[HN Gopher] Colors of Growth
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       Colors of Growth
        
       Author : mhb
       Score  : 48 points
       Date   : 2025-12-08 13:13 UTC (9 hours ago)
        
 (HTM) web link (papers.ssrn.com)
 (TXT) w3m dump (papers.ssrn.com)
        
       | mhb wrote:
       | We develop a novel approach to measuring long-run economic growth
       | by exploiting systematic variation in the use of color in
       | European paintings. Drawing inspiration from the literature on
       | nighttime lights as a proxy for income, we extract hue,
       | saturation, and brightness from millions of pixels to construct
       | annual indices for Great Britain, Holland, France, Italy, and
       | Germany between 1600 and 1820. These indices track broad trends
       | in existing GDP reconstructions while revealing higherfrequency
       | fluctuations-such as those associated with wars, political
       | instability, and climatic shocks-that traditional series smooth
       | over. Our findings demonstrate that light, decomposed into color
       | and brightness components, provides a credible and independent
       | source of information on early modern economic activity.
        
       | typeofhuman wrote:
       | Caution: PDF
        
         | BubbleRings wrote:
         | I don't understand. The link opens to a web page, and the
         | download link is clearly labeled as a PDF. Why the warning? And
         | why warn about PDFs in general, have they been having zero day
         | embedded malware lately or something?
        
           | snapcaster wrote:
           | This comment chain gave me a fun idea to lightly troll
           | people. Just comment "Caution: <file format or file type>" on
           | a thread with no further explanation and gaslight people into
           | thinking there is some problem
        
       | munchler wrote:
       | As a photographer, I've noticed that no two photos of a given
       | painting ever look the same. There is much variation due to
       | lighting, color temperature, sensor capabilities, etc. Without
       | controlling for these variables, it's hard to see how comparisons
       | can be made accurately.
        
         | crazygringo wrote:
         | I don't think basic color accuracy matters for this, it's more
         | macro. In other words, two professionally taken images of a
         | painting aren't going to make it look bright and colorful in
         | one, and dark and somber in another.
         | 
         | Whether there's a slight green tint, or a certain blue doesn't
         | pop quite as much, doesn't seem like it would affect the
         | findings.
        
           | IAmBroom wrote:
           | I've seen exactly what you said isn't going to happen in two
           | pro photos of an old (pre-1800s) painting.
           | 
           | One might have been altered to reduce the effect of centuries
           | of oil-lamp soot, but it's still true.
        
         | munificent wrote:
         | Not just that. A much larger confounding factor is that
         | paintings change over time. If you've ever watching a painting
         | restoration video, you'll discover that the way a painting
         | looks today depends dramatically on its age, how it was stored,
         | and what restorations have been applied to it and when. Varnish
         | yellows over time. Before electricity, rooms were light by fire
         | which deposits ash everywhere.
        
       | dvrp wrote:
       | "Our findings [show] that light [...] provides a credible and
       | independent source of information on early modern economic
       | activity."
       | 
       | Wow!
        
         | nasvay_factory wrote:
         | they be like: dark is bad, light is good and popularity of each
         | is changing over time
         | 
         | i mean, it's so natural, no? Yin Yang and stuff, like common
         | sense type of things.
        
       | calebm wrote:
       | Interesting idea.
        
       | gjm11 wrote:
       | I am not 100% convinced by this. The matchup between their
       | painting-based economic index (it's the first component from a
       | PCA analysis, the data for each painting being a vector of pixel-
       | counts for colours in each of 108 bins based on HSV) and GDP
       | growth is pretty dubious, and in places where the two vary
       | together the painting-based metric frequently changes several
       | years _before_ the allegedly-corresponding change in GDP growth.
       | 
       | They have ad hoc explanations for the divergences and try to make
       | lemonade out of the lemons by claiming that their index reveals
       | "higher-frequency fluctuations that traditional series smooth
       | over" but I am willing to bet that if they had had to predict the
       | divergences before doing the calculations they wouldn't have been
       | able to.
       | 
       | I think this is probably mostly pareidolia.
        
         | CGMthrowaway wrote:
         | The argument is not that the color index is a perfect replica
         | of GDP, but that it is an independent, higher-frequency proxy
         | for economic activity that captures dimensions missed by
         | traditional reconstructions.
         | 
         | The value of the index lies precisely where it converges with
         | broad historical trends and where it diverges, suggesting new
         | information. The observation that the color index frequently
         | changes before GDP is a sign of its validity, not a weakness -
         | e.g. shifting consumer demand/sentiment or supply chain shocks
         | and a leading indicator of GDP
        
         | a3w wrote:
         | Also, color pigments might age differently.
         | 
         | Is the image we see today really what was initially drawn?
         | 
         | E.g. the famous night watch picture, which was larger and
         | brighter.
        
         | cnees wrote:
         | I'm 0% convinced. You can tell from a color palate whether some
         | wallpaper was from the 70's or 80's, but that tells you nothing
         | about the economic conditions and everything about what colors
         | were in style.
        
       | oceanswimming wrote:
       | Love it. I think time series views of these things on a site
       | would be fun to watch or put on social media to spread this. Very
       | cool. I appreciate the first citation. I'd vote film as the next
       | medium of interest.
        
       | oceanswimming wrote:
       | Love it. I respect the first citation.
       | 
       | I would vote to pursue film as the next medium. I would be
       | interested in the predictive potential of your model.
       | 
       | I am not certain this model will teach us a lot but it certainly
       | gets one to think independently which is desperately needed to
       | maintain our humanity.
       | 
       | Thank you for sharing and publishing.
        
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