All Projects
Research·Ongoing·2025

AI for Irregular Markets

ImpactResearch & innovation
StatusResearch
FocusMarkets
TypeApplied R&D
AI for Irregular Markets

Overview

Conducting applied research on using AI/ML in irregular and unorganized markets - sectors with fragmented data, informal transactions, and limited digitization. Focus on price discovery, demand forecasting, and market intelligence.

The Challenge

Irregular markets (agriculture, informal retail, unorganized services) lack the data infrastructure for traditional analytics. Existing AI solutions assume clean, structured data.

The Solution

Developing novel approaches for working with sparse, noisy data from irregular markets. Combining satellite imagery, alternative data sources, and local knowledge for insights.

Key Results

  • Alternative data integration

  • Sparse data ML techniques

  • Market intelligence frameworks

Tech Stack

PythonSatellite DataAlternative DataMLTime Series

Categories

ResearchMLMarketsCurrent