Comparative Analysis of Hybrid SARIMA-GARCH and Neural Networks for Chilli Price Forecasting

India's global dominance in red chilli production necessitates accurate price forecasting due to its volatile nature.The present study investigated the effectiveness of SARIMA-GARCH and ANN models in forecasting daily modal prices of red chillies in the Khammam market of Telangana.A dataset from January 2007 to December 2023 was employed and it was found that ANN model (2-30-1) outperformed SARIMA (2,1,3) (1,1,1)12 -GARCH (1,1) model in terms of forecast accuracy.These findings can inform farmers' decisions and aid policymakers in mitigating price volatility.

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Publication Details

Journal
Indian Journal Of Agricultural Economics.
Published
2025-06-30
DOI
https://doi.org/10.63040/25827510.2025.02.007
Primary Topic
Agricultural Economics and Practices
Type
article
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article

Comparative Analysis of Hybrid SARIMA-GARCH and Neural Networks for Chilli Price Forecasting

Md. Ali Baba, Koji Sai, K. Suhasisni
Indian Journal Of Agricultural Economics.
Agricultural Economics and Practices
article

Comparative Analysis of Hybrid SARIMA-GARCH and Neural Networks for Chilli Price Forecasting

Md. Ali Baba, Koji Sai, K. Suhasisni
article en

Abstract

India's global dominance in red chilli production necessitates accurate price forecasting due to its volatile nature.The present study investigated the effectiveness of SARIMA-GARCH and ANN models in forecasting daily modal prices of red chillies in the Khammam market of Telangana.A dataset from January 2007 to December 2023 was employed and it was found that ANN model (2-30-1) outperformed SARIMA (2,1,3) (1,1,1)12 -GARCH (1,1) model in terms of forecast accuracy.These findings can inform farmers' decisions and aid policymakers in mitigating price volatility.

Indian Journal Of Agricultural Economics.Vol. 80(2)
Openalex Percentile: Top 72%
Agricultural Economics and Practices
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Comparative Analysis of Hybrid SARIMA-GARCH and Neural Networks for Chilli Price Forecasting — Md. Ali Baba, Koji Sai, et al. · Indian Journal Of Agricultural Economics. (2025) | TGRS Research Map | TGRS