Pitching is treated as an art, but one researcher argues it can be studied like a science. A PhD focused specifically on investor pitching — thousands of decks, hundreds of recorded meetings and systematic analysis of which pitches succeed — has produced a practical taxonomy of the mistakes that make investors nervous, and the findings are uncomfortable reading for founders.

The core insight: investors rarely fund on conviction alone; they fund on the absence of doubt. Several recurring errors reliably trigger that doubt. Founders who lead with market size instead of evidence signal that they have nothing to show. Teams that present a hockey-stick forecast without explaining the mechanics behind it invite the question every investor is really asking: do you understand how your own business works? And founders who treat objections as attacks, rather than as data, demonstrate exactly the rigidity that will make board meetings miserable later.

The research also highlights subtler tells. A deck that lists competitors as logos on a quadrant suggests shallow positioning. Metrics quoted without cohort context read as vanity. Pitches that spend more time on the product demo than on the customer discovery behind it betray an engineer's optimism the investor cannot underwrite. Nervousness, the study argues, is a rational response to missing information — and most of that missing information could have been included.

The prescription is equally concrete: show evidence before ambition, name the risks before investors do, and treat the pitch as a rehearsal for the diligence you want. The best decks, the research finds, are not the flashiest — they are the ones that leave the fewest questions unanswered.