University of Sydney student research project developing transparent econometric models to predict Australian economic indicators 3-6 months ahead of official statistics
Oukson is a student-led research initiative exploring how alternative data sources can improve economic forecasting accuracy through rigorous econometric methods.
Combining high-frequency alternative data with low-frequency economic indicators using MIDAS and state-space models
Establishing robust causal relationships between alternative data sources and macroeconomic outcomes
Real-time assessment of policy impacts using transparent, auditable models
Currently pursuing Economics & Econometrics at the University of Sydney, with a focus on applied macroeconometrics and policy analysis.
Each index leverages unique alternative data sources to provide early signals for key Australian economic indicators.
Predicts inflation trends by analyzing real-time fuel price data from NSW FuelCheck, capturing price transmission effects 2-3 months ahead of CPI releases.
Monitors electricity cost impacts on overall inflation using AEMO real-time pricing data, providing early warning signals for energy-driven inflation pressures.
Tracks international student trends using visa data and Chinese travel platforms, providing high-frequency nowcasts for Australia's education export sector.
We prioritize explainable, white-box econometric models over complex black-box algorithms to ensure transparency and policy relevance.
Python Econometrics
statsmodels, pandas, numpy, matplotlib
Core Models
MIDAS, VAR, Local Projections, State-Space
Data Pipeline
Real-time APIs, automated cleaning, version control
Deployment
Streamlit dashboards, FastAPI, GitHub Pages
From MVP development to academic validation and beyond
Building three core indices with basic data collection and modeling
Present findings to 2 economics professors for feedback and validation
Secure first paying customer and refine product based on feedback
Expand client base while completing Economics & Econometrics degree
Interested in collaborating, providing feedback, or learning more about our research?
For academic collaboration, methodology discussions, or research partnerships.
research@oukuaai.comFor pilot programs, commercial partnerships, or data access requests.
business@oukuaai.comThis research is conducted as part of ongoing studies in Economics & Econometrics. Academic supervisors and peer reviewers are welcome to reach out for discussion.