Feb 5, 2026

Beat the Market with Better Data (Not a Better Strategy)

Beat the Market with Better Data (Not a Better Strategy)

David Trainer does boring stuff.

He makes minor adjustments to accounting data.

Who would want to think about accounting numbers – let alone minor adjustments to them – when there's exciting stuff like Nvidia stock, 2x daily Nvidia ETFs, 0DTE options, prediction markets, and whatnot going on?

That's David's problem, in the sense that his work should get more attention than it does.

But indices created with his data have outperformed their benchmarks for years, and hedge funds and institutional clients buy his data because it more accurately reflects companies' economic realities than (almost)-one-size-fits all GAAP and IFRS numbers.

Perhaps its David's lot in life to toil in obscurity, and perhaps his progeny will bask in his posthumous fame. I really hope not – on the former – though.

Curia CFO Todd Lechtenberger (who feels his eye movement on videos is excessive, though I told him it's fine) joined me to chat with David about what is and isn't worth adjusting for these days (hint: accruals are passé; footnotes are in), how New Constructs works, and how it benefits individual investors like you and me.

James Early

James Early

Our CEO, editor in chief, and investing Swiss Army knife - covering income, macro, and a bit of everything else with a unique flair for storytelling. James is the former Director of Research & Analysis for The Motley Fool, CEO of Stansberry China, and Chief Investment Officer of BBAE. The last time he ran a premium recommendation service, it beat the market 10 out of 10 years in a row across the most turbulent decade of the past century.

Read more