Introduction

For $250 million and ten years of your life, you may purchase a lottery ticket. The ticket has a 5% chance of paying out. When it does pay out, it pays roughly $5 billion. A quick calculation will show you that the expected value of the ticket is $250 million. This is essentially what drug development is. Or rather, it's what drug development was, twenty years ago. The upfront payments have been climbing, the hit rates falling, and expected values have, at best, held flat. Should you buy a ticket?

Perhaps not. In fact, any reasonable player should have long since stopped playing this stupid game. Unfortunately, we still need drugs. People have cancer, and heart failure, and Alzheimer's, and a thousand genetic diseases that nobody has ever heard of, and the only industry on Earth currently set up to do anything about any of this is the same industry running the lottery-ticket business described above. The game is dumb and we need it played anyway.

So the real question is not whether to play, but how to make playing less awful for this involved. And the answer, increasingly, is ‘financial engineering’: a set of structural tricks that [...]

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Outline:

(00:21) Introduction

(02:25) Finance tries to make failure survivable: the Andrew Lo thesis

(12:31) Finance makes future success tradable: royalties and synthetic royalties

(19:39) Finance rewrites the incentives: PRVs and CVRs

(28:30) Finance reaches failure itself: zombie biotechs

(37:39) Conclusion: what does finance teach biotech to value, and should we worry?

The original text contained 1 footnote which was omitted from this narration.

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First published:
April 27th, 2026

Source:
https://www.lesswrong.com/posts/7wk4s29cuktFoPT2W/curious-cases-of-financial-engineering-in-biotech

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Narrated by TYPE III AUDIO.

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Images from the article:

Elderly bearded man examining a blue globe with golden continents.

Stock price chart showing maximum time period, current price 73.15 USD.

Stock price chart showing growth from around $10 to $28.33 USD.

LinkedIn company page for Kinnate Biopharma Inc., biotechnology research company.

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“Curious cases of financial engineering in biotech” by Abhishaike Mahajan

LessWrong (30+ Karma)

“Curious cases of financial engineering in biotech” by Abhishaike Mahajan