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Fintech Trades Equity Selection Engine — Portfolio Simulation
The new Portfolio Simulator expands the platform beyond stock discovery and into portfolio construction, momentum monitoring, and execution workflow. Investors can select companies directly from the Top 100 Growth table, Single Stock research pages, or future ranking dashboards and add those selections into a personalized simulated portfolio. Unlike a traditional watch list, the simulator preserves the original baseline analysis price from the Fintech Trades research dataset
Jun 23 min read


What Happens When You Compare Predictive Signals to Real Market Growth?
One of the most interesting discoveries from recent analysis of the Fintech Trades Equity Selection Engine was not simply which stocks performed best — but which metrics most closely correlated with actual growth after selection. On March 6th, 2026, the engine analyzed thousands of publicly traded companies and selected the top 100 based on a composite scoring model derived from multiple financial and predictive factors. The engine currently evaluates companies using percenti
May 152 min read


From Computation to Conviction: Building Financial Models with AI
The Evolution of ChatGPT in Financial Modeling Over the past year, ChatGPT has transformed for me from a mere productivity experiment into something far more significant. It has become a cognitive scaffold for building and validating computational financial models. At a technical level, it has accelerated the translation of ideas into executable structures. I have used it to reason through factor construction, equity selection logic , benchmark comparisons, and regime-aware
Jan 73 min read
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