Category: Medicine

The Nationalization of American Science

OMB, joined by some forty grantmaking agencies—NSF, HHS, DOE, NASA, DOD among them—has proposed a sweeping rewrite of the rules governing all federal grants, the Regulation for Federal Financial Assistance.

American science has long been state funded but not state directed. Since Vannevar Bush, money has flowed through many agencies to independent universities, allocated largely by peer review. The system has flaws—conformity, gerontocracy, waste—but it had one great virtue, the system was decentralized and not under state control. This rule proposes to bring science funding under top-down, state control.

Program goals must now be “aligned with administration policies and priorities” (§ 200.202). Merit review is subordinated to politics: “senior appointees must conduct these reviews,” ensuring “that discretionary awards advance the President’s policy priorities,” while “peer review remains advisory and does not replace agency discretion” (§ 200.205). And every grant becomes terminable at will, whenever it “no longer effectuates program goals, Federal agency priorities, or the national interest *as they exist at the time of the termination*” (§ 200.340, emphasis added). Universities must even ensure their subrecipients don’t “significantly damage the reputation of… the Federal Government” (§ 200.332)—a loyalty clause for scientists.

All this is sold as cutting “burdensome conditions,” a goal I would support, but sadly that is bullshit. The proposed rules add more paperwork and many more layers of bureaucratic review. Payment requests must include written justifications. Every disbursement gets screened through Treasury’s “Do Not Pay” system. Every recipient must run E-Verify. Applicants must disclose any employee who worked at the awarding agency within two years. And on top of the existing review machinery sits a new pre-issuance review committee of “senior appointees” second-guessing the experts. Fixed amount awards—pay for outputs, not inputs—an innovative reward mechanism are *eliminated*, so every award now gets routine cost monitoring and financial reporting.

Political review of every award, peer review demoted, agency review promoted, termination whenever “priorities” change. Chilling. It’s a nightmare of petty low-trust review of the kind that is already drowning science. I must deal with this kind of nonsense all the time. More is not better.

The machinery is centralized too. OMB’s guidance becomes binding regulation, effective government-wide with no agency rulemaking. One dial in the White House now turns every grant program in the country.

The new rules will be sold as getting rid of DEI but that is an excuse to bring in the commissars. The new rules don’t depoliticize science they create even more politicization with the sign flipped, and the drafters admit it:

In the previous administration, executive agencies frequently chose to subsidize and expressly prioritize projects based on their ideological alignment with the categories of activities discussed in the proposed version of § 200.300. See, for example, E.O. 13985, sec. 1, 86 FR 7009, 7009 (Jan. 25, 2021) (“It is therefore the policy of [the Biden] Administration that the Federal Government should pursue a comprehensive approach to advancing equity . . . .”). In this administration, executive agencies will continue to use their discretionary authorities in a manner consistent with current Executive Branch policy. If executive agencies were entitled to subsidize those types of activities during the previous administration, there is no constitutional basis to prevent the government from reaching a different policy determination regarding which activities to fund during this administration.

Read that twice. Tip your hat to the new constitution, take a bow for the new revolution. Will science prosper when it is whipped by political turnover? Research runs on decade timescales; administrations run on four-year ones.

A decentralized funding system is inefficient the way markets and federalism are inefficient—we give up some economies of scale and get experimentation, error correction, and robustness in return. A system in which every award advances “the President’s policy priorities” is efficient the way ministries of science are efficient. We know how that experiment ends.

America is moving in the wrong direction. We should double down on what made America great. Instead we are adopting all of the loser policies of authoritarian nations.

Sentences to ponder

In 2019, there were about 150,000 people working in autism therapy. Six years later, there were 654,000—more than the number of people who work in mining and logging, or telecommunications, or at the US Postal Service.

That is from Derek Thompson.  And here is the seven-minute nap story from the NYT:

At Compleat Kidz, a fast-growing chain of autism clinics based in North Carolina, the policy is firm: Naps cannot be longer than seven minutes before children are awakened to resume therapy. The company says this is necessary to prevent fraud since clinics can be paid only when children are awake and getting services. But it also allows the clinic to bill insurers or Medicaid for more hours.

I do not even need to say “model this.”

Consent-based laws and aggregate fertility

This paper examines how expanding the legal definition of sexual assault affects fertility and sexual behavior, using a panel of European countries. I find that switching to tacit consent-based legislation reduces fertility by about 4% relative to the mean. This effect is driven by a decrease in couple formation and an increase in abortion rates. Supporting evidence is consistent with a behavioral channel in which more risk-averse individuals withdraw from dating and partner markets following the reform, altering the composition of those who remain active toward a pool that is less precautionary. Consistent with this compositional shift, contraceptive use rises among younger women but declines among older age groups, while condom use falls among young men. Finally, an analysis of appeals court verdicts in Sweden following the adoption of consent-based legislation shows a decline in unanimous guilty verdicts, indicating challenges in assessing tacit consent. These results are consistent with a simple framework in which heterogeneity in risk perceptions and precautionary behavior in dating and partner markets, including reduced participation by some individuals, helps explain the observed decline in fertility following the reform.

That is by Adrian Mehic in the Journal of Health Economics tekl.

The chimera of universal coverage in a large, diverse country

Our findings suggest that policies intended to subsidize health insurance of higher income groups, for example, the enhanced premium subsidies, are far less efficient than policies intended to further expand public insurance to low-income groups, for example, in non-expansion states.

That is from a new NBER working paper by Anuj Gangopadhyaya & Robert Kaestner.

Quarantine sentences to ponder, that was then this is now edition…

Trump administration officials, confronted by overlapping outbreaks of Ebola and the hantavirus, have taken a more aggressive approach to locking down potentially exposed people than in past outbreaks, surprising many public health experts…

Dr. Jay Bhattacharya, acting director of the Centers for Disease Control and Prevention, drew notice during the Covid-19 pandemic for suggesting that the coronavirus should be allowed to spread freely among healthy people, and for arguing that mandatory quarantines and lockdowns were harmful to society.

Last week, however, he issued quarantine orders that cited public health laws for two passengers who wanted to leave the Nebraska facility and isolate in their home states.

Here is the full NYT story.  Via Maxwell G.

Liberal Economists Score an Own Goal Against Bezos

Jeff Bezos tweeted:

Yes, the United States has the most progressive tax system in the world. The top 1% pay 40% of taxes, the bottom 50% pay 3% of taxes. We can make it even more progressive by zeroing out taxes on the bottom half. It’s a small amount of the total tax revenue but very meaningful to people in this group.

Strangely, a chorus of liberal economists rushed to attack Bezos. Gabriel Zucman replied:

Contrary to what you claim, working-class people contribute significantly to funding American society today. Payroll taxes and consumption taxes absorb a high fraction of their income.

Justin Wolfers piled on:

If you only count the progressive taxes the U.S. levies, then the U.S. system is quite progressive. But if you also count regressive taxes (payroll taxes, sales taxes, etc), it’s not very progressive.

Bezos called for cutting taxes on the bottom half to make the tax system more progressive and the redistributionists came out swinging–to argue he was wrong about how progressive the current system already is. Own goal. Heretics are worse than unbelievers.

But there’s a second, more interesting thing going on. To make the regressivity case, Zucman and Wolfers have to count payroll payments as taxes. That cuts directly against eighty years of liberal doctrine. Beginning with FDR, the argument on the liberal side has always been that payroll taxes are not taxes but contributions or premiums entitling the payer to benefits as an “earned right.” Here’s FDR to Luther Gulick in 1941:

We put those payroll contributions there so as to give the contributors a legal, moral, and political right to collect their pensions and their unemployment benefits. With those taxes in there, no damn politician can ever scrap my social security program.

That framing isn’t a historical curiosity. It runs straight through liberal social security stalwarts like Arthur Altmeyer, Wilbur Cohen, and Robert Ball, and it’s alive today in Nancy Altman and Eric Kingson’s Social Security Works!, which attacks billionaires and insists Social Security benefits are “earned compensation.” The whole political durability of the program–the third rail–rests on this framing.

So the modern left wants it both ways. When the question is whether to cut Social Security, FICA is a premium and benefits are earned compensation. When the question is whether the tax system is progressive, FICA is suddenly a regressive tax. Pick a lane.

Is there a principled way to resolve this? Yes, and it follows Jim Buchanan (see my earlier post here) and Larry Summers who laid out the economics in his classic paper Some Simple Economics of Mandated Benefits. The principled test is whether a payment reduces labor supply. The wedge between marginal product and the worker’s reservation wage isn’t the statutory rate–it’s the gap between the mandated payment and the worker’s marginal benefit. Sylvain Catherine made exactly this point in reply to Wolfers:

Payroll taxes are not regressive! They are mandatory contributions to a retirement system that offers higher rates of returns at the bottom than at the top.

Consider a forced savings program: everyone must pay 12.4% of income into a 401(k). Is this a tax? For someone who was going to save 15% anyway, not at all. For someone who was going to save 10%, only the extra 2.4% bites. Mandatory does not mean tax. The marginal valuation of the mandated benefit is the key.

Now apply this to the two payroll taxes.

Medicare (HI): Every marginal dollar buys zero marginal benefit. Thus, it’s a tax. Part A eligibility is binary–40 quarters gets you in–and once in, your benefit is whatever Medicare spends on your care. No relationship on the margin. (Moreover, the raw HI schedule is unambiguously progressive: 2.9% flat, rising to 3.8% above $200K/$250K thresholds, plus the NIIT.)

Social Security (OASDI): The 90/32/15 Primary Insurance Amount bend points mean a low earner gets a much better return than a high earner. So the gross statutory rate is flat-then-regressive; but the net rate is progressive. In short, OASDI isn’t a tax for low earners but it is a tax for higher earners, thus the tax is progressive.

So: HI is a progressive tax. OASDI is a contribution at the bottom and a tax at the top. Either way, the Zucman-Wolfers framing—payroll payments as straightforward regressive taxes—is wrong and rhetorically it abandons the framing the left has spent eighty years building to protect these programs.

Personally, I’d prefer a system truer to the old rhetoric–a forced savings program with a closer connection between marginal payments and benefits. But if the left wants to reframe Social Security contributions as taxes, and thus make Social Security all about redistribution to the poor, rather than a wise savings program, roll the dice. Just remember that Altmeyer, Cohen, and Ball spent decades building the “earned right” framing precisely because they understood it was the program’s structural defense against means-testing and privatization. Drop the framing and you drop the defense. I suspect the privatizers at AEI and Cato will happily take that trade but the left may come to regret making it for them.

Capitalism and Modernity

Jesús Fernández-Villaverde, one of the few economists in the world equally at home solving stochastic dynamic optimization problems as with  sociological theory and history, has an excellent series of twitter posts on capitalism and modernity.

JFV:  I have been reading (and re-reading) a lot of social theory.

What strikes me is that most critics of “capitalism” (whatever “capitalism” might mean, and regardless of the value of those critiques) are really critics of modernity, understood as the organization of society around technology, formal institutions, and rational criteria.

I teach the economic history of the Soviet Union and socialist China, and all the pathologies (pollution, reliance on fossil fuels, inequality, depersonalization, consumerism, alienation, you name it) that you can find in a poor neighborhood of 2026 Philadelphia appeared in the same way, or even more, in a factory in Leningrad in 1970 or on a collective farm in Jiangsu in 1978.

Critics seem to lack a vocabulary (or, if you prefer, a cognitive framework) for distinguishing “capitalism” from modernity. For example, people everywhere tend to link personal relationships to displays of consumption. There are likely deep evolutionary reasons for this. De Beers did not invent spending a lot of money on a useless engagement ring: it rode a pre-existing disposition into a particular form of consumption. Couples in Leipzig in 1982 were as interested in conspicuous consumption as those in Chicago in 2026. Talking about “Love and the Cultural Contradictions of Capitalism” misses the point completely.

Of course, you can try, as some of the more perceptive Trotskyists did, to argue that the Soviet Union or China were not truly socialist countries, but this is just a lazy application of the “no true Scotsman” fallacy, and, consequently, their complaints failed to gain much traction outside some departments of cultural studies.

But this is not just a matter of poor analytic skills, as bad as those are. More importantly, it means that 99% of the policy proposals activists put on the table to correct the problems of “capitalism” are doomed to fail because they do not understand where the root cause of the phenomena they complain about lies.

I see this at the university. Do you think the corporation you deal with is self-serving and incompetent? Wait until you need to deal with the Graduate School at a private Ivy League university. The incentive problems (asymmetric information, career concerns, lack of timely feedback, pressure toward conformity) that cause dysfunction in the former are even more pronounced in the latter because of the absence of a profit motive, the sharpest disciplinary mechanism.

At a very fundamental level, Marx got modernity wrong; Weber got it right. Time to spend much less time with Marx and much, much more time with Weber.

Here’s the second post:

Many readers yesterday asked for more concrete examples of what I have in mind regarding the distinctions between features inherent to modernity and those inherent to “capitalism.”

Imagine we have a functioning socialist commonwealth. For simplicity, I will call it the SC.

Imagine also that this SC aims to provide state-of-the-art medical care to its citizens. This is not about superfluous consumption. It is about the desire to provide good preventive care, adequate treatment, palliative care, and so on.

Soon, you realize that you need the scientific-technological complex that develops advanced mRNA vaccines and, even more importantly, the industrial capacity to produce tens of millions of doses at short notice when a new virus arrives or an old one mutates. These are sophisticated processes that involve coordinating millions of individuals with diverse knowledge, skills, and personalities.

But it does not stop there. You will need to produce thousands of MRIs, scanners, FLASH radiotherapy machines, and all the bewildering array of equipment you find in a top hospital.

And I insist: wanting to be treated with the latest oncological equipment if you get cancer is not frivolity. It is a deep human desire that a good society (any society, really) should attempt to provide.

How are you going to accomplish all this? An SC does not want to use private property, so it relies on some form of public property. But public ownership is not the main issue. The real issue is that the SC would need to organize large bureaucratic organizations. Without them, it cannot develop and deploy vaccines, MRIs, scanners, and the rest. The need to scale is the key mechanism at play, not who owns the property.

And, because of their scale, these large bureaucratic organizations will suffer the type of problems that critics of “capitalism” attribute to “capitalism.” The organization will be impersonal and alienating, and inefficient due to career concerns, asymmetric information, conformity effects, and internal politics.

Moreover, because resource constraints hold in every human endeavor, some claims for medical treatment will be denied. The SC will not have enough resources to satisfy every medical demand (and medical demands are, for all practical purposes, unlimited), every demand for education, every demand for the environment, and every demand for this or that worthwhile cause. Sorry, yes, scarcity will always be with us, with or without AI.

Patients whose requests for medical treatment are denied will be particularly annoyed because the SC is built on the idea that such events cannot happen. At least in a “capitalist” society there is someone to blame (the “capitalist”).

Those who deny the need for large bureaucratic organizations are living in a fantasy world. I am pretty sure the day they are told they have prostate cancer, they will run to their closest large bureaucratic organization for treatment.

Those who deny the problems of large bureaucratic organizations, and how deeply irresoluble those problems are, have not seen how not-for-profits work. I have never seen more acrimonious fights than within not-for-profit organizations, where some shared sense of the common good unites members. The fights are fierce precisely because profits play no role.

I have been reading about these issues for nearly 40 years, and I have seen plenty of proposals to address the problems of large bureaucratic organizations. A favorite among many is “participation” or “more democracy” within the organization. No, sorry, more “participation” or “more democracy” only makes things worse. Yugoslavia taught us that you cannot run a large bureaucratic organization based on democratic participation (well, you only need to know some basic economics; Arrow’s impossibility theorem, anyone?).

Large bureaucratic organizations are essential to modern life, and they are full of problems, with or without “capitalism.”

This is what Weber understood and what Marx, who had an incredibly naïve view of the future, never grasped. Weber saw that bureaucracy is not a feature of “capitalism” but the institutional form modern society uses to coordinate large-scale tasks under rational, impersonal rules. Hospitals, ministries, armies, universities, and, yes, corporations all converge on the same form because it works at scale. The iron cage is not capitalist. It is modernity.

The third excellent post on whether capitalism created modernity which criticizes Quine and the analytic-synthetic distinction (!) is here.

On health care price transparency (from the comments)

From MR commentator Sure:

Generally such figures do not reside within the physicians’ office. On our side of the table we do some procedure with multiple specifications and generate some CPT code(s) (e.g. a lap cholycystectomy is 47562, add on a common bile duct exploration and it becomes a 47564, and if you just do cholangiography it becomes a 47563). Generally, we couple that with an ICD-10 code that specifies your exact disease (K80 for simple stones, K81 for cholecystitis, etc.). We then dump those codes into a computer.

Can either of those change? Absolutely, we find a bunch of friable neovasculature around the gallbladder, congrats you likely have cancer which means this surgery is now both a different CPT code and a different ICD-10 set. Maybe only one does – we find the gallbladder lacks an obstructing stone, but does have transmural inflammation then you get a new ICD-10 code. If we find that you actually have multiple obstructing stones and we need to go deeper into the biliary tree, then those are different CPTs.

Regardless, we do what is medically indicated, document the codes used.

At this point, unless your physician keeps billing fully in house, those get handled by a processer. Often, bills from multiple providers get handled by one processor who in turn gives insurance companies bills to their specifications. Often this involves a bunch things – where was the surgery done (through very complicated rules, critical access hospitals, for example, can charge more for the same surgery because the government wants to keep them solvent lest a bunch of people lose their local emergency room and OR), who was doing it (e.g. there is a different rate if you have medical trainees involved), and of course stuff about you (e.g. complex patients get reimbursed at higher rates with the expectation that, on average, the higher rates cover higher complication rates and insurance doesn’t incentvize surgeons to make all their complex patients drive for hours and hours). Then we get to the big buys – buyers. For Medicare, there are some committees that appear to be overwhelmingly ignorant of actual medical practice but they set baseline reimbursements for these CPT/ICD-10 combos. Those then get adjusted to account for regional costs, equity concerns, and only God knows what all else. These are normally set near the break even point on national average. Medicaid, typically, uses those rates as a baseline and then cuts them (hence why many physicians won’t take new Medicaid patients, the reimbursement rates often leave folks at a net loss). Private insurers add another layer of negotiation where they use their monopsony power to extract lower rates while, allegedly, assuring physicians of volume. The range of these negotiations can be exceedingly wide – insurers can have modifiers for quality of care (e.g. how many folks come back in the perioperative period), timeliness of care, and so on and so forth.

Okay, so somebody has haggled set a rate and we just assume that get the bog standard lap chole we have a price?

Of course not.

See that is just what has agreed, in theory, these medical services will be reimbursed at. Actual reimbursement involves a non-negligable risk on non-payment (e.g. insurance denies and the patient cannot or will not pay), delayed payment (and having to utilize credit lines to cover payroll when a large insurer has an IT glitch and doesn’t pay for two weeks is quite expensive), and of course variable legal and compliance costs. You might also be hit with clawbacks, partial payments, and a host of other payment uncertainty.

Okay, but’s lest assume a single CPT/ICD-10 setup, a prenegotiated rate that is paid on time without further processing costs, and everything is chill there. We got a price yet?

Of course not.

See all of the above is for just the surgeon’s professional fees – i.e. what is being paid for use of his hands. The OR itself? That’s a completely different bucket of money that has its own set of billing and negotiations. Facility fees make the professional fees look straight forward and simple.

But we are done now? Right?

Of course not.

See those were the professional fees for your surgeon. You also need an anesthesiologist (and/or his minions). And guess what, yep completely different bucket of money and price negotiation.

But we are done now?

Well, no. There may be different negotiations for lab fees (e.g. where does the CBC get billed), for tissue pathology, for any post-operative hospital services, and of course medications (which are billed completely differently if outpatient or inpatient) to name a few of the more common options.

There isn’t “a” price for a surgery. There are, potentially, a dozen diferent prices that can be combined in a multitude of ways with some buckets covered by one payer and other parts covered by another (and things get crazy fun when you have overlapping payers).

But aren’t there cash only surgical places with listed prices? Yes. And they have an extremely limited set of procedures with everything owned in house – i.e. a setup that is pretty much illegal to set up de novo post Obamacare.

Why does everyone have all these bizarre negotations. Why don’t you just pay the surgeon everything and then he pays the hospital, the anesthesiologist, the pathologist, etc. from that cut? Because that is an invitation for your surgeon to be charged with a crime. It is federal crime to underbill or to underbill when it comes to government monies (and in many states, private insurance monies). We are required not just to I Pencil up a price, but to make that price transparent to regulators. If a hospital wants to grant me cheaper OR time because I have reliable stream of patients, keep the OR cleaner (reducing turnaround time enough to fit another case per day in), and don’t create ancillary malpractice risk at the going rate … the hospital risks being tagged with inducement. If I negotiate a cheaper rate with the lab for my patients’ tests, it is considered prima facie evidence for kickbacks and I then have a positive burden to prove that I am not getting clandestine remuneration from the lab.

Separate, disjointed, billing through bureaucratic negotiation is legible. It is legible to the courts, to regulators, and to malpractice insurers.

But doesn’t all this massive change efficiency of care delivery?
Not that I can easily see. I have personal experience with IHS, TriCare, Kaiser, the VA, and for-profit, non-profit, and even prison care; full Beveridge like IHS is often the least efficient.

So where do cash prices come from? Outside of cash only practices, those are overwhelmingly fictions that somebody pulled out of their nether regions in a likely futile attempt to BS the counterparty to an insurance negotiation.

Why is this all so complicated:
1. Principle agent. The patient has a wildly different incentive structure than the collective payer (insurance or government) and American healthcare is insanely deferential to the patient compared to alternatives. The folks with the most direct control feel at most a small fraction of the price pain have near zero incentive to economize for anything big.
2. Taxes. The original sin of American healthcare was making insurance, rather than medical procedures themselves, tax deductible. This creates very strong incentives for people to bundle non-healthcare into insurance premiums in hard to define manners (e.g. is a health insurer offering a rebate for gym membership incentivizing exercise, allowing folks who would already have gym memberships to pay pre-tax, or just selecting for healthier patients).
3. People are terrified of physician abuse. Most folks, even other physicians, have a very hard time knowing if their physician is taking them for a ride. So they turn to something powerful to regulate physicians. But, not knowing what actually matters, these folks find it extremely hard to navigate market transactions. Healthcare would far rather have 100 unattributable deaths and 2x costs than to have 1 attributable death that regulation could avoid.
4. A complete disconnect between what folks experience for prices (e.g. my tape easily costs 10x more than department store specials, my EMR internal word processor is an order of magnitude more expensive than MSWord let alone Emacs or the like) and how medical expenses run.
5. A failure to appreciate the costs of having things on standby. We have folks ready incase a simple IR procedure perfs the vessel walls. We have countless folks handy in case your infusion leads to anaphylaxis. Or your blood transfusion moves on to TRALI. Just opening the doors typically means that we need to have a few dozen physicians and their support staff available at all times. I’ve seen a simple gallbladder turn into a massive transfusion with staging, SICU, and the whole works. I have seen STD treatment turn into a catastrophic emergency of the sort that gets Derm to come in at oh ass hundred.

None of those go away if we post prices. And a lot of people will be upset – somebody will decry us pricing differently for different patients – everyone deserves the same care at the same cost. Somebody will decry us for not pricing differently enough – people should be reward for making good decisions.

Long run, healthcare is going to get more expensive. I expect it will eventually be on part with mortgage payments (you know you live in your body 24/7). But there is an evergreen fantasy that … if only … then we could reduce prices.

You can’t. You can, maybe, make them rise more slowly, normally for harsh tradeoffs Americans won’t stand. And just about every significant intervention that really moves the price needle … is either selection (e.g. health share ministries have wildly healthier populations because they are heavily selected about drugs, promiscuity, and the rest) or given entirely back by the patient dying later. And the handful of things to do pass muster (e.g. HPV vaccination, Hep C treatment) … it becomes yet another morass of how much to pay whom.

Healthcare is not a normal market. We should stop pretending it could be one.

The economic value of eliminating cancer

This paper estimates the economic value to the United States of eliminating cancer mortality over a 35-year horizon beginning in 2030, which would eliminate 30.7 million cancer deaths with a total mortality burden of 380 million life-years. We quantify the economic value of this substantial reduction in cancer mortality by incorporating the monetized value of increased longevity. To value the longevity gains in monetary terms, we utilize the valuations used by the U.S. federal government in its cost-benefit evaluations of regulations. Eliminating cancer mortality generates $197 trillion in economic benefits over 35 years, corresponding to approximately $16,282 per American per year, or $41,684 per American household per year. If cancer elimination is viewed as an R&D investment, it yields an enormous internal rate of return, ranging from 570% to 1,024%, based on benchmarked R&D costs. In addition, we perform a sensitivity analysis by varying the elimination durations and the degree of success, using the benchmark case scenario in which cancer mortality is reduced by 80 percent over a 20-year transition. This achieves about 70 percent of the total economic value of full elimination above, corresponding to aggregate benefits of about $134 trillion, or approximately $11,112 per person per year.

That is from a new NBER working paper by Tomas J. PhilipsonDeyu ZhangShumaila Abbasi Noah Fisher.  I will note in passing this is an argument for wanting to see reasonable Chinese progress in AI.

Physician Incomes and the Extreme Shortage of High IQ Workers

Physician incomes are extraordinarily high in the United States. A new NBER paper finds that U.S. physicians earn roughly two to four times as much as their counterparts in Canada, the Netherlands, and Sweden.

Why? Is it some feature particular to the US health care sector? Probably not. The same paper finds that physicians in the US have about the same relative income ranking as in Canada, the Netherlands, and Sweden. In other words, lots of high-skill workers in the US earn high incomes and physicians don’t look unusual relative to these other high-skill groups.

That is exactly what one would expect in an economy with an extreme shortage of high-IQ, high-skill workers. The US is a uniquely productive economy for high-skill workers which is why the US demand for foreign workers and the foreign demand to immigrate are so strong, especially at the high end.. By one estimate, “immigrants account for 32 percent of aggregate U.S. innovation.”

Immigration of high-skill workers such as with the H-1B and EB-1,2,3 programs, together with stronger U.S. education, is one way to reduce the shortage of high-skill workers. The alternative is simpler: make the economy less dynamic and less rewarding for talent. Then wages would fall and fewer ambitious people would bother coming. A solution but only if your preferred cure for scarcity is decline.