Tax plan possibilities

Mar 26, JDN 2457839

Recently President Trump (that phrase may never quite feel right) began presenting his new tax plan. To be honest, it’s not as ridiculous as I had imagined it might be. I mean, it’s still not very good, but it’s probably better than Reagan’s tax plan his last year in office, and it’s not nearly as absurd as the half-baked plan Trump originally proposed during the campaign.

But it got me thinking about the incredible untapped potential of our tax system—the things we could achieve as a nation, if we were willing to really commit to them and raise taxes accordingly.

A few years back I proposed a progressive tax system based upon logarithmic utility. I now have a catchy name for that tax proposal; I call it the logtax. It depends on two parameters—a poverty level, at which the tax rate goes to zero; and what I like to call a metarate—the fundamental rate that sets all the actual tax rates by the formula.

For the poverty level, I suggest we use the highest 2-household poverty level set by the Department of Health and Human Services: Because of Alaska’s high prices, that’s the Alaska poverty level, and the resulting figure is $20,290—let’s round to $20,000.

I would actually prefer to calculate taxes on an individual basis—I see no reason to incentivize particular household arrangements—but as current taxes are calculated on a household basis, I’m going to use that for now.

The metarate can be varied, and in the plans below I will compare different options for the metarate.

I will compare six different tax plans:

  1. Our existing tax plan, set under the Obama administration
  2. Trump’s proposed tax plan
  3. A flat rate of 30% with a basic income of $12,000, replacing welfare programs and Medicaid
  4. A flat rate of 40% with a basic income of $15,000, replacing welfare programs and Medicaid
  5. A logtax with a metarate of 20%, all spending intact
  6. A logtax with a metarate of 25% and a basic income of $12,000, replacing welfare programs and Medicaid
  7. A logtax with a metarate of 35% and a basic income of $15,000, cutting military spending by 50% and expanding Medicare to the entire population while eliminating Medicare payroll taxes

To do a proper comparison, I need estimates of the income distribution in the United States, in order to properly estimate the revenue from each type of tax. For that I used US Census data for most of the income data, supplementing with the World Top Incomes database for the very highest income brackets. The household data is broken up into brackets of $5,000 and only goes up to $250,000, so it’s a rough approximation to use the average household income for each bracket, but it’s all I’ve got.

The current brackets are 10%, 15%, 25%, 28%, 33%, 35%, and 39.6%. These are actually marginal rates, not average rates, which makes the calculation a lot more complicated. I did it properly though; for example, when you start paying the marginal rate of 28%, your average rate is really only 20.4%.

Worst of all, I used static scoring—that is, I ignored the Laffer Effect by which increasing taxes changes incentives and can change pre-tax incomes. To really do this analysis properly, one should use dynamic scoring, taking these effects into account—but proper dynamic scoring is an enormous undertaking, and this is a blog post, not my dissertation.

Still, I was able to get pretty close to the true figures. The actual federal budget shows total revenue net of payroll taxes to be $2.397 trillion, whereas I estimated $2.326 trillion; the true deficit is $608 billion and I estimated $682 billion.

Under Trump’s tax plan, almost all rates are cut. He also plans to remove some deductions, but all reports I could find on the plan were vague as to which ones, and with data this coarse it’s very hard to get any good figures on deduction amounts anyway. I also want to give him credit where it’s due: It was a lot easier to calculate the tax rates under Trump’s plan (but still harder than under mine…). But in general what I found was the following:

Almost everyone pays less income tax under Trump’s plan, by generally about 4-5% of their income. The poor benefit less or are slightly harmed; the rich benefit a bit more.

For example, a household in poverty making $12,300 would pay $1,384 currently, but $1,478 under Trump’s plan, losing $94 or 0.8% of their income. An average household making $52,000 would pay $8,768 currently but only $6,238 under Trump’s plan, saving $2,530 or about 4.8% of their income. A household making $152,000 would pay $35,580 currently but only $28,235 under Trump’s plan, saving $7,345 or again about 4.8%. A top 1% household making $781,000 would pay $265,625 currently, but only $230,158 under Trump’s plan, saving $35,467 or about 4.5%. A top 0.1% household making $2,037,000 would pay $762,656 currently, but only $644,350 under Trump’s plan, saving $118,306 or 5.8% of their income. A top 0.01% household making $9,936,000 would pay $3,890,736 currently, but only $3,251,083 under Trump’s plan, saving $639,653 or 6.4% of their income.

Because taxes are cut across the board, Trump’s plan would raise less revenue. My static scoring will exaggerate this effect, but only moderately; my estimate says we would lose over $470 billion in annual revenue, while the true figure might be $300 billion. In any case, Trump will definitely increase the deficit substantially unless he finds a way to cut an awful lot of spending elsewhere—and his pet $54 billion increase to the military isn’t helping in that regard. My estimate of the new deficit under Trump’s plan is $1.155 trillion—definitely not the sort of deficit you should be running during a peacetime economic expansion.

Let’s see what we might have done instead.

If we value simplicity and ease of calculation, it’s hard to beat a flat tax plus basic income. With a flat tax of 30% and a basic income of $12,000 per household, the poor do much better off because of the basic income, while the rich do a little better because of the flat tax, and the middle class feels about the same because the two effects largely cancel. Calculating your tax liability now couldn’t be easier; multiply your income by 3, remove a zero—that’s what you owe in taxes. And how much do you get in basic income? The same as everyone else, $12,000.

Using the same comparison households: The poor household making $12,300 would now receive $8,305—increasing their income by $9,689 or 78.8% relative to the current system. The middle-class household making $52,000 would pay $3,596, saving $5,172 or 10% of their income. The upper-middle-class household making $152,000 would now pay $33,582, saving only $1998 or 1.3% of their income. The top 1% household making $782,000 would pay $234,461, saving $31,164 or 4.0%. The top 0.1% household making $2,037,000 would pay $611,000, saving $151,656 or 7.4%. Finally, the top 0.01% household making $9,936,000 would pay $2,980,757, saving $910,000 or 9.1%.

Thus, like Trump’s plan, the tax cut almost across the board results in less revenue. However, because of the basic income, we can now justify cutting a lot of spending on social welfare programs. I estimated we could reasonably save about $630 billion by cutting Medicaid and other social welfare programs, while still not making poor people worse off because of the basic income. The resulting estimated deficit comes in at $1.085 trillion, which is still too large—but less than what Trump is proposing.

If I raise the flat rate to 40%—just as easy to calculate—I can bring that deficit down, even if I raise the basic income to $15,000 to compensate. The poverty household now receives $10,073, and the other representative households pay $5,974; $45,776; $297,615; $799,666; and $3,959,343 respectively. This means that the poor are again much better off, the middle class are about the same, and the rich are now substantially worse off. But what’s our deficit now? $180 billion—that’s about 1% of GDP, the sort of thing you can maintain indefinitely with a strong currency.

Can we do better than this? I think we can, with my logtax.

I confess that the logtax is not quite as easy to calculate as the flat tax. It does require taking exponents, and you can’t do it in your head. But it’s actually still easier than the current system, because there are no brackets to keep track of, no discontinuous shifts in the marginal rate. It is continuously progressive for all incomes, and the same formula can be used for all incomes from zero to infinity.
The simplest plan just replaces the income tax with a logtax of 20%. The poor household now receives $1,254, just from the automatic calculation of the tax—no basic income was added. The middle-class household pays $9,041, slightly more than what they are currently paying. Above that, people start paying more for sure: $50,655; $406,076; $1,228,795; and $7,065,274 respectively.

This system is obviously more progressive, but does it raise sufficient revenue? Why, as a matter of fact it removes the deficit entirely. The model estimates that the budget would now be at surplus of $110 billion. This is probably too optimistic; under dynamic scoring the distortions are probably going to cut the revenue a little. But it would almost certainly reduce the deficit, and very likely eliminate it altogether—without any changes in spending.

The next logtax plan adds a basic income of $12,000. To cover this, I raised the metarate to 25%. Now the poor household is receiving $11,413, the middle-class household is paying a mere $1,115, and the other households are paying $50,144; $458,140; $1,384,475; and $7,819,932 respectively. That top 0.01% household isn’t going to be happy, as they are now paying 78% of their income where in our current system they would pay only 39%. But their after-tax income is still over $2 million.

How does the budget look now? As with the flat tax plan, we can save about $630 billion by cutting redundant social welfare programs. So we are once again looking at a surplus, this time of about $63 billion. Again, the dynamic scoring might show some deficit, but definitely not a large one.

Finally, what if I raise the basic income to $15,000 and raise the metarate to 35%? The poor household now receives $14,186, while the median household pays $2,383. The richer households of course foot the bill, paying $64,180; $551,031; $1,618,703; and $8,790,124 respectively. Oh no, the top 0.01% household will have to make do with only $1.2 million; how will they survive!?

This raises enough revenue that it allows me to do some even more exciting things. With a $15,000 basic income, I can eliminate social welfare programs for sure. But then I can also cut military spending, say in half—still leaving us the largest military in the world. I can move funds around to give Medicare to every single American, an additional cost of about twice what we currently pay for Medicare. Then Medicaid doesn’t just get cut; it can be eliminated entirely, folded into Medicare. Assuming that the net effect on total spending is zero, the resulting deficit is estimated at only $168 billion, well within the range of what can be sustained indefinitely.

And really, that’s only the start. Once you consider all the savings on healthcare spending—an average of $4000 per person per year, if switching to single-payer brings us down to the average of other highly-developed countries. This is more than what the majority of the population would be paying in taxes under this plan—meaning that once you include the healthcare benefits, the majority of Americans would net receive money from the government. Compared to our current system, everyone making under about $80,000 would be better off. That is what we could be doing right now—free healthcare for everyone, a balanced budget (or close enough), and the majority of Americans receiving more from the government than they pay in taxes.

These results are summarized in the table below. (I also added several more rows of representative households—though still not all the brackets I used!) I’ve color-coded who would be paying less in tax in green and who would be more in tax in red under each plan, compared to our current system. This color-coding is overly generous to Trump’s plan and the 30% flat tax plan, because it doesn’t account for the increased government deficit (though I did color-code those as well, again relative to the current system). And yet, over 50% of households make less than $51,986, putting the poorest half of Americans in the green zone for every plan except Trump’s. For the last plan, I also color-coded those between $52,000 and $82,000 who would pay additional taxes, but less than they save on healthcare, thus net saving money in blue. Including those folks, we’re benefiting over 69% of Americans.

Household

pre-tax income

Current tax system Trump’s tax plan Flat 30% tax with $12k basic income Flat 40% tax with $15k basic income Logtax 20% Logtax 25% with $12k basic income Logtax 35% with $15k basic income, single-payer healthcare
$1,080 $108 $130 -$11,676 -$14,568 -$856 -$12,121 -$15,173
$12,317 $1,384 $1,478 -$8,305 -$10,073 -$1,254 -$11,413 -$14,186
$22,162 $2,861 $2,659 -$5,351 -$6,135 $450 -$9,224 -$11,213
$32,058 $4,345 $3,847 -$2,383 -$2,177 $2,887 -$6,256 -$7,258
$51,986 $8,768 $6,238 $3,596 $5,794 $9,041 $1,115 $2,383
$77,023 $15,027 $9,506 $11,107 $15,809 $18,206 $11,995 $16,350
$81,966 $16,263 $10,742 $12,590 $17,786 $20,148 $14,292 $17,786
$97,161 $20,242 $14,540 $17,148 $23,864 $26,334 $21,594 $28,516
$101,921 $21,575 $15,730 $18,576 $27,875 $30,571 $23,947 $31,482
$151,940 $35,580 $28,235 $33,582 $45,776 $50,655 $50,144 $64,180
$781,538 $265,625 $230,158 $222,461 $297,615 $406,076 $458,140 $551,031
$2,036,666 $762,656 $644,350 $599,000 $799,666 $1,228,795 $1,384,475 $1,618,703
$9,935,858 $3,890,736 $3,251,083 $2,968,757 $3,959,343 $7,065,274 $7,819,932 $8,790,124
Change in federal spending $0 $0 -$630 billion -$630 billion $0 -$630 billion $0
Estimated federal surplus -$682 billion -$1,155 billion -$822 billion -$180 billion $110 billion $63 billion -$168 billion

The real crisis in education is access, not debt

Jan 8, JDN 2457762

A few weeks ago I tried to provide assurances that the “student debt crisis” is really not much of a crisis; there is a lot of debt, but it is being spent on a very good investment both for individuals and for society. Student debt is not that large in the scheme of things, and it more than pays for itself in the long run.

But this does not mean we are not in the midst of an education crisis. It’s simply not about debt.

The crisis I’m worried about involves access.

As you may recall, there are a substantial number of people with very small amounts of student debt, and they tend to be the most likely to default. The highest default rates are among the group of people with student debt greater than $0 but less than $5000.

So how is it that there are people with only $5,000 in student debt anyway? You can’t buy much college for $5,000 these days, as tuition prices have risen at an enormous rate: From 1983 to 2013, in inflation-adjusted dollars, average annual tuition rose from $7,286 at public institutions and $17,333 at private institutions to $15,640 at public institutions and $35,987 at private institutions—more than doubling in each case.

Enrollments are much higher, but this by itself should not raise tuition per student. So where is all the extra money going? Some of it is due to increases in public funding that have failed to keep up with higher enrollments; but a lot of it just seems to be going to higher pay for administrators and athletic coaches. This is definitely a problem; students should not be forced to subsidize the millions of dollars most universities lose on funding athletics—the NCAA, who if anything are surely biased in favor of athletics, found that the total net loss due to athletics spending at FBS universities was $17 million per year. Only a handful of schools actually turn a profit on athletics, all of them Division I. So it might be fair to speak of an “irresponsible college administration crisis”, administrators who heap wealth upon themselves and their beloved athletic programs while students struggle to pay their bills, or even a “college tuition crisis” where tuition keeps rising far beyond what is sustainable. But that’s not the same thing as a “student debt crisis”—just as the mortgage crisis we had in 2008 is distinct from the slow-burning housing price crisis we’ve been in since the 1980s. Making restrictions on mortgages tighter might prevent banks from being as predatory as they have been lately, but it won’t suddenly allow people to better afford houses.

And likewise, I’m much more worried about students who don’t go to college because they are afraid of this so-called “debt crisis”; they’re going to end up much worse off. As Eduardo Porter put it in the New York Times:

And yet Mr. Beltrán says he probably wouldn’t have gone to college full time if he hadn’t received a Pell grant and financial aid from New York State to defray the costs. He has also heard too many stories about people struggling under an unbearable burden of student loans to even consider going into debt. “Honestly, I don’t think I would have gone,” he said. “I couldn’t have done four years.”

And that would have been the wrong decision.

His reasoning is not unusual. The rising cost of college looms like an insurmountable obstacle for many low-income Americans hoping to get a higher education. The notion of a college education becoming a financial albatross around the neck of the nation’s youth is a growing meme across the culture. Some education experts now advise high school graduates that a college education may not be such a good investment after all. “Sticker price matters a lot,” said Lawrence Katz, a professor of Harvard University. “It is a deterrent.”

 

[…]

 

And the most perplexing part of this accounting is that regardless of cost, getting a degree is the best financial decision a young American can make.

According to the O.E.C.D.’s report, a college degree is worth $365,000 for the average American man after subtracting all its direct and indirect costs over a lifetime. For women — who still tend to earn less than men — it’s worth $185,000.

College graduates have higher employment rates and make more money. According to the O.E.C.D., a typical graduate from a four-year college earns 84 percent more than a high school graduate. A graduate from a community college makes 16 percent more.

A college education is more profitable in the United States than in pretty much every other advanced nation. Only Irish women get more for the investment: $185,960 net.

So, these students who have $5,000 or less in student debt; what does that mean? That amount couldn’t even pay for a single year at most universities, so how did that happen?

Well, they almost certainly went to community college; only a community college could provide you with a nontrivial amount of education for less than $5,000. But community colleges vary tremendously in their quality, and some have truly terrible matriculation rates. While most students who start at a four-year school do eventually get a bachelor’s degree (57% at public schools, 78% at private schools), only 17% of students who start at community college do. And once students drop out, they very rarely actually return to complete a degree.

Indeed, the only way to really have that little student debt is to drop out quickly. Most students who drop out do so chiefly for reasons that really aren’t all that surprising: Mostly, they can’t afford to pay their bills. “Unable to balance school and work” is the number 1 reported reason why students drop out of college.

In the American system, student loans are only designed to pay the direct expenses of education; they often don’t cover the real costs of housing, food, transportation and healthcare, and even when they do, they basically never cover the opportunity cost of education—the money you could be making if you were working full-time instead of going to college. For many poor students, simply breaking even on their own expenses isn’t good enough; they have families that need to be taken care of, and that means working full-time. Many of them even need to provide for their parents or grandparents who may be poor or disabled. Yet in the US system it is tacitly assumed that your parents will help you—so when you need to help them, what are you supposed to do? You give up on college and you get a job.

The most successful reforms for solving this problem have been comprehensive; they involved working to support students directly and intensively in all aspects of their lives, not just the direct financial costs of school itself.

Another option would be to do something more like what they do in Sweden, where there is also a lot of student debt, but for a very different reason. The direct cost of college is paid automatically by the government. Yet essentially all Swedish students have student debt, and total student debt in Sweden is much larger than other European countries and comparable to the United States; why? Because Sweden understands that you should also provide for the opportunity cost. In Sweden, students live fully self-sufficient on student loans, just as if they were working full-time. They are not expected to be supported by their parents.

The problem with American student loans, then, is not that they are too large—but that they are too small. They don’t provide for what students actually need, and thus don’t allow them to make the large investment in their education that would have paid off in the long run. Panic over student loans being too large could make the problem worse, if it causes us to reduce the amount of loanable funds available for students.

The lack of support for poor students isn’t the only problem. There are also huge barriers to education in the US based upon race. While Asian students do as well (if not better) than White students, Black and Latino students have substantially lower levels of educational attainment. Affirmative action programs can reduce these disparities, but they are unpopular and widely regarded as unfair, and not entirely without reason.

A better option—indeed one that should be a no-brainer in my opinion—is not to create counter-biases in favor of Black and Latino students (which is what affirmative action is), but to eliminate biases in favor of White students that we know exist. Chief among these are so-called “legacy admissions”, in which elite universities attract wealthy alumni donors by granting their children admission and funding regardless of whether they even remotely deserve it or would contribute anything academically to the university.

These “legacy admissions” are frankly un-American. They go against everything our nation supposedly stands for; in fact, they reek of feudalism. And unsurprisingly, they bias heavily in favor of White students—indeed, over 90 percent of legacy admits are White and Protestant. Athletic admissions are also contrary to the stated mission of the university, though their racial biases are more complicated (Black students are highly overrepresented in football and basketball admits, for example) and it is at least not inherently un-American to select students based upon their athletic talent as opposed to their academic talent.

But this by itself would not be enough; the gaps are clearly too large to close that way. Getting into college is only the start, and graduation rates are much worse for Black students than White students. Moreover, the education gap begins well before college—high school dropout rates are much higher among Black and Latino studentsas well.

In fact, even closing the education gap by itself would not be enough; racial biases permeate our whole society. Black individuals with college degrees are substantially more likely to be unemployed and have substantially lower wages on average than White individuals with college degrees—indeed, a bachelor’s degree gets a Black man a lower mean wage than a White man would get with only an associate’s degree.

Fortunately, the barriers against women in college education have largely been conquered. In fact, there are now more women in US undergraduate institutions than men. This is not to say that there are not barriers against women in society at large; women still make about 75% as much income as men on average, and even once you adjust for factors such as education and career choice they still only make about 95% as much. Moreover, these factors we’re controlling for are endogenous. Women don’t choose their careers in a vacuum, they choose them based upon a variety of social and cultural pressures. The fact that 93% of auto mechanics are men and 79% of clerical workers are women might reflect innate differences in preferences—but it could just as well reflect a variety of cultural biases or even outright discrimination. Quite likely, it’s some combination of these. So it is not obvious to me that the “adjusted” wage gap is actually a more accurate reflection of the treatment of women in our society than the “unadjusted” wage gap; the true level of bias is most likely somewhere in between the two figures.

Gender wage gaps vary substantially across age groups and between even quite similar countries: Middle-aged women in Germany make 28% less than middle-aged men, while in France that gap is only 19%. Young women in Latvia make 14% less than young men, but in Romania they make 1.1% more. This variation clearly shows that this is not purely the effect of some innate genetic difference in skills or preferences; it must be at least in large part the product of cultural pressures or policy choices.

Even within academia, women are less likely to be hired full-time instead of part-time, awarded tenure, or promoted to administrative positions. Moreover, this must be active discrimination in some form, because gaps in hiring and wage offers between men and women persist in randomized controlled experiments. You can literally present the exact same resume and get a different result depending on whether you attached a male name or a female name.

But at least when it comes to the particular question of getting bachelor’s degrees, we have achieved something approaching equality across gender, and that is no minor accomplishment. Most countries in the world still have more men than women graduating from college, and in some countries the difference is terrifyingly large. I found from World Bank data that in the Democratic Republic of Congo, only 3% of men go to college—and less than 1% of women do. Even in Germany, 29% of men graduate from college but only 19% of women do. Getting both of these figures over 30% and actually having women higher than men is a substantial achievement for which the United States should be proud.

Yet it still remains the case that Americans who are poor, Black, Native American, or Latino are substantially less likely to ever make it through college. Panic about student debt might well be making this problem worse, as someone whose family makes $15,000 per year is bound to hear $50,000 in debt as an overwhelming burden, even as you try to explain that it will eventually pay for itself seven times over.

We need to instead be talking about the barriers that are keeping people from attending college, and pressuring them to drop out once they do. Debt is not the problem. Even tuition is not really the problem. Access is the problem. College is an astonishingly good investment—but most people never get the chance to make it. That is what we need to change.

Bigotry is more powerful than the market

Nov 20, JDN 2457683

If there’s one message we can take from the election of Donald Trump, it is that bigotry remains a powerful force in our society. A lot of autoflagellating liberals have been trying to explain how this election result really reflects our failure to help people displaced by technology and globalization (despite the fact that personal income and local unemployment had negligible correlation with voting for Trump), or Hillary Clinton’s “bad campaign” that nonetheless managed the same proportion of Democrat turnout that re-elected her husband in 1996.

No, overwhelmingly, the strongest predictor of voting for Trump was being White, and living in an area where most people are White. (Well, actually, that’s if you exclude authoritarianism as an explanatory variable—but really I think that’s part of what we’re trying to explain.) Trump voters were actually concentrated in areas less affected by immigration and globalization. Indeed, there is evidence that these people aren’t racist because they have anxiety about the economy—they are anxious about the economy because they are racist. How does that work? Obama. They can’t believe that the economy is doing well when a Black man is in charge. So all the statistics and even personal experiences mean nothing to them. They know in their hearts that unemployment is rising, even as the BLS data clearly shows it’s falling.

The wide prevalence and enormous power of bigotry should be obvious. But economists rarely talk about it, and I think I know why: Their models say it shouldn’t exist. The free market is supposed to automatically eliminate all forms of bigotry, because they are inefficient.

The argument for why this is supposed to happen actually makes a great deal of sense: If a company has the choice of hiring a White man or a Black woman to do the same job, but they know that the market wage for Black women is lower than the market wage for White men (which it most certainly is), and they will do the same quality and quantity of work, why wouldn’t they hire the Black woman? And indeed, if human beings were rational profit-maximizers, this is probably how they would think.

More recently some neoclassical models have been developed to try to “explain” this behavior, but always without daring to give up the precious assumption of perfect rationality. So instead we get the two leading neoclassical theories of discrimination, which are statistical discrimination and taste-based discrimination.

Statistical discrimination is the idea that under asymmetric information (and we surely have that), features such as race and gender can act as signals of quality because they are correlated with actual quality for various reasons (usually left unspecified), so it is not irrational after all to choose based upon them, since they’re the best you have.

Taste-based discrimination is the idea that people are rationally maximizing preferences that simply aren’t oriented toward maximizing profit or well-being. Instead, they have this extra term in their utility function that says they should also treat White men better than women or Black people. It’s just this extra thing they have.

A small number of studies have been done trying to discern which of these is at work.
The correct answer, of course, is neither.

Statistical discrimination, at least, could be part of what’s going on. Knowing that Black people are less likely to be highly educated than Asians (as they definitely are) might actually be useful information in some circumstances… then again, you list your degree on your resume, don’t you? Knowing that women are more likely to drop out of the workforce after having a child could rationally (if coldly) affect your assessment of future productivity. But shouldn’t the fact that women CEOs outperform men CEOs be incentivizing shareholders to elect women CEOs? Yet that doesn’t seem to happen. Also, in general, people seem to be pretty bad at statistics.

The bigger problem with statistical discrimination as a theory is that it’s really only part of a theory. It explains why not all of the discrimination has to be irrational, but some of it still does. You need to explain why there are these huge disparities between groups in the first place, and statistical discrimination is unable to do that. In order for the statistics to differ this much, you need a past history of discrimination that wasn’t purely statistical.

Taste-based discrimination, on the other hand, is not a theory at all. It’s special pleading. Rather than admit that people are failing to rationally maximize their utility, we just redefine their utility so that whatever they happen to be doing now “maximizes” it.

This is really what makes the Axiom of Revealed Preference so insidious; if you really take it seriously, it says that whatever you do, must by definition be what you preferred. You can’t possibly be irrational, you can’t possibly be making mistakes of judgment, because by definition whatever you did must be what you wanted. Maybe you enjoy bashing your head into a wall, who am I to judge?

I mean, on some level taste-based discrimination is what’s happening; people think that the world is a better place if they put women and Black people in their place. So in that sense, they are trying to “maximize” some “utility function”. (By the way, most human beings behave in ways that are provably inconsistent with maximizing any well-defined utility function—the Allais Paradox is a classic example.) But the whole framework of calling it “taste-based” is a way of running away from the real explanation. If it’s just “taste”, well, it’s an unexplainable brute fact of the universe, and we just need to accept it. If people are happier being racist, what can you do, eh?

So I think it’s high time to start calling it what it is. This is not a question of taste. This is a question of tribal instinct. This is the product of millions of years of evolution optimizing the human brain to act in the perceived interest of whatever it defines as its “tribe”. It could be yourself, your family, your village, your town, your religion, your nation, your race, your gender, or even the whole of humanity or beyond into all sentient beings. But whatever it is, the fundamental tribe is the one thing you care most about. It is what you would sacrifice anything else for.

And what we learned on November 9 this year is that an awful lot of Americans define their tribe in very narrow terms. Nationalistic and xenophobic at best, racist and misogynistic at worst.

But I suppose this really isn’t so surprising, if you look at the history of our nation and the world. Segregation was not outlawed in US schools until 1955, and there are women who voted in this election who were born before American women got the right to vote in 1920. The nationalistic backlash against sending jobs to China (which was one of the chief ways that we reduced global poverty to its lowest level ever, by the way) really shouldn’t seem so strange when we remember that over 100,000 Japanese-Americans were literally forcibly relocated into camps as recently as 1942. The fact that so many White Americans seem all right with the biases against Black people in our justice system may not seem so strange when we recall that systemic lynching of Black people in the US didn’t end until the 1960s.

The wonder, in fact, is that we have made as much progress as we have. Tribal instinct is not a strange aberration of human behavior; it is our evolutionary default setting.

Indeed, perhaps it is unreasonable of me to ask humanity to change its ways so fast! We had millions of years to learn how to live the wrong way, and I’m giving you only a few centuries to learn the right way?

The problem, of course, is that the pace of technological change leaves us with no choice. It might be better if we could wait a thousand years for people to gradually adjust to globalization and become cosmopolitan; but climate change won’t wait a hundred, and nuclear weapons won’t wait at all. We are thrust into a world that is changing very fast indeed, and I understand that it is hard to keep up; but there is no way to turn back that tide of change.

Yet “turn back the tide” does seem to be part of the core message of the Trump voter, once you get past the racial slurs and sexist slogans. People are afraid of what the world is becoming. They feel that it is leaving them behind. Coal miners fret that we are leaving them behind by cutting coal consumption. Factory workers fear that we are leaving them behind by moving the factory to China or inventing robots to do the work in half the time for half the price.

And truth be told, they are not wrong about this. We are leaving them behind. Because we have to. Because coal is polluting our air and destroying our climate, we must stop using it. Moving the factories to China has raised them out of the most dire poverty, and given us a fighting chance toward ending world hunger. Inventing the robots is only the next logical step in the process that has carried humanity forward from the squalor and suffering of primitive life to the security and prosperity of modern society—and it is a step we must take, for the progress of civilization is not yet complete.

They wouldn’t have to let themselves be left behind, if they were willing to accept our help and learn to adapt. That carbon tax that closes your coal mine could also pay for your basic income and your job-matching program. The increased efficiency from the automated factories could provide an abundance of wealth that we could redistribute and share with you.

But this would require them to rethink their view of the world. They would have to accept that climate change is a real threat, and not a hoax created by… uh… never was clear on that point actually… the Chinese maybe? But 45% of Trump supporters don’t believe in climate change (and that’s actually not as bad as I’d have thought). They would have to accept that what they call “socialism” (which really is more precisely described as social democracy, or tax-and-transfer redistribution of wealth) is actually something they themselves need, and will need even more in the future. But despite rising inequality, redistribution of wealth remains fairly unpopular in the US, especially among Republicans.

Above all, it would require them to redefine their tribe, and start listening to—and valuing the lives of—people that they currently do not.

Perhaps we need to redefine our tribe as well; many liberals have argued that we mistakenly—and dangerously—did not include people like Trump voters in our tribe. But to be honest, that rings a little hollow to me: We aren’t the ones threatening to deport people or ban them from entering our borders. We aren’t the ones who want to build a wall (though some have in fact joked about building a wall to separate the West Coast from the rest of the country, I don’t think many people really want to do that). Perhaps we live in a bubble of liberal media? But I make a point of reading outlets like The American Conservative and The National Review for other perspectives (I usually disagree, but I do at least read them); how many Trump voters do you think have ever read the New York Times, let alone Huffington Post? Cosmopolitans almost by definition have the more inclusive tribe, the more open perspective on the world (in fact, do I even need the “almost”?).

Nor do I think we are actually ignoring their interests. We want to help them. We offer to help them. In fact, I want to give these people free money—that’s what a basic income would do, it would take money from people like me and give it to people like them—and they won’t let us, because that’s “socialism”! Rather, we are simply refusing to accept their offered solutions, because those so-called “solutions” are beyond unworkable; they are absurd, immoral and insane. We can’t bring back the coal mining jobs, unless we want Florida underwater in 50 years. We can’t reinstate the trade tariffs, unless we want millions of people in China to starve. We can’t tear down all the robots and force factories to use manual labor, unless we want to trigger a national—and then global—economic collapse. We can’t do it their way. So we’re trying to offer them another way, a better way, and they’re refusing to take it. So who here is ignoring the concerns of whom?

Of course, the fact that it’s really their fault doesn’t solve the problem. We do need to take it upon ourselves to do whatever we can, because, regardless of whose fault it is, the world will still suffer if we fail. And that presents us with our most difficult task of all, a task that I fully expect to spend a career trying to do and yet still probably failing: We must understand the human tribal instinct well enough that we can finally begin to change it. We must know enough about how human beings form their mental tribes that we can actually begin to shift those parameters. We must, in other words, cure bigotry—and we must do it now, for we are running out of time.

Congratulations, America.

Nov 13, JDN 2457676

Congratulations, you elected Donald Trump.

Instead of the candidate with decades of experience as Secretary of State, US Senator, and an internationally renowned philanthropist, you chose the first President in history to not have any experience whatsoever in government or the military.

Instead of the candidate with the most comprehensive, evidence-based plan for action against climate change (that is, the only candidate who supports nuclear energy), you elected the one who is planning to appoint a climate-change denier head of the EPA.

Perhaps to punish the candidate who carried out a longstanding custom of using private email servers because the public servers were so defective, you accepted the candidate who is being charged with not only mass fraud but also multiple counts of sexual assault.

Perhaps based on the Russian propaganda—not kidding, read the URL—saying that one candidate could trigger a Third World War, you chose the candidate who has no idea how international diplomacy works and wants to convert NATO into a mercantilist empire (and by the way has no apparent qualms about deploying nuclear weapons).

Because one candidate was “too close to Wall Street” in some vague ill-defined sense (oh my god, she gave speeches! And accepted donations!), you elected the other one who has already vowed to turn back the financial regulations that are currently protecting us from a repeat of the Great Recession.

Because you didn’t trust the candidate with one of the highest honest ratings ever recorded, you elected the one who is surrounded by hundreds of scandals and never even released his tax returns.
Even if you didn’t outright agree with it, you were willing to look past his promise to deport 11 million people and his long history of bigotry toward a wide variety of ethnic groups.
Even his Vice President, who seems like a great statesman simply by comparison, is one of the most fanatical right-wing Vice Presidents we’ve had in decades. He opposes not just abortion, but birth control. He supports—and has signed as governor—“religious freedom” bills designed to legalize discrimination against LGBT people.

Congratulations, America. You literally elected the candidate that was supported by Vladimir Putin, Kim Jong-un, the American Nazi Party, and the Klu Klux Klan. Now, reversed stupidity is not intelligence; being endorsed by someone horrible doesn’t necessarily mean you are horrible. But when this many horrible people endorse you, and start giving the same reasons, and those reasons are based on things you particularly have in common with those horrible people like bigotry and authoritarianism… yeah, I think it does say something about you.

Now, to be fair, much of the blame here goes to the Electoral College.

By current counts, Hillary Clinton won the popular vote by at least 500,000 votes. It is projected that she may even win by as much as 2 million. This will be the fourth time in US history that the Electoral College winner was definitely not the popular vote winner.

But even that is only possible because Hillary Clinton did not win the overwhelming landslide she deserved. The Electoral College should have been irrelevant, because she should have won at least 60% of every demographic in every state. Our whole nation should have declared together in one voice that we will not tolerate bigotry and authoritarianism. The fact that that didn’t happen is reason enough to be ashamed; even if Clinton will slightly win the popular vote that still says something truly terrible about our country.

Indeed, this is what it says:

We slightly preferred democracy over fascism.

We slightly preferred liberty over tyranny.

We slightly preferred justice over oppression.

We slightly preferred feminism over misogyny.

We slightly preferred equality over racism.

We slightly preferred reason over instinct.

We slightly preferred honesty over fraud.

We slightly preferred sustainability over ecological devastation.

We slightly preferred competence over incompetence.

We slightly preferred diplomacy over impulsiveness.

We slightly preferred humility over narcissism.

We were faced with the easiest choice ever given to us in any election, and just a narrow majority got the answer right—and then under the way our system works that wasn’t even enough.

I sincerely hope that Donald Trump is not as bad as I believe he is. The feeling of vindication at being able to tell so many right-wing family members “I told you so” pales in comparison to the fear and despair for the millions of people who will die from his belligerent war policy, his incompetent economic policy, and his insane (anti-)environmental policy. Even the working-class White people who voted for him will surely suffer greatly under his regime.

Yes, I sincerely hope that he is not as bad as we think he is, though I remember saying that George W. Bush was not as bad as we thought when he was elected—and he was. He was. His Iraq War killed hundreds of thousands of people based on lies. His economy policy triggered the worst economic collapse since the Great Depression. So now I have to ask: What if he is as bad as we think?

Fortunately, I do not believe that Trump will literally trigger a global nuclear war.

Then again, I didn’t believe he would win, either.

Zootopia taught us constructive responses to bigotry

Sep 10, JDN 2457642

Zootopia wasn’t just a good movie; Zootopia was a great movie. I’m not just talking about its grosses (over $1 billion worldwide), or its ratings, 8.1 on IMDB, 98% from critics and 93% from viewers on Rotten Tomatoes, 78 from critics and 8.8 from users on Metacritic. No, I’m talking about its impact on the world. This movie isn’t just a fun and adorable children’s movie (though it is that). This movie is a work of art that could have profound positive effects on our society.

Why? Because Zootopia is about bigotry—and more than that, it doesn’t just say “bigotry is bad, bigots are bad”; it provides us with a constructive response to bigotry, and forces us to confront the possibility that sometimes the bigots are us.

Indeed, it may be no exaggeration (though I’m sure I’ll get heat on the Internet for suggesting it) to say that Zootopia has done more to fight bigotry than most social justice activists will achieve in their entire lives. Don’t get me wrong, some social justice activists have done great things; and indeed, I may have to count myself in this “most activists” category, since I can’t point to any major accomplishments I’ve yet made in social justice.

But one of the biggest problems I see in the social justice community is the tendency to exclude and denigrate (in sociology jargon, “other” as a verb) people for acts of bigotry, even quite mild ones. Make one vaguely sexist joke, and you may as well be a rapist. Use racially insensitive language by accident, and clearly you are a KKK member. Say something ignorant about homosexuality, and you may as well be Rick Santorum. It becomes less about actually moving the world forward, and more about reaffirming our tribal unity as social justice activists. We are the pure ones. We never do wrong. All the rest of you are broken, and the only way to fix yourself is to become one of us in every way.

In the process of fighting tribal bigotry, we form our own tribe and become our own bigots.

Zootopia offers us another way. If you haven’t seen it, go rent it on DVD or stream it on Netflix right now. Seriously, this blog post will be here when you get back. I’m not going to play any more games with “spoilers!” though. It is definitely worth seeing, and from this point forward I’m going to presume you have.

The brilliance of Zootopia lies in the fact that it made bigotry what it is—not some evil force that infests us from outside, nor something that only cruel, evil individuals would ever partake in, but thoughts and attitudes that we all may have from time to time, that come naturally, and even in some cases might be based on a kernel of statistical truth. Judy Hopps is prey, she grew up in a rural town surrounded by others of her own species (with a population the size of New York City according to the sign, because this is still sometimes a silly Disney movie). She only knew a handful of predators growing up, yet when she moves to Zootopia suddenly she’s confronted with thousands of them, all around her. She doesn’t know what most predators are like, or how best to deal with them.

What she does know is that her ancestors were terrorized, murdered, and quite literally eaten by the ancestors of predators. Her instinctual fear of predators isn’t something utterly arbitrary; it was written into the fabric of her DNA by her ancestral struggle for survival. She has a reason to hate and fear predators that, on its face, actually seems to make sense.

And when there is a spree of murders, all committed by predators, it feels natural to us that Judy would fall back on her old prejudices; indeed, the brilliance of it is that they don’t immediately feel like prejudices. It takes us a moment to let her off-the-cuff comments at the press conference sink in (and Nick’s shocked reaction surely helps), before we realize that was really bigoted. Our adorable, innocent, idealistic, beloved protagonist is a bigot!

Or rather, she has done something bigoted. Because she is such a sympathetic character, we avoid the implication that she is a bigot, that this is something permanent and irredeemable about her. We have already seen the good in her, so we know that this bigotry isn’t what defines who she is. And in the end, she realizes where she went wrong and learns to do better. Indeed, it is ultimately revealed that the murders were orchestrated by someone whose goal was specifically to trigger those ancient ancestral feuds, and Judy reveals that plot and ultimately ends up falling in love with a predator herself.

What Zootopia is really trying to tell us is that we are all Judy Hopps. Every one of us most likely harbors some prejudiced attitude toward someone. If it’s not Black people or women or Muslims or gays, well, how about rednecks? Or Republicans? Or (perhaps the hardest for me) Trump supporters? If you are honest with yourself, there is probably some group of people on this planet that you harbor attitudes of disdain or hatred toward that nonetheless contains a great many good people who do not deserve your disdain.

And conversely, all bigots are Judy Hopps too, or at least the vast majority of them. People don’t wake up in the morning concocting evil schemes for the sake of being evil like cartoon supervillains. (Indeed, perhaps the greatest thing about Zootopia is that it is a cartoon in the sense of being animated, but it is not a cartoon in the sense of being morally simplistic. Compare Captain Planet, wherein polluters aren’t hardworking coal miners with no better options or even corrupt CEOs out to make an extra dollar to go with their other billion; no, they pollute on purpose, for no reason, because they are simply evil. Now that is a cartoon.) Normal human beings don’t plan to make the world a worse place. A handful of psychopaths might, but even then I think it’s more that they don’t care; they aren’t trying to make the world worse, they just don’t particularly mind if they do, as long as they get what they want. Robert Mugabe and Kim-Jong Un are despicable human beings with the blood of millions on their hands, but even they aren’t trying to make the world worse.

And thus, if your theory of bigotry requires that bigots are inhuman monsters who harm others by their sheer sadistic evil, that theory is plainly wrong. Actually I think when stated outright, hardly anyone would agree with that theory; but the important thing is that we often act as if we do. When someone does something bigoted, we shun them, deride them, push them as far as we can to the fringes of our own social group or even our whole society. We don’t say that your statement was racist; we say you are racist. We don’t say your joke was sexist; we say you are sexist. We don’t say your decision was homophobic; we say you are homophobic. We define bigotry as part of your identity, something as innate and ineradicable as your race or sex or sexual orientation itself.

I think I know why we do this: It is to protect ourselves from the possibility that we ourselves might sometimes do bigoted things. Because only bigots do bigoted things, and we know that we are not bigots.

We laugh at this when someone else does it: “But some of my best friends are Black!” “Happy #CincoDeMayo; I love Hispanics!” But that is the very same psychological defense mechanism we’re using ourselves, albeit in a more extreme application. When we commit an act that is accused of being bigoted, we begin searching for contextual evidence outside that act to show that we are not bigoted. The truth we must ultimately confront is that this is irrelevant: The act can still be bigoted even if we are not overall bigots—for we are all Judy Hopps.

This seems like terrible news, even when delivered by animated animals (or fuzzy muppets in Avenue Q), because we tend to hear it as “We are all bigots.” We hear this as saying that bigotry is inevitable, inescapable, literally written into the fabric of our DNA. At that point, we may as well give up, right? It’s hopeless!

But that much we know can’t be true. It could be (indeed, likely is) true that some amount of bigotry is inevitable, just as no country has ever managed to reach zero homicide or zero disease. But just as rates of homicide and disease have precipitously declined with the advancement of human civilization (starting around industrial capitalism, as I pointed out in a previous post!), so indeed have rates of bigotry, at least in recent times.

For goodness’ sake, it used to be a legal, regulated industry to buy and sell other human beings in the United States! This was seen as normal; indeed many argued that it was economically indispensable.

Is 1865 too far back for you? How about racially segregated schools, which were only eliminated from US law in 1954, a time where my parents were both alive? (To be fair, only barely; my father was a month old.) Yes, even today the racial composition of our schools is far from evenly mixed; but it used to be a matter of law that Black children could not go to school with White children.

Women were only granted the right to vote in the US in 1920. My parents weren’t alive yet, but there definitely are people still alive today who were children when the Nineteenth Amendment was ratified.

Same-sex marriage was not legalized across the United States until last year. My own life plans were suddenly and directly affected by this change.

We have made enormous progress against bigotry, in a remarkably short period of time. It has been argued that social change progresses by the death of previous generations; but that simply can’t be true, because we are moving much too fast for that! Attitudes toward LGBT people have improved dramatically in just the last decade.

Instead, it must be that we are actually changing people’s minds. Not everyone’s, to be sure; and often not as quickly as we’d like. But bit by bit, we tear bigotry down, like people tearing off tiny pieces of the Berlin Wall in 1989.

It is important to understand what we are doing here. We are not getting rid of bigots; we are getting rid of bigotry. We want to convince people, “convert” them if you like, not shun them or eradicate them. And we want to strive to improve our own behavior, because we know it will not always be perfect. By forgiving others for their mistakes, we can learn to forgive ourselves for our own.

It is only by talking about bigoted actions and bigoted ideas, rather than bigoted people, that we can hope to make this progress. Someone can’t change who they are, but they can change what they believe and what they do. And along those same lines, it’s important to be clear about detailed, specific actions that people can take to make themselves and the world better.

Don’t just say “Check your privilege!” which at this point is basically a meaningless Applause Light. Instead say “Here are some articles I think you should read on police brutality, including this one from The American Conservative. And there’s a Black Lives Matter protest next weekend, would you like to join me there to see what we do?” Don’t just say “Stop being so racist toward immigrants!”; say “Did you know that about a third of undocumented immigrants are college students on overstayed visas? If we deport all these people, won’t that break up families?” Don’t try to score points. Don’t try to show that you’re the better person. Try to understand, inform, and persuade. You are talking to Judy Hopps, for we are all Judy Hopps.

And when you find false beliefs or bigoted attitudes in yourself, don’t deny them, don’t suppress them, don’t make excuses for them—but also don’t hate yourself for having them. Forgive yourself for your mistake, and then endeavor to correct it. For we are all Judy Hopps.

The facts will not speak for themselves, so we must speak for them

August 3, JDN 2457604

I finally began to understand the bizarre and terrifying phenomenon that is the Donald Trump Presidential nomination when I watched this John Oliver episode:

https://www.youtube.com/watch?v=U-l3IV_XN3c

These lines in particular, near the end, finally helped me put it all together:

What is truly revealing is his implication that believing something to be true is the same as it being true. Because if anything, that was the theme of the Republican Convention this week; it was a four-day exercise in emphasizing feelings over facts.

The facts against Donald Trump are absolutely overwhelming. He is not even a competent business man, just a spectacularly manipulative one—and even then, it’s not clear he made any more money than he would have just keeping his inheritance in a diversified stock portfolio. His casinos were too fraudulent for Atlantic City. His university was fraudulent. He has the worst honesty rating Politifact has ever given a candidate. (Bernie Sanders, Barack Obama, and Hillary Clinton are statistically tied for some of the best.)

More importantly, almost every policy he has proposed or even suggested is terrible, and several of them could be truly catastrophic.

Let’s start with economic policy: His trade policy would set back decades of globalization and dramatically increase global poverty, while doing little or nothing to expand employment in the US, especially if it sparks a trade war. His fiscal policy would permanently balloon the deficit by giving one of the largest tax breaks to the rich in history. His infamous wall would probably cost about as much as the federal government currently spends on all basic scientific research combined, and his only proposal for funding it fundamentally misunderstands how remittances and trade deficits work. He doesn’t believe in climate change, and would roll back what little progress we have made at reducing carbon emissions, thereby endangering millions of lives. He could very likely cause a global economic collapse comparable to the Great Depression.

His social policy is equally terrible: He has proposed criminalizing abortion, (in express violation of Roe v. Wade) which even many pro-life people find too extreme. He wants to deport all Muslims and ban Muslims from entering, which not just a direct First Amendment violation but also literally involves jackbooted soldiers breaking into the homes of law-abiding US citizens to kidnap them and take them out of the country. He wants to deport 11 million undocumented immigrants, the largest deportation in US history.

Yet it is in foreign policy above all that Trump is truly horrific. He has explicitly endorsed targeting the families of terrorists, which is a war crime (though not as bad as what Ted Cruz wanted to do, which is carpet-bombing cities). Speaking of war crimes, he thinks our torture policy wasn’t severe enough, and doesn’t even care if it is ineffective. He has made the literally mercantilist assertion that the purpose of military alliances is to create trade surpluses, and if European countries will not provide us with trade surpluses (read: tribute), he will no longer commit to defending them, thereby undermining decades of global stability that is founded upon America’s unwavering commitment to defend our allies. And worst of all, he will not rule out the first-strike deployment of nuclear weapons.

I want you to understand that I am not exaggerating when I say that a Donald Trump Presidency carries a nontrivial risk of triggering global nuclear war. Will this probably happen? No. It has a probability of perhaps 1%. But a 1% chance of a billion deaths is not a risk anyone should be prepared to take.

 

All of these facts scream at us that Donald Trump would be a catastrophe for America and the world. Why, then, are so many people voting for him? Why do our best election forecasts give him a good chance of winning the election?

Because facts don’t speak for themselves.

This is how the left, especially the center-left, has dropped the ball in recent decades. We joke that reality has a liberal bias, because so many of the facts are so obviously on our side. But meanwhile the right wing has nodded and laughed, even mockingly called us the “reality-based community”, because they know how to manipulate feelings.

Donald Trump has essentially no other skills—but he has that one, and it is enough. He knows how to fan the flames of anger and hatred and point them at his chosen targets. He knows how to rally people behind meaningless slogans like “Make America Great Again” and convince them that he has their best interests at heart.

Indeed, Trump’s persuasiveness is one of his many parallels with Adolf Hitler; I am not yet prepared to accuse Donald Trump of seeking genocide, yet at the same time I am not yet willing to put it past him. I don’t think it would take much of a spark at this point to trigger a conflagration of hatred that launches a genocide against Muslims in the United States, and I don’t trust Trump not to light such a spark.

Meanwhile, liberal policy wonks are looking on in horror, wondering how anyone could be so stupid as to believe him—and even publicly basically calling people stupid for believing him. Or sometimes we say they’re not stupid, they’re just racist. But people don’t believe Donald Trump because they are stupid; they believe Donald Trump because he is persuasive. He knows the inner recesses of the human mind and can harness our heuristics to his will. Do not mistake your unique position that protects you—some combination of education, intellect, and sheer willpower—for some inherent superiority. You are not better than Trump’s followers; you are more resistant to Trump’s powers of persuasion. Yes, statistically, Trump voters are more likely to be racist; but racism is a deep-seated bias in the human mind that to some extent we all share. Trump simply knows how to harness it.

Our enemies are persuasive—and therefore we must be as well. We can no longer act as though facts will automatically convince everyone by the power of pure reason; we must learn to stir emotions and rally crowds just as they do.

Or rather, not just as they do—not quite. When we see lies being so effective, we may be tempted to lie ourselves. When we see people being manipulated against us, we may be tempted to manipulate them in return. But in the long run, we can’t afford to do that. We do need to use reason, because reason is the only way to ensure that the beliefs we instill are true.

Therefore our task must be to make people see reason. Let me be clear: Not demand they see reason. Not hope they see reason. Not lament that they don’t. This will require active investment on our part. We must actually learn to persuade people in such a manner that their minds become more open to reason. This will mean using tools other than reason, but it will also mean treading a very fine line, using irrationality only when rationality is insufficient.

We will be tempted to take the easier, quicker path to the Dark Side, but we must resist. Our goal must be not to make people do what we want them to—but to do what they would want to if they were fully rational and fully informed. We will need rhetoric; we will need oratory; we may even need some manipulation. But as we fight our enemy, we must be vigilant not to become them.

This means not using bad arguments—strawmen and conmen—but pointing out the flaws in our opponents’ arguments even when they seem obvious to us—bananamen. It means not overstating our case about free trade or using implausible statistical results simply because they support our case.

But it also means not understating our case, not hiding in page 17 of an opaque technical report that if we don’t do something about climate change right now millions of people will die. It means not presenting our ideas as “political opinions” when they are demonstrated, indisputable scientific facts. It means taking the media to task for their false balance that must find a way to criticize a Democrat every time they criticize a Republican: Sure, he is a pathological liar and might trigger global economic collapse or even nuclear war, but she didn’t secure her emails properly. If you objectively assess the facts and find that Republicans lie three times as often as Democrats, maybe that’s something you should be reporting on instead of trying to compensate for by changing your criteria.

Speaking of the media, we should be pressuring them to include a regular—preferably daily, preferably primetime—segment on climate change, because yes, it is that important. How about after the weather report every day, you show a climate scientist explaining why we keep having record-breaking summer heat and more frequent natural disasters? If we suffer a global ecological collapse, this other stuff you’re constantly talking about really isn’t going to matter—that is, if it mattered in the first place. When ISIS kills 200 people in an attack, you don’t just report that a bunch of people died without examining the cause or talking about responses. But when a typhoon triggered by climate change kills 7,000, suddenly it’s just a random event, an “act of God” that nobody could have predicted or prevented. Having an appropriate caution about whether climate change caused any particular disaster should not prevent us from drawing the very real links between more carbon emissions and more natural disasters—and sometimes there’s just no other explanation.

It means demanding fact-checks immediately, not as some kind of extra commentary that happens after the debate, but as something the moderator says right then and there. (You have a staff, right? And they have Google access, right?) When a candidate says something that is blatantly, demonstrably false, they should receive a warning. After three warnings, their mic should be cut for that question. After ten, they should be kicked off the stage for the remainder of the debate. Donald Trump wouldn’t have lasted five minutes. But instead, they not only let him speak, they spent the next week repeating what he said in bold, exciting headlines. At least CNN finally realized that their headlines could actually fact-check Trump’s statements rather than just repeat them.
Above all, we will need to understand why people think the way they do, and learn to speak to them persuasively and truthfully but without elitism or condescension. This is one I know I’m not very good at myself; sometimes I get so frustrated with people who think the Earth is 6,000 years old (over 40% of Americans) or don’t believe in climate change (35% don’t think it is happening at all, another 30% don’t think it’s a big deal) that I come off as personally insulting them—and of course from that point forward they turn off. But irrational beliefs are not proof of defective character, and we must make that clear to ourselves as well as to others. We must not say that people are stupid or bad; but we absolutely must say that they are wrong. We must also remember that despite our best efforts, some amount of reactance will be inevitable; people simply don’t like having their beliefs challenged.

Yet even all this is probably not enough. Many people don’t watch mainstream media, or don’t believe it when they do (not without reason). Many people won’t even engage with friends or family members who challenge their political views, and will defriend or even disown them. We need some means of reaching these people too, and the hardest part may be simply getting them to listen to us in the first place. Perhaps we need more grassroots action—more protest marches, or even activists going door to door like Jehovah’s Witnesses. Perhaps we need to establish new media outlets that will be as widely accessible but held to a higher standard.

But we must find a way–and we have little time to waste.

If we had range voting, who would win this election?

July 16, JDN 2457586

The nomination of Donald Trump is truly a terrible outcome, and may be unprecedented in American history. One theory of its causation, taken by many policy elites (reviewed here by the Brookings Institution), is that this is a sign of “too much democracy”, a sentiment such elites often turn to, as The Economist did in the wake of the Great Recession. Even Salon has published such a theory. Yet as Michael Lind of the New York Times recognized, the problem is clearly not too much democracy but too little. “Too much democracy” is not an outright incoherent notion—it is something that I think in principle could exist—but I have never encountered it. Every time someone claims a system is too democratic, I have found that deeper digging shows that what they really mean is that it doesn’t privilege their interests enough.

Part of the problem, I think, is that even democracy as we know it in the real world is really not all that democratic, especially not in the United States, where it is totally dominated by a plurality vote system that forces us to choose between two parties. Most of the real decision-making happens in Senate committees, and when votes are important they are really most important in primaries. To be clear, I’m not saying that votes don’t count in the US or you shouldn’t vote; they do count, and you should vote. But anyone saying this system is “too democratic” clearly has no idea just how much more democratic it could be.

Indeed, there is one simple change that would both greatly expand democracy, weaken the two-party system, and undermine Trump in one fell swoop, and it is called range voting. I’ve sung the praises of range voting many times before, but some anvils need to be dropped; I guess it’s just this thing I have when a system is mathematically proven superior.

Today I’d like to run a little thought experiment: What would happen if we had used range voting this election? I’m going to use actual poll data, rather than making up hypotheticals like The New York Times did when they tried to make this same argument using Condorcet voting. (Condorcet voting is basically range voting lite, for people who don’t believe in cardinal utility.)

Of course, no actual range voting has been conducted, so I have to extrapolate. So here’s my simple, but I think reasonably reliable, methodology: I’m going to use aggregated favorability ratings from Real Clear Politics (except for Donald Trump, whom Real Clear Politics didn’t include for some reason; for him I’m using Washington Post poll numbers, which are comparable for Clinton). Sadly I couldn’t find good figures on favorability ratings for Jill Stein and Gary Johnson, though I’d very much like to; so sadly I had to exclude them. Had I included them, it’s quite possible one of them could have won, which would make my point even more strongly.

I score the ratings as follows: Every “unfavorable” rating counts as a 0. Every “favorable” rating counts as a 1. Other ratings will be ignored, and I’ll add 10% “unfavorable” ratings to every candidate as a “soft quorum” (here’s an explanation of why we want to do this). Technically this is really approval voting, which is a special case of range voting where you can only vote 0 or 1.

All right, here goes.

Candidate Favorable Unfavorable Overall score
Bernie Sanders 48.4% 37.9% 50.5%
Joe Biden 47.4% 36.6% 50.4%
Elizabeth Warren 36.0% 32.0% 46.2%
Ben Carson 37.8% 42.0% 42.1%
Marco Rubio 36.3% 40.3% 41.9%
Hillary Clinton 39.6% 55.3% 37.7%
Scott Walker 23.5% 29.3% 37.4%
Chris Christie 29.8% 44.5% 35.3%
Mike Huckabee 27.0% 40.7% 34.7%
Rand Paul 25.7% 41.0% 33.5%
Jeb Bush 30.8% 52.4% 33.0%
Mike O’Malley 17.5% 27.0% 32.1%
Bobby Jindal 18.7% 30.3% 31.7%
Rick Santorum 24.0% 42.0% 31.6%
Rick Perry 21.0% 39.3% 29.9%
Jim Webb 10.3% 15.0% 29.2%
Donald Trump 29.0% 70.0% 26.6%

Joe Biden and Elizabeth Warren aren’t actually running, but it would be great if they did (and of course people like them, what’s not to like?). Ben Carson does surprisingly well, which I confess is baffling; he’s a nice enough guy, I guess, but he’s also crazypants. Hopefully if he’d campaigned longer, his approval ratings would have fallen as people heard him talk, much like Sarah Palin and for the same reasons—but note that even if this didn’t happen, he still wouldn’t have won. Marco Rubio was always the least-scary Republican option, so it’s nice to see him come up next. And then of course we have Hillary Clinton, who will actually be our next President. (6th place ain’t so bad?)

But look, there, who is that up at the top? Why, it’s Bernie Sanders.

Let me be clear about this: Using our current poll numbers—I’m not assuming that people become more aware of him, or more favorable to him, I’m just using the actual figures we have from polls of the general American population right now—if we had approval voting, and probably if we had more expressive range voting, Bernie Sanders would win the election.

Moreover, where is Donald Trump? The very bottom. He is literally the most hated candidate, and couldn’t even beat Jim Webb or Rick Perry under approval voting.

Trump didn’t win the hearts and minds of the American people, he knew how to work the system. He knew how to rally the far-right base of the Republican Party in order to secure the nomination, and he knew that the Republican leadership would fall in line and continue their 25-year-long assault on Hillary Clinton’s character once he had.

This disaster was created by our plurality voting system. If we’d had a more democratic voting system, Bernie Sanders would be narrowly beating Joe Biden. But instead Hillary Clinton is narrowly beating Donald Trump.

Trump is not the product of too much democracy, but too little.

What Brexit means for you, Britain, and the world

July 6, JDN 2457576

It’s a stupid portmanteau, but it has stuck, so I guess I’ll suck it up and use the word “Brexit” to refer to the narrowly-successful referendum declaring that the United Kingdom will exit the European Union.

In this post I’ll try to answer one of the nagging questions that was the most googled question in the UK after the vote was finished: “What does it mean to leave the EU?”

First of all, let’s answer the second-most googled question: “What is the EU?”

The European Union is one of those awkward international institutions, like the UN, NATO, and the World Bank, that doesn’t really have a lot of actual power, but is meant to symbolize international unity and ultimately work toward forming a more cohesive international government. This is probably how people felt about national government maybe 500 years ago, when feudalism was the main system of government and nation-states hadn’t really established themselves yet. Oh, sure, there’s a King of England and all that; but what does he really do? The real decisions are all made by the dukes and the earls and whatnot. Likewise today, the EU and NATO don’t really do all that much; the real decisions are made by the UK and the US.

The biggest things that the EU does are all economic; it creates a unified trade zone called the single market that is meant to allow free movement of people and goods between countries in Europe with little if any barrier. The ultimate goal was actually to make it as unified as internal trade within the United States, but it never quite made it that far. More realistically, it’s like NAFTA, but more so, and with ten times as many countries (yet, oddly enough, almost exactly the same number of people). Starting in 1999, the EU also created the Euro, a unified national currency, which to this day remains one of the world’s strongest, most stable currencies—right up there with the dollar and the pound.

Wait, the pound? Yes, the pound. While the UK entered the EU, they did not enter the Eurozone, and therefore retained their own national currency rather than joining the Euro. One of the first pieces of fallout from Brexit was a sudden drop in the pound’s value as investors around the world got skittish about the UK’s ability to support its current level of trade.
There are in fact several layers of “EU-ness”, if you will, several levels of commitment to the project of the European Union. The strongest commitment is from the Inner Six, the six founding countries (Belgium, France, the Netherlands, Luxembourg, Italy, and Germany), followed by the aforementioned Eurozone, followed by the Schengen Area (which bans passport controls among citizens of member countries), followed by the EU member states as a whole, followed by candidate states (such as Turkey), which haven’t joined yet but are trying to. The UK was never all that fully committed to the EU to begin with; they aren’t even in the Schengen Area, much less the Eurozone. So by this vote, the UK is essentially saying that they’d dipped their toes in the water, and it was too cold, so they’re going home.

Despite the fear of many xenophobic English people (yes, specifically English—Scotland and Northern Ireland overwhelmingly voted against leaving the EU), the EU already had very little control over the UK. Though I suppose they will now have even less.

Countries in the Eurozone were subject to a lot more control, via the European Central Bank controlling their money supply. The strong Euro is great for countries like Germany and France… and one of the central problems facing countries like Portugal and Greece. Strong currencies aren’t always a good thing—they cause trade deficits. And Greece has so little influence over European monetary policy that it’s essentially as if they were pegged to someone else’s currency. But the UK really can’t use this argument, because they’ve stayed on the pound all along.

The real question is what’s going to happen to the UK’s participation in the single market. I can outline four possible scenarios, from best to worst:

  1. Brexit doesn’t actually happen: Parliament could use (some would say “abuse”) their remaining authority to override the referendum and keep the UK in the EU. After a brief period of uncertainty, everything returns to normal. Probably the best outcome, but fairly unlikely, and rather undemocratic. Probability: 10%
  2. The single market is renegotiated, making Brexit more bark than bite: At this point, a more likely way for the UK to stop the bleeding would be to leave the EU formally, but renegotiate all the associated treaties and trade agreements so that most of the EU rules about free trade, labor standards, environmental regulations, and so on actually remain in force. This would result in a brief recession in the UK as policies take time to be re-established and markets are overwhelmed by uncertainty, but its long-term economic trajectory would remain the same. The result would be similar to the current situation in Norway, and hey, #ScandinaviaIsBetter. Probability: 40%
  3. Brexit is fully carried out, but the UK remains whole: If UKIP attains enough of a mandate and a majority coalition in Parliament, they could really push through their full agenda of withdrawing from European trade. If this happens, the UK would withdraw from the single market and could implement any manner of tariffs, quotas, and immigration restrictions. Hundreds of thousands of Britons living in Europe and Europeans living in Britain would be displaced. Trade between the UK and EU would dry up. Krugman argues that it won’t be as bad as the most alarmist predictions, but it will still be pretty bad—and he definitely should know, since this is the sort of thing he got a Nobel for. The result would be a severe recession, with an immediate fall in UK GDP of somewhere between 2% and 4%, and a loss of long-run potential GDP between 6% and 8%. (For comparison, the Great Recession in the US was a loss of about 5% of GDP over 2 years.) The OECD has run a number of models on this, and the Bank of England is especially worried because they have little room to lower interest rates to fight such a recession. Their best bet would probably be to print an awful lot of pounds, but with the pound already devalued and so much national pride wrapped up in the historical strength of the pound, that seems unlikely. The result would therefore be a loss of about $85 billion in wealth immediately and more like $200 billion per year in the long run—for basically no reason. Sadly, this is the most likely scenario. Probability: 45%
  4. Balkanization of the UK: As I mentioned earlier, Scotland and Northern Ireland overwhelmingly voted against Brexit, and want no part of it. As a result, they have actually been making noises about leaving the UK if the UK decides to leave the EU. The First Minister of Scotland has proposed an “independence referendum” on Scotland leaving the UK in order to stay in the EU, and a grassroots movement in Northern Ireland is pushing for unification of all of Ireland in order to stay in the EU with the Republic of Ireland. This sort of national shake-up is basically unprecedented; parts of one state breaking off in order to stay in a larger international union? The closest example I can think of is West Germany and East Germany splitting to join NATO and the Eastern Bloc respectively, and I think we all know how well that went for East Germany. But really this is much more radical than that. NATO was a military alliance, not an economic union; nuclear weapons understandably make people do drastic things. Moreover, Germany hadn’t unified in the first place until Bismark in 1871, and thus was less than a century old when it split again. Scotland joined England to form the United Kingdom in 1707, three centuries ago, at a time when the United States didn’t even exist—indeed, George Washington hadn’t even been born. Scotland leaving the UK to stay with the EU would be like Texas leaving the US to stay in NAFTA—nay, more like Massachusetts doing that, because Scotland was a founding member of the UK and Texas didn’t become a state until 1845. While Scotland might actually be better off this way than if they go along with Brexit (and England of course even worse), this Balkanization would cast a dark shadow over all projects of international unification for decades to come, at a level far beyond what any mere Brexit could do. It would essentially mean declaring that all national unity is up for grabs, there is no such thing as a permanently unified state. I never thought I would see such a policy even being considered, much less passed; but I can’t be sure it won’t happen. My best hope is that Scotland can use this threat to keep the UK in the EU, or at least in the single market—but what if UKIP calls their bluff? Probability: 5%

Options 2 and 3 are the most likely, and actually there are intermediate cases between them; they could only implement immigration restrictions but not tariffs, for example, and that would lessen the economic fallout but still displace hundreds of thousands of people. They could only remove a few of the most stringent EU regulations, but still keep most of the good ones; that wouldn’t be so bad. Or they could be idiots and remove the good regulations (like environmental sustainability and freedom of movement) while keeping the more questionable ones (like the ban on capital controls).

Only time will tell, and the most important thing to keep in mind here is that trade is nonzero-sum. If and when England loses that $200 billion per year in trade, where will it go? Nowhere. It will disappear. That wealth—about enough to end world hunger—will simply never be created, because xenophobia reintroduced inefficiencies into the global market. Yes, it might not all disappear—Europe’s scramble for import sources and export markets could lead to say $50 billion per year in increased US trade, for example, because we’re the obvious substitute—but the net effect on the whole world will almost certainly be negative. The world will become poorer, and Britain will feel it the most.

Still, like most economists there is another emotion I’m feeling besides “What have they done!? This is terrible!”; there’s another part of my brain saying, “Wow, this is an amazing natural experiment in free trade!” Maybe the result will be bad enough to make people finally wake up about free trade, but not bad enough to cause catastrophic damage. If nothing else, it’ll give economists something to work on for years.

The powerful persistence of bigotry

JDN 2457527

Bigotry has been a part of human society since the beginning—people have been hating people they perceive as different since as long as there have been people, and maybe even before that. I wouldn’t be surprised to find that different tribes of chimpanzees or even elephants hold bigoted beliefs about each other.

Yet it may surprise you that neoclassical economics has basically no explanation for this. There is a long-standing famous argument that bigotry is inherently irrational: If you hire based on anything aside from actual qualifications, you are leaving money on the table for your company. Because women CEOs are paid less and perform better, simply ending discrimination against women in top executive positions could save any typical large multinational corporation tens of millions of dollars a year. And yet, they don’t! Fancy that.

More recently there has been work on the concept of statistical discrimination, under which it is rational (in the sense of narrowly-defined economic self-interest) to discriminate because categories like race and gender may provide some statistically valid stereotype information. For example, “Black people are poor” is obviously not true across the board, but race is strongly correlated with wealth in the US; “Asians are smart” is not a universal truth, but Asian-Americans do have very high educational attainment. In the absence of more reliable information that might be your best option for making good decisions. Of course, this creates a vicious cycle where people in the positive stereotype group are better off and have more incentive to improve their skills than people in the negative stereotype group, thus perpetuating the statistical validity of the stereotype.

But of course that assumes that the stereotypes are statistically valid, and that employers don’t have more reliable information. Yet many stereotypes aren’t even true statistically: If “women are bad drivers”, then why do men cause 75% of traffic fatalities? Furthermore, in most cases employers have more reliable information—resumes with education and employment records. Asian-Americans are indeed more likely to have bachelor’s degrees than Latino Americans, but when it say right on Mr. Lorenzo’s resume that he has a B.A. and on Mr. Suzuki’s resume that he doesn’t, that racial stereotype no longer provides you with any further information. Yet even if the resumes are identical, employers will be more likely to hire a White applicant than a Black applicant, and more likely to hire a male applicant than a female applicant—we have directly tested this in experiments. In an experiment where employers had direct performance figures in front of them, they were still more likely to choose the man when they had the same scores—and sometimes even when the woman had a higher score!

Even our assessments of competence are often biased, probably subconsciously; given the same essay to review, most reviewers find more spelling errors and are more concerned about those errors if they are told that the author is Black. If they thought the author was White, they thought of the errors as “minor mistakes” by a student with “otherwise good potential”; but if they thought the author was Black, they “can’t believe he got into this school in the first place”. These reviewers were reading the same essay. The alleged author’s race was decided randomly. Most if not all of these reviewers were not consciously racist. Subconscious racial biases are all over the place; almost everyone exhibits some subconscious racial bias.

No, discrimination isn’t just rational inference based on valid (if unfortunate and self-reinforcing) statistical trends. There is a significant component of just outright irrational bigotry.

We’re seeing this play out in North Carolina; due to their arbitrary discrimination against lesbian, gay, bisexual and especially transgender people, they are now hemorrhaging jobs as employers pull out, and their federal funding for student loans is now in jeopardy due to the obvious Title IX violation. This is obviously not in the best interest of the people of North Carolina (even the ones who aren’t LGBT!); and it’s all being justified on the grounds of an epidemic of sexual assaults by people pretending to be trans that doesn’t even exist. It turns out that more Republican Senators have been arrested for sexual misconduct in bathrooms than transgender people—and while the number of transgender people in the US is surprisingly hard to measure, it’s clearly a lot larger than the number of Republican Senators!

In fact, discrimination is even more irrational than it may seem, because empirically the benefits of discrimination (such as they are—short-term narrow economic self-interest) fall almost entirely on the rich while the harms fall mainly on the poor, yet poor people are much more likely to be racist! Since income and education are highly correlated, education accounts for some of this effect. This is reason to be hopeful, for as educational attainment has soared, we have found that racism has decreased.

But education doesn’t seem to explain the full effect. One theory to account this is what’s called last-place aversiona highly pernicious heuristic where people are less concerned about their own absolute status than they are about not having the worst status. In economic experiments, people are usually more willing to give money to people worse off than them than to those better off than them—unless giving it to the worse-off would make those people better off than they themselves are. I think we actually need to do further study to see what happens if it would make those other people exactly as well-off as they are, because that turns out to be absolutely critical to whether people would be willing to support a basic income. In other words, do people count “tied for last”? Would they rather play a game where everyone gets $100, or one where they get $50 but everyone else only gets $10?

I would hope that humanity is better than that—that we would want to play the $100 game, which is analogous to a basic income. But when I look at the extreme and persistent inequality that has plagued human society for millennia, I begin to wonder if perhaps there really are a lot of people who think of the world in such zero-sum, purely relative terms, and care more about being better than others than they do about doing well themselves. Perhaps the horrific poverty of Sub-Saharan Africa and Southeast Asia is, for many First World people, not a bug but a feature; we feel richer when we know they are poorer. Scarcity seems to amplify this zero-sum thinking; racism gets worse whenever we have economic downturns. Precisely because discrimination is economically inefficient, this can create a vicious cycle where poverty causes bigotry which worsens poverty.

There is also something deeper going on, something evolutionary; bigotry is part of what I call the tribal paradigm, the core aspect of human psychology that defines identity in terms of in-groups which are good and out-groups which are bad. We will probably never fully escape the tribal paradigm, but this is not a reason to give up hope; we have made substantial progress in reducing bigotry in many places. What seems to happen is that people learn to expand their mental tribe, so that it encompasses larger and larger groups—not just White Americans but all Americans, or not just Americans but all human beings. Peter Singer calls this the Expanding Circle (also the title of his book on it). We may one day be able to make our tribe large enough to encompass all sentient beings in the universe; at that point, it’s just fine if we are only interested in advancing the interests of those in our tribe, because our tribe would include everyone. Yet I don’t think any of us are quite there yet, and some people have a really long way to go.

But with these expanding tribes in mind, perhaps I can leave you with a fact that is as counter-intuitive as it is encouraging, and even easier still to take out of context: Racism was better than what came before it. What I mean by this is not that racism is good—of course it’s terrible—but that in order to be racism, to define the whole world into a small number of “racial groups”, people already had to enormously expand their mental tribe from where it started. When we evolved on the African savannah millions of years ago, our tribe was 150 people; to this day, that’s about the number of people we actually feel close to and interact with on a personal level. We could have stopped there, and for millennia we did. But over time we managed to expand beyond that number, to a village of 1,000, a town of 10,000, a city of 100,000. More recently we attained mental tribes of whole nations, in some case hundreds of millions of people. Racism is about that same scale, if not a bit larger; what most people (rather arbitrarily, and in a way that changes over time) call “White” constitutes about a billion people. “Asian” (including South Asian) is almost four billion. These are astonishingly huge figures, some seven orders of magnitude larger than what we originally evolved to handle. The ability to feel empathy for all “White” people is just a little bit smaller than the ability to feel empathy for all people period. Similarly, while today the gender in “all men are created equal” is jarring to us, the idea at the time really was an incredibly radical broadening of the moral horizon—Half the world? Are you mad?

Therefore I am confident that one day, not too far from now, the world will take that next step, that next order of magnitude, which many of us already have (or try to), and we will at last conquer bigotry, and if not eradicate it entirely then force it completely into the most distant shadows and deny it its power over our society.

Super PACs are terrible—but ineffective

JDN 2457516

It’s now beginning to look like an ongoing series: “Reasons to be optimistic about our democracy.”

Super PACs, in case you didn’t know, are a bizarre form of legal entity, established after the ludicrous Citizens United ruling (“Corporations are people” and “money is speech” are literally Orwellian), which allows corporations to donate essentially unlimited funds to political campaigns with minimal disclosure and zero accountability. This creates an arms race where even otherwise-honest candidates feel pressured to take more secret money just to keep up.

At the time, a lot of policy wonks said “Don’t worry, they already give tons of money anyway, what’s the big deal?”

Well, those wonks were wrong—it was a big deal. Corporate donations to political campaigns exploded in the era of Super PACs. The Citizens United ruling was made in 2010, and take a look at this graph of total “independent” (i.e., not tied to candidate or party) campaign spending (using data from OpenSecrets):

SuperPAC_spending

It’s a small sample size, to be sure, and campaign spending was already rising. But 2010 and 2014 were very high by the usual standards of midterm elections, and 2012 was absolutely unprecedented—over $1 billion spent on campaigns. Moreover, the only reason 2016 looks lower than 2012 is that we’re not done with 2016 yet; I’m sure it will rise a lot higher than it is now, and very likely overtake 2012. (And if it doesn’t it’ll be because Bernie Sanders and Donald Trump made very little use Super-PACs, for quite different reasons.) It was projected to exceed $4 billion, though I doubt it will actually make it quite that high.

Worst of all, this money is all coming from a handful of billionaires. 41% of Super-PAC funds comes from the same 50 households. That’s fifty. Even including everyone living in the household, this group of people could easily fit inside an average lecture hall—and they account for two-fifths of independent campaign spending in the US.

Weirdest of all, there are still people who seem to think that the problem with American democracy is it’s too hard for rich people to give huge amounts of money to political campaigns in secret, and they are trying to weaken our campaign spending regulations even more.

So that’s the bad news—but here’s the good news.

Super-PACs are ludicrously ineffective.

Hillary Clinton is winning, and will probably win the election; and she does have the most Super-PAC money among candidates still in the race (at $76 million, about what the Clintons themselves make in 3 years). Ted Cruz also has $63 million in Super-PAC money. But Bernie Sanders only has $600,000 in Super-PAC money (actually also about 3 times his household income, coincidentally), and Donald Trump only has $2.7 million. Both of these are less than John Kasich’s $13 million in Super-PAC spending, and yet Kasich and Cruz are now dropped out and only Trump remains.

But more importantly, the largest amount of Super-PAC money went to none other than Jeb Bush—a whopping $121 million—and it did basically nothing for him. Marco Rubio had $62 million in Super-PAC money, and he dropped out too. Martin O’Malley had more Super-PAC money than Bernie Sanders, and where is he now? In fact, literally every Republican candidate had more Super-PAC money than Bernie Sanders, and every Republican but Rick Santorum, Jim Gilmore, and George Pataki (you’re probably thinking: “Who?” Exactly.) had more Super-PAC money than Donald Trump.

Indeed, political spending in general is not very effective. Additional spending on political campaigns has minimal effects on election outcomes.

You wouldn’t immediately see that from our current Presidential race; while Rubio raised $117 million and Jeb! raised $155 million and both of them lost, the winners also raised a great deal. Hillary Clinton raised $256 million, Bernie Sanders raised $180 million, Ted Cruz raised $142 million, and Donald Trump raised $48 million. Even that last figure is mainly so low because Donald Trump is a master at getting free publicity; the media effectively gave Trump an astonishing $1.89 billion in free publicity. To be fair, a lot of that was bad publicity—but it still got his name and his ideas out there and didn’t cost him a dime.

So, just from the overall spending figures, it looks like maybe total campaign spending is important, even if Super-PACs in particular are useless.

But empirical research has shown that political spending has minimal effects on actual election outcomes. So ineffective, in fact, that a lot of economists are puzzled that there’s so much spending anyway. Here’s a paper arguing that once you include differences in advertising prices, political spending does matter. Here are two papers proposing different explanations for why incumbent spending appears to be less effective than challenger spending:This one says that it’s a question of accounting for how spending is caused by voter participation (rather than the reverse), while this one argues that the abuse of incumbent privileges like franking gives incumbents more real “spending” power. It’s easy to miss that both of them are trying to explain a basic empirical fact that candidates that spend a lot more still often lose.

Political advertising can be effective at changing minds, but only to a point.

The candidate who spends the most usually does win—but that’s because the candidate who spends the most usually raises the most, and the candidate who raises the most usually has the most support.

The model that makes the most sense to me is that political spending is basically a threshold; you need to spend enough that people know you exist, but beyond that additional spending won’t make much difference. In 1996 that threshold was estimated to be about $400,000 for a House election; that’s still only about $600,000 in today’s money.

Campaign spending is more effective when there are caps on individual contributions; a lot of people find this counter-intuitive, but it makes perfect sense on a threshold model, because spending caps could hold candidates below the threshold. Limits on campaign spending have a large effect on spending, but a small effect on outcomes.

Does this mean we shouldn’t try to limit campaign spending? I don’t think so. It can still be corrupt and undesirable even if isn’t all that effective.

But it is good news: You can’t actually just buy elections—not in America, not yet.