Daengku: Journal of Humanities and Social Sciences Innovation
Vol. 6 No. 1 (2026)

Forecasting Farmer Exchange Rates as a Welfare Proxy: BetaSutte's Role in Predicting Agricultural Income Stability in Indonesia

Ansari Saleh Ahmar (Department of Statistics, Universitas Negeri Makassar, Makassar, 90223, Indonesia)



Article Info

Publish Date
28 Feb 2026

Abstract

This study presents BetaSutte — a novel hybrid forecasting model applying the four-lag ?-Sutte Indicator to OLS-detrended residuals rather than to the raw level series — and evaluates it on Indonesia’s monthly Nilai Tukar Petani (NTP, Farmer Exchange Rate), a composite agricultural welfare index for over 40 million farming households. Using 84 monthly observations from January 2019 to December 2025 (Badan Pusat Statistik), the model separates NTP into a linear trend component and a residual , applies the ?-Sutte formula to the stationary residual domain, and generates forecasts as with ? optimised by grid search. Calibrating on the first 60 observations (January 2019–December 2023), the OLS trend explains 82.75% of NTP variance , and the optimal ? = 0.30 yields in-sample RMSE = 1.6887, MAE = 1.3695, and MAPE = 1.2881% — an 11.5% RMSE reduction versus the trend-only baseline. Crucially, two full years of genuinely out-of-sample validation (January 2024–December 2025, n = 24) confirm BetaSutte’s operational superiority: RMSE = 5.4841 versus 6.0782 for trend-only, a 9.8% improvement representing 112 months of independently collected data never seen during calibration. Residuals are normally distributed (Shapiro-Wilk p = 0.130), confirming well-conditioned model inputs. The full-sample retrained model (n = 84) estimates , forecasting January 2026 NTP at 123.91. This study constitutes the first BetaSutte application to a composite agricultural welfare index with two-year prospective out-of-sample validation.

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Journal Info

Abbrev

daengku

Publisher

Subject

Humanities Education Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Other

Description

The Daengku seeks to publish high-quality research papers, review articles, and book reviews that make a contribution to knowledge through the application and development of theories, new data exploration, and/or scientific analysis of salient policy issues. The Scope of the Daengku includes the ...