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Related papers: Causal Links Between US Economic Sectors

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The study of the critical dynamics in complex systems is always interesting yet challenging. Here, we choose financial market as an example of a complex system, and do a comparative analyses of two stock markets - the S&P 500 (USA) and…

Statistical Finance · Quantitative Finance 2018-11-14 Hirdesh K. Pharasi , Kiran Sharma , Rakesh Chatterjee , Anirban Chakraborti , Francois Leyvraz , Thomas H. Seligman

This paper presents a methodological approach to financial time series analysis by combining causal discovery and uncertainty-aware forecasting. As a case study, we focus on four key U.S. macroeconomic indicators -- GDP, economic growth,…

Machine Learning · Computer Science 2025-10-27 Federico Cerutti

Characterizing temporal evolution of stock markets is a fundamental and challenging problem. The literature on analyzing the dynamics of the markets has focused so far on macro measures with less predictive power. This paper addresses this…

Disordered Systems and Neural Networks · Physics 2021-12-09 Xin-Jian Xu , Qin Min , Xiao-Ying Song , Li-Jie Zhang

How a shock to an individual sector propagates to the prices of other sectors and aggregates to GDP depends on how easily sectoral goods can be substituted in production, which is determined by the intermediate input substitution…

General Economics · Economics 2026-02-03 Jacob Toner Gosselin

In this paper, we employ Credit Default Swaps (CDS) to model the joint and conditional distress probabilities of banks in Europe and the U.S. using factor copulas. We propose multi-factor, structured factor, and factor-vine models where the…

Statistical Finance · Quantitative Finance 2024-01-09 Hoang Nguyen , Audronė Virbickaitė , M. Concepción Ausín , Pedro Galeano

We follow the main stocks belonging to the New York Stock Exchange and to Nasdaq from 2003 to 2012, through years of normality and of crisis, and study the dynamics of networks built on two measures expressing relations between those…

Statistical Finance · Quantitative Finance 2014-09-02 Leonidas Sandoval Junior

Information diffusion within financial markets plays a crucial role in the process of price formation and the propagation of sentiment and risk. We perform a comparative analysis of information transfer between industry sectors of the…

Statistical Finance · Quantitative Finance 2020-04-17 Peng Yue , Yaodong Fan , Jonathan A. Batten , Wei-Xing Zhou

Previous analyses of a large ensemble of stock markets have demonstrated that a log-periodic power law (LPPL) behavior of the prices constitutes a qualifying signature of speculative bubbles that often land with a crash. We detect such a…

Statistical Mechanics · Physics 2008-12-02 D. Sornette , W. -X. Zhou

Identifying macroeconomic events that are responsible for dramatic changes of economy is of particular relevance to understand the overall economic dynamics. We introduce an open-source available efficient Python implementation of a…

Statistical Finance · Quantitative Finance 2026-03-03 Martin Heßler , Tobias Wand , Oliver Kamps

It is commonly believed that financial crises "lead to" lower growth of a country during the two-year recession period, which can be reflected by their post-crisis GDP growth. However, by contrasting a causal model with a standard…

Econometrics · Economics 2022-11-14 Kaiwen Hou , David Hou , Yang Ouyang , Lulu Zhang , Aster Liu

The economical world consists of a highly interconnected and interdependent network of firms. Here we develop temporal and structural network tools to analyze the state of the economy. Our analysis indicates that a strong clustering can be…

This paper introduces a novel multi-moment connectedness network approach for analyzing the interconnectedness of green financial market. Focusing on the impact of monetary policy shocks, our study reveals that connectedness within the…

General Economics · Economics 2024-10-23 Tingguo Zheng , Hongyin Zhang , Shiqi Ye

This study explored the variability in Aggregate Personal Income (PI) across 13 major industrial sectors in the US during the COVID-19 pandemic. Utilizing time-series data from 2010 Q1 to 2019 Q4, we employed Autoregressive Integrated…

General Economics · Economics 2024-04-01 Didarul Islam , Mohammad Abdullah Al Faisal

The structure of return spillovers is examined by constructing Granger causality networks using daily closing prices of 20 developed markets from 2nd January 2006 to 31st December 2013. The data is properly aligned to take into account…

General Finance · Quantitative Finance 2015-06-22 Tomáš Výrost , Štefan Lyócsa , Eduard Baumöhl

We investigate the planar maximally filtered graphs of the portfolio of the 300 most capitalized stocks traded at the New York Stock Exchange during the time period 2001-2003. Topological properties such as the average length of shortest…

Physics and Society · Physics 2008-12-02 M. Tumminello , T. Di Matteo , T. Aste , R. N. Mantegna

This paper examines the effects of U.S. presidential election cycles on sectoral stock markets. Using a high-frequency identification approach, I construct a novel "election shock'' series, which captures exogenous surprises in election…

General Economics · Economics 2025-06-17 Aaron J. Amburgey

Effects connected with the world globalization affect also the financial markets. On a way towards quantifying the related characteristics we study the financial empirical correlation matrix of the 60 companies which both the Deutsche…

Statistical Mechanics · Physics 2009-10-31 S. Drozdz , F. Gruemmer , F. Ruf , J. Speth

The Financial Crisis of 2008 is a worldwide financial crisis causing a worldwide economic decline that is the most severe since the 1930s. According to the International Monetary Fund (IMF), the global financial crisis gave impact on USD…

Risk Management · Quantitative Finance 2013-06-06 Novriana Sumarti , Rafki Hidayat

We study the intraday behaviour of the statistical moments of the trading volume of the blue chip equities that composed the Dow Jones Industrial Average index between 2003 and 2014. By splitting that time interval into semesters, we…

Statistical Finance · Quantitative Finance 2018-10-30 Michelle B Graczyk , Silvio M D Queirós

In normal times, it is assumed that financial institutions operating in non-overlapping sectors have complementary and distinct outcomes, typically reflected in mostly uncorrelated outcomes and asset returns. Such is the reasoning behind…

General Economics · Economics 2021-01-19 Sayuj Choudhari , Richard Licheng Zhu