agricultural-economics

Benchmarking seven forecasting approaches on AgriPriceBD — a novel daily agricultural commodity price dataset of five commodities for Bangladesh. Covers BiLSTM, Transformer, Time2Vec ablation, Prophet and Informer failure analysis, with Diebold-Mariano significance testing.

An econometrics tutorial using data from the USDA's Federal Crop Insurance Corporation

Reproducible analysis code and figure-generation scripts supporting the study of regional dairy productivity convergence and distribution dynamics in Azerbaijan (2000–2024).

A data-driven audit correlating Giles County’s Dec 2025 financials with the TN GIFT Act (SB2480). Models leveraging ag acreage to stabilize EMS & Highway budgets without raising property taxes. Proof of concept for the 'Citadel' Protocol: sustainable, intrastate stewardship.

A project to estimate Finger Millet production using data analysis and prediction models — includes data preprocessing, visualization, and yield forecasting.

Predictive analysis of farm tractor sales in India from macroeconomic and agricultural indicators.

USDA ERS meat price spreads dashboard (beef/pork/chicken)

Reproducible optimization of U.S. dairy diets integrating fiber constraints, enteric GHG emissions, feed economics, IOFC, sensitivity analysis, and robustness checks.

Reproducibility package for a study linking regional U.S. dairy nutrition (DMI, NDF, hemicellulose) and farm economics to greenhouse gas emission intensity across nine major U.S. dairy production regions (2020).

Koustuv's personal page

SQL-based analysis of agricultural export trade data using UN Comtrade data. Includes commodity performance, export destination analysis, value-per-kilogram metrics, and trade trend insights.

Production-grade ML and microeconomic policy simulation tool evaluating smallholder agricultural input subsidies, price shocks, and factor efficiencies in Nigeria.

This repository contains code and Dataset as a art of my undergraduate project on the topic of Predicting Prices of Volatile Agricultural crops of Kolkata Market Using Robust Feature engineering-Driven ML models

Hybrid ARIMA-LSTM forecasting for volatile agricultural price series, with random-forest feature engineering. Classical time series and neural forecasting combined.

Site-specific maize yield response and risk-adjusted fertilizer profitability across Sub-Saharan Africa under joint climate and price uncertainty

🌾 Interactive microeconomic policy simulation tool mapping smallholder certification barriers, structural value chain exclusion, and behavioral climate adoption dynamics using primary field data from Edo State, Nigeria. Built with a Predictive Random Forest Regressor backend.

Public-data audit of Japan’s rice industry, mapping price, contract, inventory, policy, and traceability from producers to consumers, with reproducibility materials.

Econometric + Monte Carlo forecasting model for U.S. cotton planted acreage, rebuilt in Python from a published applied ag-economics analysis (Southern Ag Today, 2025).

Climate shocks, rice yields, and cash-wage adjustment across agricultural contract types in Bangladesh

Panel regression testing co-movement between USDA's Rainfall Index and satellite NDVI for Georgia agricultural counties