Today, I’d like to discuss a couple of correlations in areas where I wouldn’t expect to observe them. One is the positive correlation between free markets and civic virtue, and the other is the negative correlation between economic growth and birth rates (at least for advanced countries.)
1. Back in 2008, I wrote a paper entitled “The Great Danes.” I argued that countries with a high level of civic virtue tend to have the freest economies. More specifically, I looked at various indices of “economic freedom” that had the size of government removed. I wasn’t interested in the amount spent of social welfare programs, rather my focus was on other aspects of free markets, such as free trade, deregulation, rule of law, lack of price controls, privatization, etc. In a surprising coincidence, the world’s number one free market by this definition turned out to be Denmark. And it turns out that Denmark also tends to top indices of civic virtue (an ambiguous concept that includes things like lack of corruption.)
A recent paper by Leandro Prados de la Escosura developed a similar approach to economic freedom:
Assessing economic liberty and its dimensions is hampered by unavoidable discretional decisions in the choice and transformation of variables (de Haan 2003). A widely shared view is that the more a society relies on the market and the less on government intervention, the larger its economic freedom. However, freedom of economic activity implies “freedom under the law, not the absence of all government action” (Hayek 1960: 193). In fact, the government, as a provider of protection to the individual from coercion, is essential for economic liberty (Friedman 1962). It is the nature of government action, rather than how active the government is, that is at stake. Hence, the size of government should not be considered a dimension of economic freedom.
I wasn’t surprised to see Denmark come in number one in his ranking of economic freedom—I had produced a similar result. I was surprised to see that Denmark’s leadership went back at least as far as 1850:
Of course Denmark is just one country, but when looking across all developed countries I found strong evidence that economic freedom was positively correlated with civic virtue. Perhaps that should not be viewed as a surprise, but I must have read dozens of left wing intellectuals assert with confidence that free markets make people more selfish and corrupt.
I suspect the causation goes in both directions. Free markets make people more honest for reasons discussed in Deirdre McCloskey’s Bourgeois Virtues, and civic virtue makes it easier to set up a free and transparent economic policy regime that doesn’t favor particular special interest groups.
As an aside, I recently read a book written in the early 1800s, which discussed the dramatic arts. The author (August Wilhelm Von Schlegel) had this to say about cultural differences in Europe:
Intrigue in real life is foreign to the Northern nations, both from the virtues and defects of their character; they have too much openness of disposition, and too little acuteness and nicety of understanding. . . . In the North, life is wholly founded on mutual confidence.
Clearly this sweeping statement involves plenty of hyperbole, but it does suggest that even 200 years ago certain “Nordic” cultural traits were already apparent.
2. Some thoughts on a second interesting correlation were triggered by this tweet:
Younger readers who are impressed by this growth spurt might be interested in knowing that Politano’s graph doesn’t even include the heyday of Korean growth, which occurred during the 1970s and 1980s. In the 30 years between 1960 and 1990, Korea went from being one of the poorest countries on Earth to being a successful middle-income country. By the time South Korea hosted the Olympics in 1988, it was already viewed as an impressive success story. Unless I’m mistaken, Korea’s growth over the past 60 years is the most impressive in the entire world.
So what does all of this have to do with “non-obvious correlations”? It turns out that South Korea leads the world in another significant category; it has the world’s lowest birth rate (0.78 children per woman.)
You might think that this correlation is not so surprising, as we all know that richer countries tend to have lower birth rates. But that’s not the point I’m making here. Korea is not unusually rich, it is unusually fast growing.
I understand why a rich country might be expected to have a low birth rate. Among developed economies, however, there is actually very little correlation between birth rate and GDP/person. The US and Northern Europe have slightly higher birth rates than Mediterranean countries and East Asia, and are also a bit richer. But even if it were true that richer countries had lower birth rates, why would you expect very low birth rates in fast growing countries that are not unusually rich?
As with the Denmark “coincidence” discussed above, this is not just a correlation involving one country. Next to South Korea, places like Taiwan, Singapore, China and Hong Kong have the world’s lowest birth rates, and are also the fastest growing economies since 1960.
I have no explanation for this pattern, but I suspect that there is something in Korean culture that helps to explain both the birth rate and the rapid economic growth. To be clear, I don’t believe that culture is the only factor explaining economic growth (a quick look at North and South Korea dispels that theory), but culture may be correlated with certain traits that boost growth, such as willingness to work hard and sacrifice for future benefit. For instance, South Korean students are known to study unusually hard to achieve academic success. South Korea maintained a 6-day workweek until 2004, and Koreans still work more hours per year than workers in other advanced countries. Perhaps that drive to succeed in some way pushes a country toward a lower birth rate.
Alternatively, the causation might go from growth to culture. Perhaps the rapid growth causes such extreme societal change that traditional cultural traits emphasizing the importance of big families get brushed aside.
Any other theories?
PS. What other surprising correlation are out there? It occurs to me that America’s most productive city (San Francisco) is also perhaps its worst governed city. Is there a causal story there? That correlation is clearly not true at the international level. Switzerland is both richer and better governed than Somalia.
READER COMMENTS
Nicholas Weininger
Aug 29 2023 at 3:34pm
Two things:
The large general increase in economic freedom index values over time is… interesting. It’d be useful to see a breakout of the index dimensions. The first big thing that jumps out is that doesn’t look like taxes, either max rates or total taxation as a % of GDP, are in the index at all. I think it’s plausible they can be outweighed by other considerations, but is it really intuitively appropriate to give tax burden *zero* weight? Second, the gloss the author gives is that the index’s increase is mostly about lower tariffs and less variable inflation. Again, these are good and important improvements, but are they really so important as to outweigh all the increase in regulation and taxation since the 19th C?
I live in San Francisco. My best hypothesis about why we are so poorly governed is that we are the US capital, and maybe one of the world’s capitals, of luxury belief. People move here to express a particular combination of feelings, fantasies, and prejudices, and because the city is so rich we can afford to vote those feelings instead of our civic and economic interests, and often do. Moreover, those of us that don’t vote according to luxury beliefs usually try and vote for moderates, and our local moderates are subject to adverse selection mechanisms like those described by Sam Hammond: https://www.secondbest.ca/p/the-adverse-selection-of-political so our elections are often choices between the corrupt and the lunatic.
Mark Z
Aug 29 2023 at 3:35pm
“America’s most productive city (San Francisco)”
Is this really true? The Bay Area may be America’s most metro area, but productivity is notably concentrated in the outskirts of the bay area or suburbs rather than in SF (in contrast to e.g. New York, where the productive industries are based in the city itself). Maybe the reason SF is so poorly governed is it can afford to be, since the productive companies that it indirectly depends on are out of its reach over in Mountain View and Palo Alto, so it can’t actually kill the golden geese even if it wants to.
Scott Sumner
Aug 29 2023 at 4:32pm
Nicholas, Interest comments on SF.
Mark, I think it would be true even for the city of SF, but I’m not certain. Lots of knowledge workers live in SF, even if the firm is located outside the city limits. Why are they such dumb voters?
And zoning polices throughout the entire Bay Area are horrifically bad.
Ahmed Fares
Aug 29 2023 at 4:39pm
Yes, fertility correlates with religiosity. Selected quotes from an excellent article with link to follow:
https://worksinprogress.co/issue/frances-baby-bust
Also, a link to another article by David P. Goldman titled: “The Fecundity of Faith”. He discusses the high birth rate among religious Israelis compared to the birth rate of secular Israelis:
https://lawliberty.org/forum/the-fecundity-of-faith/
steve
Aug 29 2023 at 4:47pm
“I suspect the causation goes in both directions. ”
I sort of liked the ideas in her book but I thought a lot of it had cause and effect backwards. I suspect it’s more like you suggest, really a self reinforcing loop. I would still like to think virtues come first but that may be a chicken and egg thing.
“Hence, the size of government should not be considered a dimension of economic freedom.”
I dont think that is entirely the case but it has a lot of truth in it I think. When I look at the list of countries looking at size of government as a percent of GDP I dont think there are many (any?) on the lower end where I would want to live or work.
https://www.imf.org/external/datamapper/exp@FPP/USA/FRA/JPN/GBR/SWE/ESP/ITA/ZAF/IND
Steve
robc
Aug 30 2023 at 9:17am
OTOH, the US was more than 10% lower in share of GDP spending when I was born than today. And the US was a place I was happy to born into then.
It still wouldn’t be on the bottom of the list, of course, but would be much more economically free.
steve
Aug 30 2023 at 11:11am
Interesting point. Don’t know for sure but I would bet that the other countries with smaller governments were even smaller then too. Maybe its relative size? Also, a big chunk of that is medical spending and people not living as long back then so Social Security spent less. There just wasn’t as much for govt to spend on. (US life expectancy was 66 in 1952. It’s now about 78 or 79.)
Steve
Floccina
Aug 29 2023 at 6:36pm
I wonder if there is something to the idea that San Francisco’s natural environment allows it to be very poorly governed without everyone moving out and so it has a lower bottom in government quality before it reforms.
robc
Aug 30 2023 at 9:20am
There is a trend that government gets better as you get further from the equator, and that might be similar. No one would live in scandanavia if it was a corrupt regime, but you might put up with a certain level of misgovernment to live in the tropics…or the CA coast.
Andrew_FL
Aug 30 2023 at 3:25pm
Explain Argentina. Explain Russia.
robc
Aug 31 2023 at 10:34am
Argentina was the obvious exception that first popped into my mind…
But Northern Argentina is about equidistant to the equator as Cuba. Even Buenos Aires is roughly equivalent to San Diego. Yes it stretches very far south, but even Tierra del Fuego is roughly Denmark (I am eyeballing all of these, didnt look up actual latitudes), so significantly closer than Sweden/Norway.
And from what I understand, Argentina is beautiful, so has the same issues as California.
Russia…yeah, I got nothing.
On the other hand, Australia is reasonably close and well governed. So there are exceptions in both directions.
Floccina
Aug 29 2023 at 6:39pm
Also tough I agree with you, I think that the Danes could get much more bang for their tax buck with some fairly simple changes and, without hurting the lowest earners.
Andrew_FL
Aug 29 2023 at 6:48pm
Koreans being as rich as the UK but working much longer hours implies that their labor productivity is actually pretty bad!
Bob Lawson
Aug 29 2023 at 6:49pm
I will never understand how people can think a small tax on international trade violates economic freedom but a 10x larger tax on employee-employer transactions doesn’t.
Arqiduka
Aug 29 2023 at 6:50pm
Your limited fertility countries are obviously East Asian. Instead of a contrived “fast & sustained growth >>> low fertility” model, it’s developed East Asian economies that suffer from low TFR. If one dislikes the ethnic angle, developed AND overpopulated countries have low TFRs ( how is Monaco doing?)
Scott Sumner
Aug 30 2023 at 2:45pm
Right, but even within East Asia you see the pattern. Korea is the fastest growing of the bunch, and has the lowest fertility.
Arqiduka
Aug 31 2023 at 6:11am
True.
But does this pattern hold for the second fastest-grower (I suppose It’d be the ROC), and the third and so on?
In other words, could the Korean rate be a fluke of random noise? I believe it is random *within* the East Asian context. After all, someone must be last.
Andrew_FL
Aug 29 2023 at 9:25pm
Also I don’t believe that the Denmark was massively more economically free than the US the 1850s, to say nothing of France. I assume the US is being massively penalized for tariffs.
Scott Sumner
Aug 30 2023 at 2:46pm
And our socialized fire protection companies.
Jim Glass
Aug 29 2023 at 11:05pm
There’s no reason to expect a falling birth rate to correlate with any level of $$$ GDP/person per se. Rome’s first Emperor Augustus famously ordered Rome’s upper classes to start having more children because they were being dangerously out-bred by the plebes and other underlings, and their GDP/person by our standards was zilch. Brezhnev notably complained to Nixon in the 1970s that Russians had stopped having children and were going to be swamped under by all the Azakazastanies. Soviet per person GDP then wasn’t so great either.
I’d guess there is a fundamental basic human process in play, complicated by lots of confounding variables, such as culture and whatnot.
The basic process is that for 300,000 years humans needed to have eight-plus kids to have enough survive to work the farm for subsistence and to support their parents in old age. In the USA in 1800 it was 7 children for every woman.
But when circumstances arose so large populations of adults could support themselves otherwise, though retirement years, and women in particular didn’t have to repeatedly risk death in childbirth, and could enjoy life doing other things than herd eight kids, the birth rate dropped. I recently saw a presentation that said the top three causes of death through all those 300,000 years of human history have been malaria, violence, and childbirth. I don’t know how to verify that, but you see the point. In some societies pregnancy has had a 25% death rate.
There’s no need for any particular GDP/person income level for a population to reach that point. The Soviet system, for all its ample faults, educated and employed women a generation before we did. The Roman upper classes didn’t need kids to support them. Of course when you get a modern market economy with financial savings (plus Social Security and Medicare), the “need” for having kids plunges and the opportunity cost of having them explodes. (Thus modern Americans complain that they can’t afford the cost of two while back in 1800 everyone could afford seven.)
Then you get the general GDP correlation with falling fertility, though culture matters, plus local details that affect the opportunity cost of children. E.g., speculating about…
Say you are a young, only modestly well off, but ambitious couple in a modest income but fast-growing economy. You can see the glowing promise of goodies and wealth ahead of you, but it is going to take a lot of hard work until then. Plus you want to have a social life and some occasional fun. The opportunity cost to you of having children could be really high. I’d imagine.
JFA
Aug 30 2023 at 5:59am
Looking at the rankings and index scores for economic freedom… I’m gonna guess it’s measures for the 1850s ignore slavery in the US.
steve
Aug 30 2023 at 8:44am
And the Jim Crow laws in 1909 and 1952.
Steve
Scott Sumner
Aug 30 2023 at 2:50pm
Lots of conservatives overlook slavery and Jim Crow when the speak of a golden age of freedom. (And Native Americans, and Asian-Americans, and women, and gays, etc.)
Procrustes
Aug 30 2023 at 6:12am
Any other theories?
Gary Becker – price and income effects on family size behaviour. Which dominates after a certain level of economic development?
Knut P. Heen
Aug 30 2023 at 8:36am
On point 1
Smaller countries tend to have few special interest groups. Neither Denmark nor Norway have a car company, hence no car lobby to lobby the government for favors.
Smaller countries also need to import more goods from abroad (and export more goods to pay for the imports), hence international trade is more important than for bigger countries.
In fact, when Norway adopted alcohol prohibition, the wine producing countries in southern Europe objected. If you don’t buy our wine, we will not buy your fish (high tariffs on fish). Selling fish was more important than banning alcohol thus Norway repealed its prohibition of alcohol.
It is also easier to vote with your feet when you are living in a smaller country. You don’t have to move very far and the neighboring countries often speak a similar language (also true for Canada).
I think the smallness produces both economic freedom and civic virtue. Luxembourg and Lichtenstein would probably top the list if statistics were available.
On point 2
If GDP per capita includes children in the population, the statistics just shows us that children does not produce anything. A reduction in the birth rate will automatically produce higher GDP per capita because a larger fraction of the population is working.
Scott Sumner
Aug 30 2023 at 2:53pm
Good point about economic freedom, but I doubt that there’s much correlation between civiv virtue and country size.
A low birth rate means fewer non-working kids, but more non-working old people. The net effect?
Knut P. Heen
Aug 31 2023 at 8:11am
I meant population size rather than country size.
A lower birth rate means fewer non-working children right now. Unless grandchildren kills, I don’t see a direct relationship between the birth rate and how long people live right now. In the long-run equilibrium, I agree that a low birth rate implies a larger fraction of elderly non-employed people in the population. The birth rate in South Korea was 6 back in 1960 and about 2 in the early 80s. They have not reached equilibrium yet.
Ghost
Aug 30 2023 at 11:01am
Re East Asian fertility: what is intriguing is that the same economies have very high measured propensities to save, and hence to accumulate physical and financial capital.
Clearly rapid capital accumulation is consistent with rapid measured economic growth per capita. But the fertility evidence suggests that these economies are acquiring physical capital in part at the expense of the basic ‘human capital’ represented by children. Possibly the drive to save just doesn’t leave much left over to spend on bringing up an extra child.
HL
Aug 30 2023 at 11:27pm
As a South Korean, I am inclined to see the casuality running from growth to culture, not the other way around. A bit of feedback loop between rapid growth and culture that becomes extremely competitive as a result of that growth.
Actually, wouldn’t the standard demographic dividend model suggest that you can unlock significant capital deepening from sustained decline in fertility rate alone (even though that is also a reflection of deeper societal changes caused by economic development)? What is unique in the East Asia experience is that their working age population ratio increases have been the fastest in the world, and they’ve managed to get the most out of the resulting capital deepening by maintaining efficiency (urban planning, fiscal conservatism, etc), liberalizing markets at right moments, keeping the industrial competitiveness through increasing trade openness, and investing heavily in human capital. I can’t think of other countries that match them in terms of the magnitude of decline in working age population ratio, which is basically the product of falling fertility.
The process is turbo-charged by the ridiculously competitive culture that puts heavy pressures on women to give up working after childbirth and focus on “winning” the education race for their children. Note that South Korea is basically the world’s top spender on education (private + public).
Clearly, the process can’t last forever, and I do think these triumphant takes on South Korea’s growth feels a bit premature and almost like a classic contrarian signal. Demographic situation in South Korea is quite crazy, and I say this as someone who is not a fan of “demography is destiny” narrative. I suspect growth rates will be substantially lower even on a per-capita basis, i.e. more in line with the common experience of other industrialized countries…
HL
Aug 31 2023 at 1:04am
I stand corrected. South Korea no longer seems to be the world’s top spender on education. A while ago the country was the top spender in terms of private spending (https://www.economist.com/asia/2015/09/19/the-creme-de-la-cram), but recent indicators show otherwise.