# Leadership shift in the global soybean market: Dynamic connectedness approach (TVP-VAR)

**Authors:** Gustavo María Barboza Martignone, Bikramaditya Ghosh, Karl Behrendt, Dimitrios Papadas

PMC · DOI: 10.1016/j.heliyon.2024.e36071 · 2024-08-09

## TL;DR

This study examines how soybean prices are connected globally, finding that markets in Brazil and Argentina have become key price leaders, while Western and Eastern markets remain somewhat isolated.

## Contribution

The paper introduces a dynamic connectedness approach using TVP-VAR to analyze evolving soybean market leadership and interconnectedness.

## Key findings

- Paranaguá and Rosario overtook Rotterdam as primary shock transmitters and price leaders.
- Western markets (Chicago, Rotterdam, Paranaguá, Rosario) are highly connected, but Eastern markets (China) remain isolated.
- The global soybean market has matured, withstanding shocks over the past seven years.

## Abstract

The price transmission in international soybean market has been extensively examined. However, recent econometric advancements have enabled the application of dynamic connectedness methodology as outlined by Antonakakis and Gabauer (2017) [1], which is based on a Time-varying Parameter Vector Autoregressive (TVP-VAR) model. This approach captures the time-varying connectedness of time series, considering potential risk shock emitters and receivers. The connectedness index (Diebold and Yilmaz, Jan. 2012) [2] was developed using Generalized Forecast Error Variance Decomposition (GFEVD) and the Generalized Impulse Response Function (GIRF) (Koop et al., Sep. 1996; Pesaran and Shin, Jan. 1998) [3,4]. This study aims to understand the dynamic connectedness and price leadership. The research examined markets including the US Soybean futures market (Chicago Board of Trade), Rotterdam Port spot market representing the European soybean market, Paranaguá port representing Brazil, Argentina represented by Rosario Futures and Spot, and the Chinese domestic spot market and the Dalian futures on behalf of China. The research spanned approximately ten years, from September 2009 to May 2019. The findings suggest that the soybean market has reached a high level of maturity, able to withstand exogenous shocks for at least the past seven years. The net pairwise directional connectedness revealed dynamic and bidirectional causality. The dynamic connectedness index showed a highly connected and developed market in the West (Chicago Futures, Rotterdam, Paranaguá, and Rosario Futures and Spot). However, the connectedness between Western and Eastern markets was relatively low, indicating some level of market isolation. Furthermore, the pairwise connectedness index between Eastern market (China spot and Dalian Futures) was also considerable low. Lastly, Paranaguá and Rosario overtook Rotterdam as price-leading markets and were identified as the primary net transmitters of shocks, indirectly implying causality. Chicago, Rosario, and Paranaguá formed a triumvirate leading international prices, while Rotterdam adopted a secondary leading position, deviating from its historical role as the price leader.

## Full-text entities

- **Species:** Glycine max (soybean, species) [taxon 3847]

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11357759/full.md

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Source: https://tomesphere.com/paper/PMC11357759