World Data Ocean/Macroeconomic Conditions

Macroeconomic Conditions

Macroeconomic Conditions on World Data Ocean: a running collection of one story we have gathered and hand-picked because they are worth your time. Every post here touches on macroeconomic conditions in some way — the news, the analysis, the deep dives, and the occasional surprise find. A Global Hub for Ocean Intelligence 4 World Data Ocean is a centralized digital platform where researchers, scientists, and ocean enthusiasts converge to explore, analyze, and… New stories are added to this page as we find them, so check back if you want to keep up with what is happening around macroeconomic conditions, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything World Data Ocean is covering right now.

A resilient forecasting approach of China’s export container freight index under geopolitical shocks based on a multi-factor screening and multi-model comparison
Frontiers in Marine Science | New and Recent Articles

A resilient forecasting approach of China’s export container freight index under geopolitical shocks based on a multi-factor screening and multi-model comparison

Geopolitical shocks introduce significant nonlinearity and non-stationarity to China’s Containerized Freight Index (CCFI), challenging traditional forecasting accuracy. This study rigorously evaluates model resilience, comparing ARIMA, Random Forest, XGBoost, and LSTM approaches under both stable and volatile market conditions. Utilizing a multi-factor screening process, eight core influencing factors were identified, and results demonstrate LSTM's superior performance during periods of extreme volatility, notably outperforming ARIMA.