Management Studies and Business Journal
Vol. 3 No. 9 (2026): Management Studies and Business Jurnal (PRODUCTIVITY)

ASYMMETRIC VOLATILITY AND EXOGENOUS FORECASTING OF CONTAINER FREIGHT RATES IN THE SHANGHAI-INDONESIA (CN.SHA-IDTPP) TRADE LANE

Ariya Primindra (UPN University, Indonesia)



Article Info

Publish Date
15 Sep 2026

Abstract

Container shipping rates are a critical cost signal for exporters in Shanghai and importers in Indonesia, but much of the forecasting literature treats South-East Asia as an aggregate market and relies on univariate models. This study consolidates a route-level econometric framework combining unit-root and seasonality diagnostics, ARCH-LM testing, symmetric and asymmetric GARCH models, and ARIMAX/SARIMAX-type forecasting with lagged exchange-rate, bunker-price, and port-dwell-time regressors. Because a verified weekly Shanghai Indonesia spot-rate series has not yet been assembled, the framework is evaluated using 300 weeks of synthetic data covering January 2021 to October 2026. The  path represents a pandemic-era peak, a post-pandemic correction, and a later recovery, while the data-generating process embeds annual seasonality, exogenous effects, and EGARCH asymmetry. Results show mixed unit-root evidence, no statistically significant Fourier seasonality, weak-to-borderline ARCH evidence, and no detectable asymmetry despite a positive asymmetry parameter in the generating process. Exogenous regressors reduce one-step-ahead RMSE by 28.3% 31.9% relative to ARIMA, with Diebold Mariano p-values of 0.004 and 0.002; improvements at four weeks are smaller and statistically insignificant. 

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Journal Info

Abbrev

productivity

Publisher

Subject

Decision Sciences, Operations Research & Management Economics, Econometrics & Finance

Description

Management Studies and Business Journal (PRODUCTIVITY) reviewed covers theoretical and applied research in the field of Management and Business. Priority is given to those articles which satisfy the main scope of the journal, and have an impact in the research areas of interest. PRODUCTIVITY Journal ...