Algorithmic Trading, Macroeconomic Research
Institutional-grade macroeconomic analysis and quantitative trading models, built by a researcher, not a guru. Real strategies backed by real data-driven processes.
Active Trading Models
A selection of the quantitative models currently in deployment, spanning macro, forex, and high-frequency strategies.
Gold Cross-Asset Analysis
Multi-factor model analysing cross-asset correlations, yield curves, and macro regime shifts to generate systematic gold trading signals.
AUDUSD Yield Differential Mean Reversion
Exploits mispricings in the AUD/USD pair driven by interest rate differentials between the RBA and Federal Reserve through mean-reversion entries.
Polymarket 5-Min BTC Latency Arbitrage
High-frequency model capturing price dislocations between Polymarket prediction contracts and underlying BTC spot/derivatives markets.
Products & Services
From self-paced courses to daily research and personalised mentorship: find out how JS Financials can help you.
Macroeconomics for Financial Markets & Trading
Comprehensive course covering how macroeconomic forces drive asset prices, from yield curves to central bank policy to cross-asset flows.
- Central bank policy & interest rate mechanics
- Yield curve analysis & bond market dynamics
- Cross-asset macro frameworks
- Applied trading strategies
Daily Macroeconomic Reports
Institutional-quality daily macro briefings covering global markets, economic data releases, and actionable trading insights.
- Daily pre-market analysis
- Key economic data breakdowns
- Cross-asset positioning insights
- Central bank watch & rate expectations
1-on-1 Mentorship: 12-Week Curriculum
Personalised 12-week program covering quantitative methods, model development, risk management, and live market application.
- 3x 1-on-1 sessions per week
- Custom model development
- Risk management frameworks
- Live market application
Quantitative Trading Discord
Join a private community of quantitative traders. Live model signals, macro discussion, strategy development, and real-time market analysis.
- Live model signals & alerts
- Real-time macro discussion
- Strategy development channels
- Direct access to Jackson
What Students Are Saying
“For a kid who's just 18 years old I'm truly blown away with his knowledge. I bought the macroeconomics course and then 2 weeks later signed up to the mentorship (3 weeks in now). Can't express how useful Jackson has been, thank you!”
“I'm currently doing a bachelor in economics, when I say that Jackson teaches macroeconomics better than my college professor I mean it. He actually teaches how to apply the theory to trading, how various macro factors affect each other and how to analyse all of this yourself. I would recommend.”
“I'm a complete beginner with economics and maths (I come from a comp-sci background), however I'm finding JS Financials products (I'm in the Discord and also bought the macro course) to be very, very helpful, and that's saying something as like I said I'm a complete beginner. WELL DONE!”
Meet Jackson Semenas
I started trading at 14 years old, driven by a fascination with how macroeconomic forces move financial markets. What began as simple algorithmic experiments evolved into developing production-grade HFT and LFT models across multiple asset classes.
At 18, I've achieved a 99.95 University Selection Rank and been accepted into Honours in Finance, Economics, and Statistics at the Australian National University. My research work spans quantitative methods, market microstructure, latency arbitrage, and applied statistical modelling.
In October 2025, I published an economic policy proposal for balancing immigration and inflation in the Australian economy, which was put forward to the Australian Treasury for review and implementation.
Ready to Trade with an Edge?
Join a community of data-driven traders. Get access to institutional-grade research, quantitative models, and personalised mentorship.