SELECTED WORK / 02 / TIME-SERIES FORECASTING / DATA ENGINEERING
Data with roots.
Farmer Advisory System
Making agricultural market information easier to understand, one forecast at a time.
CONCEPT INTERFACE · ILLUSTRATIVE WORKFLOW01 / THE QUESTION
The problem.
Agricultural prices change over time. Making market information useful requires gathering different sources and examining their trends.
02 / THE BUILD
Scope & approach.
Market price prediction and trend analysis for agricultural produce.
Built a multi-source market data pipeline to ingest, process, and serve information, alongside time-series models for price forecasting and trend analysis.
03 / SYSTEM THINKING
From input to outcome.
- 01Market data sources
- 02Ingestion
- 03Processing
- 04Time-series models
- 05Market information
Conceptual flow based on the résumé description; it is not a complete implementation specification.
04 / ENGINEERING REFLECTION
The connection that matters.
A forecasting system depends on the data pipeline as much as the model. Ingestion, processing, and serving need to be considered together.
05 / VERIFIED OUTCOME
What was built.
Developed time-series forecasting models and a multi-source pipeline. No model accuracy or real-world adoption figures are provided in the résumé.
Project details are limited to the supplied résumé. No public repository or demo URL was provided.