A finance graduate focused on equity research, portfolio analysis, and risk-managed market participation. Five years of independent investing on the PSX, externally validated trading discipline across funded proprietary programs.
On process over prediction.
The market did not need to be predicted this month — it needed to be respected. Capital came home in size, the index ran, and the temptation was to chase. I sat in the names I already knew, sized them against a risk budget I'd already written down, and let the work I'd done over the prior quarter do the heavy lifting.
+43.0%
+31.9%
~+11
Charted against the index.
Selected long-only PSX equity book, August 2025 through January 2026. +43.0% vs +31.9% for the KSE-100 over the same window. Same currency, same market — roughly 11 points of alpha.
The decision tree.
Every position walks the same path. Hover a node to see what happens at that step. Most ideas don't make it through, and that's exactly the point.
Three lenses on the same market.
Most of public markets work reduces to the same question — what is this worth, and where does the order book agree? I approach it from three directions.
Fundamental Research
Form a defensible thesis with numbers, not narrative. Test it against comps, scenarios, and the next earnings release.
- DCF & intrinsic-value modelling
- Peer multiple & cross-comparable analysis
- Probability-weighted scenario construction
- Sector benchmarking & relative valuation
- Quarterly results review & thesis revision
- Multi-factor equity screening & ranking
Macro & Cross-Asset
Read the regime before reading the chart. The wrong macro window kills a right idea; the right one carries a half-decent one.
- ISM, NFP, CPI, GDP & FOMC monitoring
- Trend, momentum & surprise-vs-forecast scoring
- Federal Reserve policy interpretation
- Cross-asset translation: USD, gold, indices, risk
- Centralised analytical dashboard construction
- Macro overlay for portfolio positioning
Market Microstructure
Where the order book actually agrees, sized against a budget I can defend. Process compounds; conviction without it doesn't.
- Order flow & depth-of-market interpretation
- Auction-market behaviour & volume structure
- Liquidity dynamics & execution quality
- Position sizing under externally imposed limits
- Risk-adjusted trade selection
- Structured post-trade review & journal discipline
The work, not the claim.
Three artifacts I've built and use. Each one is real — a research report I wrote, a screener that still runs, a macro calendar I read every week.
What I'm building toward.
The next three years, mapped. Each credential is a deliberate choice — buy-side research, Canadian licensing, technical analysis, practical modelling. Stacked, not scattered. Where I am today is the floor, not the ceiling.
Looking for the next desk.
Currently looking for early-career roles in equity research, investment analysis, portfolio analysis, trading, and market strategy. Happy to chat about markets, models, or trade ideas — even if you're not hiring.