As a result, text information is often represented in rudimentary ways. This report summarises a study that aims to improve stock-return prediction models by extracting contextualised representations of news text derived from large language models (LLMs).
    Literature Review 25 Jul 2023
  • July notebook: Transactional panels soar + discontinuations galore

    Hear from Neudata's head of research on the top trends in July.
    Tidbits 19 Jul 2023
  • Twitter and Reddit changes raise social media data risk

    Recent changes in the social media space have impacted some alternative data vendors – with possible implications for clients. In this intelligence piece, we analyse the results of our recent survey carried out among providers of social media data. We specifically assess the fallout of API changes at Twitter and Reddit, and how this potentially hinders the free flow of social media data.
    Intelligence 19 Jul 2023
  • Monitoring geopolitical risk with alternative data

    From pandemic restrictions to conflicts between countries, geopolitical developments can have a huge impact on global and local economies. In this report, we highlight alternative datasets to help assess risk for a country’s economy, financial stability and international trade.
    Intelligence 12 Jul 2023
  • The Signal: Retail round-up

    Our July edition looks at vendor-supplied data on the retail industry, to highlight shopping behaviour and how events such as Prime Day and Pride impact sales differently.
    Signal 12 Jul 2023
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