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by dahart
3 days ago
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> the author is leaning on linguistics Please elaborate. I haven’t used entropy balancing or difference in differences, but those articles explain that their purpose is to try to tease out causation. What - exactly - is the linguistic trick, if they actually did use an entropy balanced Poisson regression and difference of differences? |
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"Teasing out causation" is exactly why this methodology fails. You are confusing the intended purpose of a statistical tool with its real-world validity. No one is questioning what an Entropy-Balanced Poisson Regression or a Synthetic Difference-in-Differences model is designed to do.
The issue is that the authors have profoundly violated the mathematical assumptions required for these tools to actually function. Throwing high-level econometric terms into an abstract does not make the underlying logic scientific, but rather acts as a linguistic tuxedo on a fundamentally broken causal claim.
If you cannot see through economic (and other) confounders that invalidate their approach and their biased statements, I cannot help you. This isn't science. Getting an LLM to run an SDID model and spit out a result doesn't = science.