Alex Mas retweeted
This is the standard way to score tax policy. You score the law as written (in this case a one-time wealth tax) and the behavioral consequences from that law (people worried it will last moving).
There are arguments against that approach. But is not “highly inappropriate” or “dishonest” to do what JCT or any other neutral body would do.
Replying to @gabriel_zucman
Let’s be clear: this is a highly inappropriate way to model the effect of Prop 40 on taxpayer behavior.
For one, it’s a basic violation of rational expectations, a cornerstone of modern economics.
In Jaros and @joshrauh world, the billionaires act irrationally: they respond to a policy that does not exist and will never exist.
Economics students around the world are taught this is not an appropriate way to model behavior — but apparently in this context (fighting Prop 40) it’s OK.
Alex Mas retweeted
30 percent of California's 200 billionaires left in the three month window they had to escape a wealth tax
this California wealth tax thing is just incredible.
so in October 2025, a California healthcare union proposed a "one time" 5% tax on any billionaire's wealth. the ballot measure will be voted on next month. In early December 2025, California announced that it would be a retroactive tax if passed, applying to anyone with CA residency as of Jan 1, 2026. The objective is to pay for Medi-Cal, California's incredibly dysfunctional healthcare system. (which also functions as a glorified welfare apparatus, but that's a discussion for another time).
polls reveal that the CA electorate is split around 50/50 on the tax, but prediction markets only give Prop 40 a ~23% chance of passing (there are competing measures on the ballet that would nullify it).
there are 200 billionaires in CA, worth collectively somewhere between $2.3 and $2.6 trillion. 5% of that is around $100b, accounting for a small amount of attrition. proponents of the tax forecasted a significant windfall, assuming only a 10% departure rate.
supporters thought they were being clever with the retroactive concept. no billionares would leave CA in the few short months between the tax being proposed and the residency cutoff date, without the tax even having passed yet, right?
well as it turns out, they did.
a new paper [1] from two academics at Stanford called "The Net Present Value of the California Billionaire Tax Act", argues that not only did more billionaires leave due to the proposed tax than its proponents expected, but that the value of the tax, if it does pass, is actually negative.
proponents of the tax only assumed 10% avoidance, that is, only 10% of the taxable base of targeted billionaires would leave CA within the very short Oct-Dec 2025 window. Jaros and Rauh, the Stanford academics, find that a lower bound of 28.6% of the taxable base managed to leave.
just based on known departures, those departures total $577b in net worth, or $28.8b in potential tax lost. this of course does not capture everyone (many left without announcing their departure), so the authors normalize to departure rates estimated from other wealth tax events, and apply other discounts for litigation, arriving arrive at a figure of only $28-$36b in forecasted tax revenues.
but this isn't all! all of the income taxes paid by the departed billionaires are also forsaken. the authors estimate that CA billionaires pay $3.3- 5.8b in annual income taxes. they assume a midpoint of $2b lost in annual collections from departed billionaires. the net present value of that lost income stream is -$68.9 billion.
so when you add it all up you get:
+ $30b one-time tax windfall (estimated)
- $69b in present value of lost future income taxes
= - 38.9b overall net present value of the tax
of course, this analysis is highly estimate driven. the authors simulate the parameters 100k times and find a negative NPV of the implemented tax 85 percent of the time.
and if the tax doesn't pass, which it's not looking like it will, California still ended up losing at least $577b in departed net worth, and they have permanently poisoned the well with entrepreneurs who will now worry about future wealth taxes.
[1]: nber.org/system/files/workin…
Alex Mas retweeted

Matthew Yglesias@mattyglesiasOct 21
🇺🇸
United StatesConnected via United States App StoreAccount-level information, not a live location or per-post device.
Economics argument that the proposed California billionaire tax would be net negative for revenue.
As a political economy complement, note that the CA teachers union has decided to recommend voting "no" on the initiative.
nber.org/papers/w35899#fromr…
Alex Mas retweeted
I’ll be less polite than Scott is in his post: the idea that business schools are the epicenters of bad ethical training on college campuses is comically backwards. Business schools teach students to build, and the world badly needs more builders.
After teaching at @HarvardHBS, @Cornell, and @Cambridge_Uni, Christopher Marquis has concluded that business schools should be abolished.
Maybe the problem isn't business education; maybe it's the corner of business education he knows best.
Please Don’t Abolish My Business School arenainstitutions.substack.c…
Alex Mas retweeted

Mark Zandi@MarkzandiOct 18
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United StatesConnected via United States App StoreAccount-level information, not a live location or per-post device.
With all eyes on the inflation statistics released this week, little attention was paid to the Treasury statement released on Friday. It showed the nation racked up a nearly $2 trillion budget deficit in just-ended fiscal year 2026. That’s more than 6% of GDP.
Alex Mas retweeted
Hanno @HannoLustig is dead on. Proposition 40, which proposes to levy a ‘one off’ 5% wealth tax on billionaires, is ill conceived.
Even if it raises the revenue its proponents claim for it, Proposition 40 will deter future startups from locating in California. It has already led to an exodus of top earners. The more serious effect is on the loss to California of future innovators that will locate in Florida or Texas.
💯👇
What puzzles me about French economists like Gabriel, as well as Emmanuel and Tomas, is the zeal they bring in trying to convince Americans that they have to implement a French model that is focused on redistribution rather than growth, because every indication we have suggests that the focus on redistribution has cost France, and some other countries in Europe, like my own native Belgium, very dearly so far. In fact, the French economy looks like it is about to enter a serious fiscal crisis because its redistribution model is no longer sustainable.
Californians ought to celebrate the fact that wealth is being created in California, and not somewhere else in the U.S. or in the rest of the world. Americans, and Californians, for that matter, should continue to do what they do best, which is focus on growing the pie. It would be a mistake to adopt a model that is fundamentally broken.
What the French should do instead is try to copy the model that made California an engine of innovation. In that case, smart, highly educated French kids wouldn't come to the U.S. to start companies. They would do so in France. If they had done that, they would have more than one AI startup company.
Alex Mas retweeted
Thinking today of all killed & injured at the Nova festival but particularly of Erick & Ruth Peretz.
Ruth had cerebral palsy & learning disability & loved music so Erick her Dad would lift her from her chair & dance with her.
When the terrorists came Erick was last seen running with Ruth in his arms.
(Pictured here with Yamit Peretz who survived only as she had left the festival earlier.)
Alex Mas retweeted
Ariell Reshef and I have a new draft out. It is a paper about one figure. From 1850-1970 the employment share of legal services is constant. Between 1970-1990 it doubles, and then stabilizes at the new, higher, level. Lawyers' relative wages exhibit the same trend. What happened?
Alex Mas retweeted
But don't worry, the next gimmicky populist "soak the rich" tax will totally work
Alex Mas retweeted
Fundamentals of Agentic AI, created by Professor Alex Mas and Pepe Alonso, MBA 27 and AI intern at Google, starts with the idea that understanding AI requires students to look under the hood. #BerkeleyHaas #UCBerkeley
newsroom.haas.berkeley.edu/h…
Alex Mas retweeted
Huge congratulations to @EDerenoncourt for getting a MacArthur ‘genius’ grant @Princeton @PrincetonEcon
princeton.edu/news/2026/09/2…
Alex Mas retweeted
My god this is such a good speech that every SWE needs to hear. You know what? Every person should hear it
Keep the happy memories, eyes on the reality, be excited about the future. That’s the best that anyone can do
Alex Mas retweeted
Nobel prize winning economists have no authority relative to anyone else on what the distribution of income or wealth should be.
Alex Mas retweeted
New UC data shows introductory math grades falling, while rates of failure, no-pass and withdrawal nearly double, ahead of the regents’ expected vote next year on restoring the SAT. sfchronicle.com/california/a…
Alex Mas retweeted
Replying to @AMLabEcon
This is how the CUNY system - which had once been a crown jewel of public higher education in its heyday - was eventually destroyed for a generation.
Alex Mas retweeted
🚨 🚨 New Paper Alert 🚨🚨
Excited to post a new paper on introducing mech. interp methods to power social simulations with AI agents!
paper: arxiv.org/abs/2609.16436
Alex Mas retweeted
The UC system is being flooded with students with 4.0 GPAs. It is now over 100,000 a year (left).
Yet California 11th graders proficiency levels haven't budged (right).
Alex Mas retweeted
Remembering Brent Woodall, Class of 1993, a tight end on Cal's Citrus Bowl team, pitcher in the 1992 College World Series & graduate of Haas Business School, who died at the World Trade Center on September 11, 2001. Brent's wife Tracy give birth to their daughter in April 2002.
Alex Mas retweeted
Remembering Mark Bingham, Class of 1993, one of the heroes who brought down United Airlines Flight 93 in Pennsylvania on September 11, 2001, saving hundreds or thousands of lives. Mark Bingham was a proud gay man and a National Champion with @CalVarsityRugby. He was 31 years old.











































