Total factor productivity growth is slowing down, but we have more patents than ever. What gives? Aakash Kalyani argues that if you look at the actual text of the patents, they’re getting less creative — a change likely caused by falling population growth. 1/

Oct 22, 2025 · 4:44 AM UTC

How can you tell creativity? Obviously, we cannot have RAs read all the patents, but we can use simple computational methods. Find all two word combinations, and discard those in common use before 1900. Those are technical bigrams. The less they’ve been used, the more creative.
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This is plausibly an improvement over using subsequent patent citations, and tracks with observable data on what goes with a patent being important.
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Kalyani applies the Olley-Pakes method of calculating total factor productivity (read De Loecker-Eeckhout-Unger for how that works) and finds that firms with more creative patents also have higher productivity growth, while firms with derivative patents fall off.
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This allows us to explain how patents can have surged while we seem to find fewer new ideas. The patents aren’t breakthroughs in the same way. Creativity has fallen.
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Here are all three plotted together.
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Kalyani wants an explanation, and thinks he has one in population change. First patents are more creative than later ones. If fewer new people are entering, then perhaps we will get fewer creative new ideas.
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I am a bit skeptical of this bit. However, he argues that we can explain much of the decline in creativity from slowing population growth, which intuitively makes sense — fewer people means fewer ideas.
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Aakaah Kalyani, “The Creativity Decline” (2025) s3.amazonaws.com/real.stloui…
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Replying to @captgouda24
Wouldn't you also expect this result if patents became easier to acquire? Increased quantity but lower average quality. Idk if it has gotten easier or not though.
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You’d expect an increase in patents, but probably not a decrease in creative ones.
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Are we calculating based on claims, specification, or both? There are technical patent law reasons for more similar patents. I need to read this. I wonder if the decline coincides with modern continuation practice. I wonder what the data shows if you count families.
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The argument would be that, regardless of changes in practices, the firm-level reduced-form evidence suggests that less creative patents do have an effect.
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Replying to @captgouda24
Making it easier to file patents is also a technology
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Replying to @captgouda24
Or TFP is just a trash way of measuring technological change
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Replying to @captgouda24
Patents don't necessarily represent innovation, and not all innovation is represented by patents. But patents always, and in every case, represent attempts at monopolization and avoidance of competition.
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Replying to @captgouda24
Because total factor productivity doesn't exist
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Replying to @captgouda24
Ooof … that last clause is a big leap … so what? population growth slows -> less creative people -> less creative patents ->slower TFP? Seems to assume something about the share of creatives in a pop (like it’s fixed?)
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Replying to @captgouda24
Patents are becoming less creative because the USPTO allows any goddamn thing to be patented, no matter how obvious (and uncreative), as long as it hasn't been patented before.
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Replying to @captgouda24
I like this pick!
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Replying to @captgouda24
I'd have to think a comfortable populous, and we are very comfortable in comparison to human history if we're honest, makes for lack of motivation as well.
Replying to @captgouda24
the productivy is not explained by patent creations
Replying to @captgouda24
not really, the cost of patenting is dropping, a simple cost model will make previously unpatanted things to be patented, as a result, mechanically the innovation quality drops. it is nothing about the patents per se, it is just the cost reducing effect.
Replying to @captgouda24
if u know the paper wrote by levine and boldrin u are obviously against how ips are regulated nowadays
Replying to @captgouda24
Not even close to being true.
Replying to @captgouda24
And so, the rate of profit continues to fall...
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