BN: econometrics
Showing posts with label econometrics. Show all posts
Showing posts with label econometrics. Show all posts

19 Aug 2020

Lottery Winners Don't Get Healthier - Barokong

Alex Tabarrok at Marginal Revolution had a great post last week, Lottery Winners Don't get Healthier (also enjoy the url.)

Wealthier people are healthier and live longer. Why? One popular explanation is summarized in the documentary Unnatural Causes: Is Inequality Making us Sick?

The lives of a CEO, a lab supervisor, a janitor, and an unemployed mother illustrate how class shapes opportunities for good health. Those on the top have the most access to power, resources and opportunity – and thus the best health. Those on the bottom are faced with more stressors – unpaid bills, jobs that don’t pay enough, unsafe living conditions, exposure to environmental hazards, lack of control over work and schedule, worries over children – and the fewest resources available to help them cope.
The net effect is a health-wealth gradient, in which every descending rung of the socioeconomic ladder corresponds to worse health.
If this were true, then increasing the wealth of a poor person would increase their health. That does not appear to be the case. In important new research David Cesarini, Erik Lindqvist, Robert Ostling and Bjorn Wallace look at the health of lottery winners in Sweden (75% of winnings within the range of approximately $20,000 to $800,000) and, importantly, on their children. Most effects on adults are reliably close to zero and in no case can wealth explain a large share of the wealth-health gradient:

In adults, we find no evidence that wealth impacts mortality or health care utilization.... Our estimates allow us to rule out effects on 10-year mortality one sixth as large as the crosssectional wealth-mortality gradient.
The authors also look at the health effects on the children of lottery winners. There is more uncertainty in the health estimates on children but most estimates cluster around zero and developmental effects on things like IQ can be rejected (“In all eight subsamples, we can rule out wealth effects on GPA smaller than 0.01 standard deviations”). (My emphasis above)

Alex does not emphasize the most important point, I think, of this study.  The natural inference is,The same things that make you wealthy make you healthy. The correlation between health and wealth across the population reflect two outcomes of the same underlying causes.

We can speculate what those causes are.  (I haven't read the paper, maybe the authors do.) A natural hypothesis is a whole set of circumstances and lifestyle choices have both health and wealth effects. These causes can be either "right" or "left" as far as the evidence before us: "Right:" Thrift, hard work, self discipline and clean living lead to health and wealth. "Left:" good parents, good neighborhood, the right social connections lead to health and wealth.

Either way, simply transferring money will not transfer the things that produce money, and produce health.

Perhaps the documentary was right after all: "class shapes opportunities for good health."  But "class" is about more than a bank account.

Also, Alex can be misread as a bit too critical: "If this were true." It is true that health and wealth are correlated. It is not true that more wealth causes better health.  The problem is  not just "resources available to help them cope."

Why a blog post? This story is a gorgeous example of the one central thing you learn when doing empirical economics: Correlation is not causation. Always look for the reverse possibility, or that the two things correlated are both outcomes of something else, and changing A will not affect B.   We seldom get an example that is so beautifully clear.

Update:  Melissa Kearney writes,

"Bill Evans and Craig Garthwaite have an important study [AER] showing that expansions of EITC benefits led to improvements in self-reported health status among affected mothers.
Their paper provides a nice counterpoint to the Swedish lottery study, one that is arguably more relevant to the policy question of whether more income would causally improve the health of low-income individuals in the U.S.

Thanks Melissa for pointing it out. This is interesting, but I'd rather not get in to a dissection of studies here -- just who takes advantage of EITC benefits, how instruments and differences do and don't answer these problems. The main point of my post is not to answer once and for all the question -- how much does showers of money improve people's heath -- but to point out with this forceful example for non-economists the possibility that widely reported correlations - rich people are healthier -- don't automatically mean that money showers raise health.

28 Jul 2020

Russ Roberts on Economic Humility - Barokong

Russ Roberts has an excellent essay, What do economists know? on economic humility. (HT Marginal Revolution)

A journalist once asked me how many jobs NAFTA had created or destroyed. I told him I had no reliable idea. ...
The journalist got annoyed. “You’re a professional economist. You’re ducking my question.” I disgreed. I am answering your question, I told him. You just don’t like the answer.
A lot of professional economists have a different attitude. They will tell you how many jobs will be lost because of an increase in the minimum wage or that an increase in the minimum wage will create jobs. They will tell you how many jobs have been lost because of increased trade with China and the amount that wages fell for workers with a particular level of education because of that trade. They will tell you that inequality lowers health or that trade with China reduces the marriage rate or encourages suicide among manufacturing workers. They will tell you whether smaller classrooms improve test scores and by how much. And they will tell you things that are much more complex — what caused the financial crisis and why its aftermath led to a lower level of employment and by how much.
And Russ continues, with great clarity, to explain just how uncertain all those estimates are.

So what do economists know? As Russ points out, much of these kind of estimates are not really produced by economics

...most of the people I am talking about are not economists. They are really applied statisticians. Economics is primarily a way of organizing one’s thinking in considering incentives and costs and the interactions between individuals that we call a market but is really emergent behavior with feedback loops.

This is not an argument against quantification. What economists do know are basic facts,

It is useful to know that 40% of the American work force was in agriculture in 1900 and now the number is 2%. It is useful to understand that that transition (which was most faster in the first half of the 20th century than the last half) did not lead to mass unemployment and starvation.

This is a fact, as distinct from a causal analysis.

Economics leads you to great sensitivity to the fact thatcorrelation is not causation. That many workers lost manufacturing jobs while China was expanding does not prove that China's expansion caused those job losses, or that they would not have occurred in a world otherwise the same but with powerful trade barriers. Rich people drive BMWs. Driving a BMW will not make you rich.  This is the main reason why so many "studies" remain controversial, well covered by Russ.

Still, we haven't answered well enough just what economics is good for. Russ:

Economists generally believe that incentives are very powerful
I'd rather he had said "Economists generally understand.." as "believe" is not a good word for any scientific enterprise. Much of the world makes sense if you recognize the power of incentives.

Yes. In just about every policy question an economist sees an incentive. Where most of our political analysis sees an income transfer. Raise gas taxes? An economist sees an incentive to drive less, move closer to work, carpool, ride a bike, buy a more efficient car. Most of our political system sees only a transfer of income, with current habits unchanged.

But I want to go further. Budget constraints and accounting identities. I think good economists quickly follow the money one more step than most analysts. If you subsidize x, then you must take money away from y. If foreigners are not able to sell things to us, then they cannot get dollars to buy things from us, or to buy assets, or to invest in the US. There is no such thing as "real" vs. "paper" investment -- each person making a "paper" investment is buying someone else's liability, which funds a "real" investment. You can't make American's wages go up, say by banning nurses from the Philippines, and also health care costs go down. We can't all buy or sell stocks -- for every buyer there must be a seller.

Unintended consequences. Our field is, perhaps, best described as a collection of funny stories about unintended consequences. (I became an economist one day very young, reading a newspaper story about a program to get rid of poisonous snakes. The government had offered a bounty on each dead snake. Guess what happened. Hint: It's easy to raise snakes.)  Unintended consequences usually come from forgetting about incentives and budget constraints. My daughter, age about 8, looked up from reading the paper one day and asked, "Dad, if the government makes everyone buy fuel efficient cars, won't they just move further from work and use the same amount of gas as before?"

Supply response, (or demand), and competition. In thinking about banking regulation, a good economist focuses on incentives for new banks to come in, rather than just how to manage the existing ones. In thinking about health care, we are all talking about how to pay for it, not about how to get new competitors to come in and offer better services. In thinking about labor regulation, we forget that the worker's ability to quit and easily get a new job, from a new hungry business trying to unseat the old one, is his or her best defense against a shoddy employer. If a drug company grabs the only FDA approval for a generic and hikes the price up insanely, the answer is competition, let others sell the drug, not price controls.

As you see, I think we're pretty good at identifying causal channels that most analysts ignore, even if we are not always great at quantifying their relative significance. But "not zero" is usually an eye opener in public policy.

The fallacy of composition ought to be right up there with correlation is not causation. Roosevelt tried to raise inflation by raising prices. Alas, you can only raise relative prices that way.  Individually, it seems we can get ahead by getting a better bargain, but my gain must be your loss and the economy does not gain overall. What's good for a business, or a bank, is not necessarily good for an economy or a banking system. A local stimulus can work by transferring resources from somewhere else. That does not mean the overall economy benefits from stimulus. Negotiating better can help one, but only at the expense of another. We can't all negotiate better.

In sum, I think economics provides an excellent set of bullshit detectors. This is my stock answer about my own professional expertise. I may not know what makes the economy grow, or how monetary policy works. But I now with great detail exactly why the ten stories in front of us are all wrong, and typically logically incoherent. That is useful knowledge.

Russ has a lovely closing paragraph, which you might miss:

But an economist when considering a policy of banning autonomous vehicles can think of a lot of other impacts besides the jobs saved and the continuing deaths from human driven cars if such a ban is put in place. One of the things we would think about is how such a ban will effect the incentives to discover future innovation that might also people out of work. We would think about how putting more power in Washington would encourage lobbying for protection. We would think about the children and grandchildren of today’s workers and how restricting technology and changing incentives would affect things. These ideas are not rocket science. But they come easily to economists and not so easily to non-economists. Thinking like an economist is very useful.
So let's call it Hayekian humility. This is the hardest one for so many economists to admit, as we all like to play central planner.

Economics and economic history also teach us humility: No economist in 1900 could have figured out what farmers, horse-shoers, ice deliverers, street-sweepers, and so forth would do when those jobs disappeared. The people involved did. Knowledge of our own ignorance is useful. Contemplating the railroad in 1830, no economist could have anticipated the whole new industries and patterns of economic activity that it would bring -- that cows would be shipped from Kansas to Chicago, and give rise to its fabled meat-packing industry. So, in a dynamic economy, all the horse-drivers, stagecoach manufacturers, canal boat drivers, canal diggers, and so forth put out of work by the railroad, and their children, were not, in the end, immiserized.

So, economics should be much better at being the ark for simple lessons of economic history and experience. Alas our current professional training makes us pretty terrible at this.

PhD training in economics focuses on theory and statistical technique, and prepares you well to do academic research. There are occasionally requirements for economic history, but these are usually economic analyses of particular episodes, i.e. training to do research as an economic historian. The sort of simple facts that Russ mentions just aren't much covered.

This isn't necessarily such a terrible thing. Physics training also doesn't cover its intellectual history that much, except for the lovely practice of repeating classic experiments. But current physics theory encodes everything you need to know about the messy experience that distills that theory. So too, perhaps, one may feel that current economic theory encodes everything you need to know about the experiences that produce such theory.

Obviously, this is a doubtful proposition, but to some extent it's true. A supply-demand curve with a price control, showing how price controls, rent controls, and minimum wages produce shortages, really does encode centuries of hard-won experience. However, social science knowledge is obviously less durable than Physics, and we see how quickly economists, armed with the theory but not the experience, can come to doubt their own knowledge. Economic models are not literal descriptions of the truth, but rather quantiative parables.

Also, many of the "facts" aren't quite facts, and really are always up for review. If we start teaching lessons of history, for example, the old chestnut that stimulus is proved by the rise in output from WWII spending -- never mind the failure of output to collapse after WWII ended, the end of Roosevelt's war on capital, the failure of hundreds of other stimulus programs or the minor fact of a war -- or how the New Deal saved us in the Great Depression, will get passed on along with valuable nuggets such as dreary repetition of experience on the effects of rent controls. Many historical issues are no less settled than the current issues that Russ talks about!

Finally, PhD training really is vocational training to do research, not to advise public policy. The market test is pretty clear -- to do research, you don't need a broad based understanding of economic history. When a research project needs a particular history, it's easy enough to learn that.

So, don't sign me up quite yet as one of those ready-for-retirement economists who bemoan too much math and not enough experience in graduate school. Actually we need more math, as the kinds of stories people talk about especially in finance are well beyond our capacity to model.

But the lack of an ark of experience, especially on microeconomic issues where they are clearer, is noticeable.

29 Jun 2020

Carbon Tax - Barokong

Source: Seattle Times
"The carbon tax is dead; long live the carbon tax" is the headline of Tyler Cowen's Bloomberg column on the failed (again) Washington State carbon tax.  And rather decisively, per the picture on the left.

"Maybe its failure on the ballot in Washington state will inspire economists to come up with better arguments" challenges the subhead. I can't resist.

The key question for a carbon tax is, what do you get in return? What do you do with the money? Washington's carbon tax would have, according to the Seattle Times,

It would have taken effect in 2020, rising year after year to finance a multibillion-dollar spending surge intended to cut Washington greenhouse-gas emissions. The initiative reflected proponents’ faith that an activist government can play a key role in speeding up a transition to cleaner fuels.
The fee would have raised more than $1 billion annually by 2023, with spending decisions to be made by a governor-appointed board as well as the state’s utilities
Well, perhaps the voters of Washington State were not so much against a carbon tax per se, but had less than full faith that a large increase in green boondoggle spending by Washington State government was a good idea. They need only to look south at California's high speed train to see cost-benefit analysis at work in dollars per ton of carbon saved.

And in fact it violates the whole idea of a carbon tax. The point of a carbon tax is to give people and businesses an incentive to figure out their own ways to cut carbon emissions. The whole point is not to fund big government projects. If you want to fund big government projects, you do it out of the broadest based and fairest tax you can find.

As Tyler suggested,

But maybe it’s time for a change in tactics. These new approaches might start with the notion that we can address climate change without transferring more money from voters to politicians.
Here are three ideas:

Idea 1: One answer is obvious: a revenue-neutral carbon tax. Use the carbon tax to offset other taxes. Tyler anticipates this with

The economist can respond, correctly, that a carbon tax will ease the path to greener outcomes, and that other taxes can be cut as recompense if necessary. But it seems right now there is not enough trust for such a grand bargain to be struck.
Perhaps. But if the carbon tax were coupled with an explicit reduction in other taxes, it might help to convince people. If carbon taxes were coupled with elimination of other taxes, it would help more. Taxes are like zombies. If you just lower the rates they tend to come back. If you eliminate them entirely, perhaps requiring referendum for their reinstatement, there can be more trust. Couple the carbon tax with elimination of, say, state property taxes, income taxes, or sales taxes.

And in the end we all know taxes must equal spending. You can convince voters there won't be more taxes if there isn't more spending. Advertising the carbon tax as a substitute for carbon spending; simultaneously eliminating green boondoggles, would help to seal the deal.

Idea 2: The Baker-Shultz plan, or Americans for Carbon Dividends, (previousblog post here) has another bright idea: Send the proceeds back to the voters. Write everyone a nice check. This ensures that the money doesn't go to boondoggles, and gives every voter a stake in keeping the scheme going. It is highly progressive, which Democrats should like.

I had a similar idea a while ago: Rather than a tax, give each American a right to, say x tons of carbon emissions that they can sell on a carbon market. That also gives everyone an incentive to vote for the system. And it states the issue squarely. You, a voter, are having your air polluted. You have a right to collect on that damage. It makes it clear that carbon is a fee, a penalty, not a "tax." The point is to disincentivize the use of carbon, not to raise revenue for the government to spend. "Tax" is a loaded word in American culture and politics. Carbon rights takes the whole discussion away from "tax."

Idea 3: Lastly, one could pair the carbon tax and fee with a trade: A hefty fee, in return for elimination of all the other carbon subsidies and regulations. To those who don't believe in climate change: ok, but our government is going to do all sorts of crazy stuff. Let's cut out the rot and just pay a simple fee instead. No more electric car subsidies -- $15 k from taxpayers to each Tesla owner in Palo Alto -- HOV lanes, windmill subsidies, rooftop solar mandates, washing machines that don't wash clothes anymore (hint: do NOT buy any washing machine built since Jan 1 2018), and so on and so forth.

I think on the left the strategy has been to ramp up climate hysteria: if we just yell louder and demonize opponents more, the voters will buy it. No matter how much of a problem you think climate is, let's admit that's not working. In part the claims are now so over the top that everyone can tell it's gone too far. No, the way to put out fires in California is not to build a high speed train.

When, in the name of science the IPCC writes things like this -- right up front in the executive summary --

D3.2. ...For example, if poorly designed or implemented, adaptation projects in a range of sectors can increase... increase gender and social inequality... adaptations that include attention to poverty and sustainable development (high confidence).
D6. Sustainable development supports, and often enables, the fundamental societal and systems transitions and transformations that help limit global warming to 1.5°C. ... in conjunction with poverty eradication and efforts to reduce inequalities (high confidence)....
D6.1. Social justice and equity are core aspects of climate-resilient development pathways that aim to limit global warming to 1.5°C...
D7.2. Cooperation on strengthened accountable multilevel governance that includes non-state actors such as industry, civil society and scientific institutions, coordinated sectoral and cross-sectoral policies at various governance levels, gender-sensitive policies.... (high confidence).
D7.4. Collective efforts at all levels, ... taking into account equity as well as effectiveness, can facilitate strengthening the global response to climate change, achieving sustainable development and eradicating poverty (high confidence)
You can't blame the suspicious Washington State voter from wondering if perhaps a larger agenda isn't being financed here.

There is a sensible middle. Voters who want to do something about carbon, but not finance massive boondoggles or a collectivist progressive agenda. Environmentalists who want to do something about carbon that actually will work. Skeptics who understand, as long as we're going to so something, let's do it efficiently via a carbon fee rather than at massive cost as we are doing now.

17 Jun 2020

The Phillips curve is still dead - Barokong

Greg Mankiw posted a clever graph a month ago, which he titled "The Phillips Curve is Alive and Well."

No, Greg, the Phillips curve is still as dead as Generalissimo Franco.

The lines, in case you can't see them are the employment-population ratio 25-54, and the average hourly earnings of production and nonsupervisory employees. Wait a minute, the Phillips curve, as it appears in contemporary macroeconomics, is a relation between inflation, a coordinated rise in prices and wages,  not real wages or hourly earnings, and unemployment or the output gap, not the employment-population ratio. How does the traditional Phillips curve look? Here is unemployment vs. CPI inflation

and here is inflation vs. the GDP gap:

Here is "core" (less food and energy) inflation vs. unemployment:

Except for one little blip in the depths of the 2009 recession. The Phillips curve is dead. (Long live the Phillips curve, the crowd sings nonetheless.) Inflation trundles along, ignoring unemployment or the output gap.

What's going on? Primarily, I think Greg goes deeply wrong in looking at average hourly earnings, or wages for short. The whole art and magic of the Phillips curve is aboutinflation, the rise in both prices and wages.Greg's graph is perfectly sensible microeconomics. The labor market is tight, demand for labor is high, you have to pay people more to get them to work. The rise in wages is a rise in real wages, a rise in wages relative to prices.

Similarly, one might imagine tight product markets, with strong demand, as a time that output prices and measured inflation would rise relative to wages.

The puzzle and promise of the Phillips curve is the idea that tighter labor markets, traditionally measured by the unemployment rate, correlate with higher wages and prices. That takes more doing. Typically, you have to think that workers are fooled into working for what they think are higher real wages, and only later discover that prices have gone up too. And you have to think that firms rather mechanically raise prices passing on higher labor costs, and keep selling things when they do. Despite the intuitive appeal of tight markets leading to rising prices and wages, that simple intuition is wrong to describe a correlation between tight markets and both prices and wages, which is what the Phillips curve is and was.

The employment-population ratio is a little bit curious but less so. Much modern labor economics doesn't focus on unemployment.

What is happening should be cause for celebration by the way -- real wages are rising. From growth to inequality to the hand-wringing about declining labor share, it's hard to find anything bad to say about that!

Greg's "Phillips curve" also does not extend backwards. Here's what happens if. you push the data slider to the left on Greg's graph, going back to the 1960s rather than start in 1990:

Greg's correlation is absent in the heyday of the Phillips curve. Greg's alive Phillips curve was born in 1990.  (What you're seeing is, of course, the rise in labor force participation, particularly among women, until 1990.) That's why the traditional (ex ante!) Phillips curve really was about gap measures

The conventional inflation-unemployment Phillips curve also died just about contemporaneously with the Generalissimo:

The negative correlation which Phillips noted around 1960 turned to a positive, or stagflationary correlation in the 1970s. One nice negatively correlated data point in the disinflation of 1982 is it.

The policy world, including the Fed, ECB, and related institutions, continues to believe in the Phillips Curve, and as causation not just correlation: tight labor markets cause inflation. But its evident death is causing some unsettled feelings for sure.

*****

Catching up on Greg's blog, I also found a lovely and sage quip:

Washington Post columnist Robert Samuelson argues "It’s time we tear up our economics textbooks and start over." He uses my book as a prime example. Perhaps not surprisingly, I disagree. My summary of Samuelson's article: Economics textbooks should be more like economics journalism, says an economics journalist.
There is so much "starting over" in the air -- modern monetary magic on the left, neo-mercantilism on the right -- that understanding long settled questions is indeed what education should be about. (And not just the sharing of untutored opinions.)

Textbook writers, on the other hand, emphasize those things that are true, important, and unknown to the typical reader (an 18 year old college freshman). Newness has little relevance. The lessons of Adam Smith do not apply only to the 18th century, the lessons of David Ricardo do not apply only to the 19th century, and the lessons of John Maynard Keynes do not apply only to the 20th century. They are timeless ideas that may not make good news stories but should be central to introductory economics. Just as Newtonian mechanics should remain central to introductory physics.
Well, I think Keynes will go the way of phlogiston, but I agree with the point, and anyway a good 19th century scientist should know what phlogiston is.

****

Update:

Or maybe we should call it the Phillips Cloud. Here is the traditional inflation vs. unemployment graph, for the 1990-today sample and then the whole postwar period

Some economists run a regression line here, and proclaim the Phillips curve to be flat. They conclude, unemployment is incredibly sensitive to inflation -- just a bit more inflation would make a lot of jobs. I conclude it's just mush.

9 May 2020

Heckman Haiku - Barokong

Jim Heckman's interview with Gonazlo Schwartz at the Archbridge Institute is making the rounds of economists. I admire it for how much the interviewer and Heckman pack in so little space, so pithy, well expressed, and so happy to trounce on today's pieties. (As blog readers will have noticed, short does not come easily to me.) It's hard to summarize a Haiku -- go read the whole thing. But I'll try.

Gonzalo Schwarz: Many commentators have said that it is not possible to achieve the American Dream any more in the United States. Do you think the American Dream is alive and well?
Dr. James Heckman: Ask any immigrant. They are grateful for the chances that America has given them. Many came with nothing. They live in decent neighborhoods and their families have better lives than they could have before coming here. Their children go to college and integrate into American society. The progress of African Americans over the past century is staggering. Many have shaken off the legacies of poverty and discrimination....
Social mobility:

G: ...what do you think are the main barriers to income or social mobility?...
H: The main barriers to developing effective policies for income and social mobility is fear of honest engagement in the changes in the American family and the consequences it has wrought. It is politically incorrect to express the truth and go to the source of problems.... Powerful censorship is at play across the entire society....The family is the source of life and growth. Families build values, encourage (or discourage) their children in school and out. Families — far more than schools — create or inhibit life opportunities. A huge body of evidence shows the powerful role of families in shaping the lives of their children. Dysfunctional families produce dysfunctional children. Schools can only partially compensate for the damage done to the children by dysfunctional families.
He is right on the fact, how blissfully it is ignored by those wishing more "policies" to address inequality and other social programs, and censorship against those who say it.

On "current academic and policy discussion on income mobility and inequality, "

The current research in the field is shoddy. It has gained traction because it appeals to the negative image of American society held by leading opinion makers like the New York Times and the Atlantic. In truth, the evidence based on the IRS data is deeply flawed and has been incorrectly analyzed. ... The same can be said of the academics who write about the growth of the Top 1%. Careful studies show much less growth in disparity than what is picked up in the popular press and by populist politicians.
Economists thrill to "shoddy",  one-big-star-disparages-other-big-stars inside baseball. But the fact is true -- inequality statistics are horrendously badly calculated, and are often used and abused even in academic circles to push a political agenda.

A new “wisdom” has emerged: large samples more than compensate for faulty or missing data. The wisdom of this crowd is that sample size trumps careful data analysis.
Again roman-a-clef if you care to know who he is talking about. And they might answer that identification is hard in small samples too, and that they acknowledge the limits of what one can infer from well estimated correlations, so  "wisdom" is a bit of straw man. A precisely estimated correlation is also an interesting stylized fact. But putting aside inside baseball, it is an important point for everyone to remember in the big-data age.

I attended Jim's econometrics PhD class when I was an assistant professor at Chicago. He started with this: What are the three most important issues in Econometrics? 1) Identification 2) Identification 3) Identification.

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