Social media big data and capital markets—An overview

J Bukovina - Journal of Behavioral and Experimental Finance, 2016 - Elsevier
A growing body of research and practical applications employ social media data as the
proxy for a complex behavior of a society. This paper provides an overview of academic …

The impact of microblogging data for stock market prediction: Using Twitter to predict returns, volatility, trading volume and survey sentiment indices

N Oliveira, P Cortez, N Areal - Expert Systems with applications, 2017 - Elsevier
In this paper, we propose a robust methodology to assess the value of microblogging data to
forecast stock market variables: returns, volatility and trading volume of diverse indices and …

[HTML][HTML] The impact of sentiment and attention measures on stock market volatility

F Audrino, F Sigrist, D Ballinari - International Journal of Forecasting, 2020 - Elsevier
We analyze the impact of sentiment and attention variables on the stock market volatility by
using a novel and extensive dataset that combines social media, news articles, information …

Political acuity, ESG atmosphere, and corporate performance–––an empirical study based on the acuity dictionary and annual reports

Y Sun, L Zhu - Journal of Cleaner Production, 2024 - Elsevier
Research question The relationship between government and enterprise has attracted
extensive attention. Under the increasingly severe requirement of sustainable development …

Stock market one-day ahead movement prediction using disparate data sources

B Weng, MA Ahmed, FM Megahed - Expert Systems with Applications, 2017 - Elsevier
There are several commercial financial expert systems that can be used for trading on the
stock exchange. However, their predictions are somewhat limited since they primarily rely on …

What are bitcoin market reactions to its-related events?

Z Li, L Chen, H Dong - International Review of Economics & Finance, 2021 - Elsevier
Motivated by the risen linkage between events and Bitcoin return, this paper first defines
Bitcoin-related events (BREs) based on the change points analysis and then divides these …

The digital traces of bubbles: feedback cycles between socio-economic signals in the Bitcoin economy

D Garcia, CJ Tessone… - Journal of the royal …, 2014 - royalsocietypublishing.org
What is the role of social interactions in the creation of price bubbles? Answering this
question requires obtaining collective behavioural traces generated by the activity of a large …

Alternative data and sentiment analysis: Prospecting non-standard data in machine learning-driven finance

KB Hansen, C Borch - Big Data & Society, 2022 - journals.sagepub.com
Social media commentary, satellite imagery and GPS data are a part of 'alternative data', that
is, data that originate outside of the standard repertoire of market data but are considered …

Analyzing stock market movements using twitter sentiment analysis

T Rao, S Srivastava - 2012 - repository.lincoln.ac.uk
In this paper we investigate the complex relationship between tweet board literature (like
bullishness, volume, agreement etc) with the financial market instruments (like volatility …

The impact of Baidu Index sentiment on the volatility of China's stock markets

J Fang, G Gozgor, CKM Lau, Z Lu - Finance Research Letters, 2020 - Elsevier
This paper examines the relationship between investor sentiment and the volatility of
China's stock markets. We use the data from Baidu, China's leading search engine, for …