Why not just use valuation screens like other equity managers?
Equity screening has the drawback of not considering all fundamentals and their relationships at once. If a P/E is too high, a stock might be thrown out, while its sales, book, and cash flow might be exceptional, and argue for its inclusion. Our neural models will consider all factors simultaneously within the context of the industry group.