Joe Fish

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Joe Fish

Joe Fish

@sadBusdriver

@sadbusdriver.bsky.social

San Francisco, CA เข้าร่วม Temmuz 2012
428 กำลังติดตาม269 ผู้ติดตาม
ทวีตที่ปักหมุด
Joe Fish
Joe Fish@sadBusdriver·
Pi day comes once a year, but you’re always arbitrarily close to epsilon day
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Joe Fish
Joe Fish@sadBusdriver·
@the_good_matty @alz_zyd_ I mean, the hypothetical mba student is an obvious caricature, but I think that it's only ex-ante dumb because of theory, which is my point
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alz
alz@alz_zyd_·
It seems there is a surprising amount of disagreement about what "causal inference" actually is
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Joe Fish
Joe Fish@sadBusdriver·
Given how easy it is to estimate upward sloping demand curves that fit the data really well, I'm kind of surprised at the "AI will / can solve causal inference" takes. E.g., a regression of changes in home values on changes in supply gets an R2 of 0.88 and the wrong sign!
Joe Fish tweet mediaJoe Fish tweet media
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Joe Fish
Joe Fish@sadBusdriver·
@zyudhishthu @_brianpotter @Austan_Goolsbee I think this is too pessimistic! even having Canada's construction growth would be what a 40% increase compared to what happened in the US? if their productivity measure is something like homes built per worker, that would show up as a huge decline in breakeven rents
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Zak Yudhishthu
Zak Yudhishthu@zyudhishthu·
A bit pessimistic from @_brianpotter: we know construction productivity growth has been awful in the US the past couple decades (cc @Austan_Goolsbee). However, there's not really any rich, large country that has seen strong growth in construction productivity (except Belgium?)
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Joe Fish
Joe Fish@sadBusdriver·
@alz_zyd_ at that point we can just centrally plan the economy! I think prediction == causal inference in the economy iff you've solved issues of private information, at which point RIP Hayek, I guess
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alz
alz@alz_zyd_·
10 years ago, the first batch of machine learning folks said: if we have enough data, we won't need causal identification They were too early But eventually, history will prove them right
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Joe Fish
Joe Fish@sadBusdriver·
@_vonarchimboldi @alz_zyd_ it's a literature, for sure, but afaict, nobody in economics really does it. if I take the past ten issues of QJE and AER, how many papers would there be that do formal sensitivity analysis? ten? five? one? in contrast, it's way bigger in epidemiology
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alz
alz@alz_zyd_·
Causal inference is a subfield of prediction, where you try to predict what happens when a treatment is applied. So all of econometrics really is just a narrow subfield of predictive machine learning
Arpit Gupta@arpitrage

Causality and prediction are not two distinct concepts Causal inference is fundamentally a prediction problem: you’re predicting the counterfactual Randomistas found a few clever ways to do causality without prediction. But if you solve prediction; you get causality for free

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Joe Fish
Joe Fish@sadBusdriver·
@arpitrage I think not quite getting to "solve prediction" is a dangerous place to be in! A kitchen sink regression on changes in rent prices as a function of baseline demographics + changes in housing units gets you an R2 of 0.86 and an upward sloping demand curve!
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Arpit Gupta
Arpit Gupta@arpitrage·
Causality and prediction are not two distinct concepts Causal inference is fundamentally a prediction problem: you’re predicting the counterfactual Randomistas found a few clever ways to do causality without prediction. But if you solve prediction; you get causality for free
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Joe Fish
Joe Fish@sadBusdriver·
@alz_zyd_ I found all the micro econ 101/201 stuff really, really helpful at explaining the world... after I had gone through a PhD IO course (basic-y insights like cournot can be Bertrand w/ capacity constraints). not sure if this reflects good or bad on econ 201 though lol
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Joe Fish
Joe Fish@sadBusdriver·
@Noahpinion and the college wage premium has been pretty flat, so, kind of paradoxically, now seems like a very good time to be going to college! (plus or minus your opinion on AI and the labor force) minneapolisfed.org/article/2025/w…
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Joe Fish
Joe Fish@sadBusdriver·
@Noahpinion beginning in 2020, college tuition started falling relative to CPI (after 40 years of outpacing it) this is either because of weaker demand, or college is finally getting cheaper right as people are adjusting their expectations!
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Cassie Pritchard
Cassie Pritchard@hecubian_devil·
Many things wrong with this (for one, Faircloth was 100% a NIMBY proposition), but wouldn’t repealing Faircloth be deregulation? It’s a regulation that restricts housing construction! I was told deregulation is neoliberal and bad, and repealing rules is always libertarian.
Jerque Cousteau@neo_antiquarian

We can’t build new public housing. It’s not legal. Because the ancestors of YIMBY’s past did a thing called the Faircloth Amendment. 30+ year old Baristas shilling for market rate housing is giving Caitlyn Jenner for Trump. Go off I guess, Queen

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Joe Fish
Joe Fish@sadBusdriver·
@nominalthoughts like you'd have to believe China has lower extreme poverty than the following countries: Norway, Denmark, Sweden, Austria, the Netherlands, Finland, Italy, ...
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Joe Fish
Joe Fish@sadBusdriver·
@nominalthoughts china is reporting a 0% extreme poverty rate lol but almost certainly what's happening is the world bank survey isn't capturing in-kind benefits in the US correctly. bsky.app/profile/sadbus…
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Joe Fish
Joe Fish@sadBusdriver·
adding on to this, if you think supply is generally pretty inelastic, and yet it still increased by 73% (if anyone has a source plz lmk), it had to be that the demand shock was absolutely massive
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Joe Fish
Joe Fish@sadBusdriver·
even in a competitive market, if demand for NYC tourism went up a lot, supply would respond, but unless supply is perfectly elastic, prices should go up. of course, algo pricing + collusion can happen on top of this, but supply increased so must be collusion isn't correct
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Joe Fish
Joe Fish@sadBusdriver·
not trying to dunk, but I think this is a thing people get tripped up on unless you think making hotels got cheaper (seems unlikely, but I genuinely don't know), the new hotels are responding to a shift in the *demand* curve and so supply should correlate positively with/ prices
Lee Hepner@LeeHepner

NYC’s hotel inventory increased 73% between 2007-2021. Demand is (presumably) inelastic. A big reason we can’t have a real conversation about prices is that every major chain - Hilton, Marriott, Wyndham, Hyatt, Omni, Choice Hotels, etc - is using the same price-setting software.

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Joe Fish
Joe Fish@sadBusdriver·
@isaacinthesky with any of these though, I think the effects end up being pretty constrained by the fact that hotels and houses are already built so the economic incentive to withhold supply isn't very strong. eg real page moves occupancy rates from ~97->~95% and increases prices by a couple %
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Joe Fish
Joe Fish@sadBusdriver·
@isaacinthesky it's a question of whether you think the software maximizes joint or individual profit. if it's individual, there are incentives to undercut, if it's joint, the algo can facilitate collusion (one piece of evidence is real page banned users who rejected price suggestions)
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isaac
isaac@isaacinthesky·
Can someone explain the obsession with price setting software among the anti monopoly left to me? You'd think if anything it'd make the market more effecient and therefore decrease prices
Lee Hepner@LeeHepner

NYC’s hotel inventory increased 73% between 2007-2021. Demand is (presumably) inelastic. A big reason we can’t have a real conversation about prices is that every major chain - Hilton, Marriott, Wyndham, Hyatt, Omni, Choice Hotels, etc - is using the same price-setting software.

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Joe Fish
Joe Fish@sadBusdriver·
@alz_zyd_ tbh I think everyone (myself included) thinks their slide deck is way better than it actually us. there's also the forever tension of 1) my slides should present well 2) my slides should work as standalone material
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alz
alz@alz_zyd_·
This hypothesis also implies that there is no real advantage to using whiteboard/blackboard if you're actually good at making slides; and that being good entails doing less, i.e. not putting ungodly amounts of equations into one slide
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alz
alz@alz_zyd_·
Hypothesis: whiteboard/chalk works better for technical content than slides, because it forces the teacher to slow down. Poor slides makers can easily load a ridiculous unparse-able amount of technical content onto slides, making them completely impossible to follow
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