Friday, January 22, 2016

The stuff we don't agree on is the fun stuff

A lot of people have been talking about the latest Economist article about why economics is different than “science”: whereas their peers in the natural sciences can edit genes and spot new planets, economists cannot reliably predict, let alone prevent, recessions or other economic events. Whenever I read this sort of article I am left with the impression that the author doesn’t understand economics or natural sciences.
1.      It is not true that economic theory cannot predict.
a.       In the late 1990s and early 2000s demand for and prices of organic milk increased rapidly. Economic theory suggests that in the absence of barriers to entry new firms will enter the market and increase supply. The Northeast Organic Dairy Producers Alliance reported that there was a 370 percent increase in the number of organic dairy cows between 1997 and 2001.  Between 1990 and 2003 the number of organic dairy farms in Vermont increased from 3 to 60 while the number of conventional farms fell from more than 2,000 to 1,400.  Events consistent with the predictions of basic microeconomics happen all the time. The point is that it is not news.  
b.      People make much of economists not predicting the financial crisis. The only problem is that Schiller, Rajan, Schwartz, Roubini, Baker and others all gave warnings. Moreover, the recession was predicted by this very simple tool. By the way, based on that tool I am not currently predicting a recession in the near future.
2.       No empirical research produces certainty. One of my primary objectives when teaching quantitative methods is to emphasize that statistical inference does not produce certainty. Whether you are historian sifting through primary sources or an economist analyzing a random sample or the population you are trying to understand a bigger picture that you can never actually see directly and fully. Statistical inference does not provide certainty; it enables you to quantify your uncertainty.
And by the way, economists didn’t do this.
3.       Not surprisingly, natural scientists do not possess a giant pile of knowledge that they all hold with certainty.
a.       How many universes exist?
b.      How many planets are in our solar system? Nine. No. Eight. Wait. It’s nine. I think.
c.       Until relatively recently, most astronomers thought that the expansion of the universe was decelerating.
4.       If they had such certain knowledge who would want to study them? Why would any intelligent and curious person want to study a discipline that has all the answers? Students in principles courses want the answers. People who go on to graduate school do it because of the questions. I really don’t think people become physicists because they want to be able to pass on all the known certainties about the universe. The stuff we don’t agree on is the fun stuff!
5.       As for the method of generating knowledge, McCloskey noted quite a while ago (apparently while no one was listening) that economists, physicists, sociologists, chemists, historians, etc. are all really doing the same thing. They are trying to come up with something new to say and then persuade other people that they are right. Natural scientists can often use controlled experiments to generate persuasive evidence, but not always. Economists often cannot run controlled experiments, but sometimes they can.  

6.       In short, I find the whole “Is Economics A Science” debate pointless.

Thursday, January 21, 2016

Noah Smith on Slavery and Economic Growth

In the long run, most wealth is produced, not plundered. Slavery created bad institutions that inhibited industrialization.
Yesterday I wrote about the response on Twitter to this statement by Noah Smith and said that today I would write about my thoughts on this statement.

In general, I tend to agree with Smith, largely because plunder is not a sufficient condition for economic growth and innovation and investment are. Plunder has existed throughout human history, and for most of human history it did not lead to sustained economic growth. Spain and Portugal did plenty of plundering, and it did not lead to economic growth. Switzerland became rich without much plundering. That said, the economic history of the United States had plenty of both plunder and productivity improvement.

Economists generally define economic growth as increases in real GDP per capita. That simply means that on average people produce more goods and services than they did the year before. There are basically two ways to increase output per person. First, you can give people more resources to work with: more natural resources and more capital. Second, you can figure out ways to get more output from the resources you have: you can create a cotton gin, or a spinning jenny, or ways to refine crude oil into kerosene. Both were at play in American economic growth.

Both the South and the North increased the amount of natural resources through movement to the West. This is probably the most obvious role for plunder in American economic growth: appropriation of land from Native Americans. But growth was not solely attributable to increases in land. Capital increased as well. Capital is anything that has been produced in order to increase production in the future. People most often associate capital with machines and equipment, but roads, ports, and canals are important examples of capital as well. There was a lot of new capital in the North, both public and private. Investment in canals and railroads was more extensive in the North than in the South. There were also more buildings, more mills, more agricultural equipment, etc. But neither the increases in land or capital would have really transformed economic life. Simply increasing the amount of land, the number of sawmills, and the number of spinning wheels and looms would not have led to modern economic growth. The fundamental source of growth was improvement in productivity, coming up with new and better ways to do things. These changes in technology were not just in cotton textiles and railroads and the other things people associate with industrialization. The North was still an agricultural economy and much of the growth came from improvements in crops, livestock and farm machinery, see Olmstead and Rohde’s Creating Abundance and David McClelland’s Sowing Modernity: America’s First Agricultural Revolution .These changes in technology are what made 1900 different than 1800 and 2000 different than 1900. Can they be attributed to the cotton economy of the South?

Cotton accounted for about 4 % of U.S. GDP. That is a lot for one sector of the economy. After all, Fogel estimated that GDP would have only been about 4 % lower in 1890 if you had wiped out all the railroads. The point is that even during the antebellum period the US economy was highly diversified. No one thing could drive growth. Four percent is big, but it does not make slave produced cotton the driving force behind economic growth.

But Baptist’s argument is essentially that cotton provided the stimulus for growth in the North. As I have pointed out previously his attempt at calculating the spillover effects of cotton are nonsense. The biggest problem with them is that he just makes up the numbers, but even if he had produced the numbers through research it doesn’t make any sense to compare them to GDP.

Putting aside Baptist’s nonsense calculation, his argument is actually pretty old and has not stood the test of time. It is essentially the argument that Doug North made in   The Economic Growth of the United States, 1790-1860. It seemed like a reasonable story given the evidence that Doug had collected, but subsequent research generated evidence that contradicted the theory. First, work by a number of economic historians (Gallman, Hutchison and Williamson, and Herbst) found that Doug’s theory tended to underestimate the degree of regional self-sufficiency and overestimate the importance of interregional trade. The evidence did not support the conclusion that cotton was the driving force behind economic growth. Second, much of the work done on early industrialization has emphasized the role of intraregional trade. Much of early industrialization appears to have been directed at local demand not demand from the South or Europe. Notable contributions on this subject were made by  Diane Lindstrom Economic Development in the Philadelphia Region  and more recently by David Meyer Roots of American Industrialization or see his essay on Industrialization in EH.Net’s Encyclopedia.

 Finally, there are reasonable arguments supported by evidence that slavery had a negative effect on long run trends in per capita GDP. The more a region depended on slave labor in the past the lower its per capita income now.











These figures are from the working paper by Nathan Nunn “Slavery, Inequality and Economic Development in the Americas: An Examination of the Engerman-Sokoloff Argument (October 2007). There is no question that slaveholders benefited from slavery, but that does not mean that the economy as a whole was better off as a result of slavery. The evidence generally supports the claim that slavery was associated with institutions that were not conducive to economic growth.

By the way, all of the studies I have mentioned are actual empirical studies. Their authors did the hard work of collecting and analyzing evidence, rather than setting in an office in, for example, Ithaca making up numbers.


Finally, I will note that enslaved people may have made contributions to economic growth that aren’t included in Baptist’s story. The McCormick reaper is one of the most famous innovations in American economic history. McCormick was from Virginia, and, according to at least some accounts, an enslaved blacksmith, Jo Anderson, was instrumental in helping him develop a working reaper.  I think this example actually supports Smith’s view about the negative effects of slavery. The vast majority of enslaved people did not even have this sort of limited opportunity to contribute to the sort of technological innovations that produce economic growth. How much more rapid might economic growth have been if African Americans had the same opportunities as Americans of European descent to exploit their ingenuity? How much more rapid might economic growth be now if African Americans had the same opportunities as others? 

Wednesday, January 20, 2016

More Obnoxious Nonsense from Ed Baptist

Noah Smith tweeted this today.

 In the long run, most wealth is produced, not plundered. Slavery created bad institutions that inhibited industrialization.

Which prompted the following back and forth on Twitter.

Josh Mound Retweeted Noah Smith
@Ed_Baptist The following tweet seems to be almost the polar opposite of one of your book's main args, right?
Josh Mound added,
Noah Smith @Noahpinion
In the long run, most wealth is produced, not plundered. Slavery created bad institutions that inhibited industrialization.
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@JoshuaMound The emergence of cotton slavery in the US South is pretty highly correlated with the Industrial Revolution.
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@Ed_Baptist Right, he goes on to say that b/c North industrialized first it shows slavery was inefficient, which is also opp of your book.
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@Ed_Baptist It's a pretty clear case of economists abstract anti-empirical theorizing on historical issues that totally misses actual facts.
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@JoshuaMound For the record (and as @Ed_Baptist & I have discussed) abstract economic theorizing need not be wrong. http://economics.mit.edu/files/8975 
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@Econ_Marshall @JoshuaMound agreed! But let's mark our theories to data and analysis.
o    LIKE1
o    Josh Mound
10:53 AM - 20 Jan 2016 · Details
The remarkable thing about this is Baptist’s assertions about economists' abstract anti-empirical economic theorizing and the need to “mark our theories to data.” 

This, again, is Baptist’s argument on the economic significance of slavery

In 1836, the total amount of economic activity―the value of all the goods and services produced―in the United States was about $1.5 billion. Of this, the value of the cotton crop itself, total pounds multiplied by average price per pound―$77 million―was about 5 percent of that entire gross domestic product. This percentage might seem small, but after subsistence agriculture, cotton sales were the largest single source of value in the American economy. Even this number, however, barely begins to measure the goods and services directly generated by cotton production. The freight of cotton to Liverpool by sea, insurance and interest paid on commercial credit―all would bring the total to more than $100 million (see Table 4.1).

                Next come the second- order effects that comprised the goods and services necessary to produce cotton. There was the purchase of slaves―perhaps $40 million in 1836 alone, a year that made many memories of long marches forced on stolen people. Then there was the purchase of land, the cost of credit for such purchases, the pork and the corn bought at the river landings, the axes that the slaves used to clear land and the cloth they wore, even the luxury goods and other spending by the slaveholding families. All of that probably added up to about $100 million more.

            Third order effects, the hardest to calculate, included the money spent by millworkers and Illinois hog farmers, the wages paid to steamboat workers, and the revenues yielded by investments made with the profits of the merchants, manufacturers, and slave traders who derived some or all of their income either directly or indirectly from the southwestern fields. These third order effects would also include the dollars spent and spent again in communities where cotton related trades made a significant impact another category of these effects is the value of foreign goods imported on credit  sustained the opposite flow of cotton. All these goods and services might have added up to $200 million. Given the short term of most commercial credit in 1836, each dollar “imported” for cotton would be turned over about twice a year: $400 million. All told more than $600 million, or almost half of the economic activity in the United States in 1836, derived directly or indirectly from cotton produced by the million odd slaves― 6 percent of the total US population―who in that year toiled in labor camps on slavery’s frontier.”
Put aside the fact that he is comparing GDP to things that are not counted in GDP. The really important thing to notice about Baptist’s argument is this

“perhaps $40 million”

“probably added up to about $100 million more”

“might have added up to $200 million.”


These are not estimates based upon examination of historical sources; Baptist simply made the numbers up. Even the one table that he refers to does not actually contain the suggested information. This is the empirical work, the marking to data, that he engages in. Baptist’s argument is supported by neither logic nor evidence. Apparently, Baptist’s supporters have either not actually read the book, or they find this kind of “evidence” persuasive. If you find Baptist persuasive you should probably stop reading this blog.  


Tomorrow, I’ll write about my thoughts on Smith’s initial statement.

New in Business History

The Business History conference has posted the Program for the 2016 Annual Meeting.

There are many interesting looking sessions. For instance

4.D  Reinterpreting Early Twentieth-Century U.S. Financial Markets
Location TBA
     Chair: 
 Edward Fertik, Yale University
     Discussant: 
 David Weiman, Barnard College
Leslie Hannah, London School of Economics
Reinterpreting Corporate Finance: Did the U.S. Really Lag Europe Before 1914?
Mary O’Sullivan, Université de Genève
A Failed Revolution: The U.S. Securities Markets, the Call Market, and the Federal Reserve Act
Eric Hilt, Wellesley College, and Carola Frydman, Kellogg School of Management
Investment Banks as Corporate Monitors in the Early Twentieth Century



The last issue of the 2015 volume of Business History Review is out. The editor's note describes the contents


Monday, January 11, 2016

Fleming on Slavery and the Civil War


The History News Network posted a bizarre essay on slavery and the Civil War by Thomas Fleming. I presume that it is based on his book, which, based on his essay, I have no intention of reading. He suggests that he has a new understanding of the causes of the Civil War. He notes that he is 

forced to ask – not for the first time – why Americans in general and scholars in particular do not want to look at two solutions to slavery that might have avoided the holocaust we call the Civil War and its aftermath of hate-laden racism. “

The first of these solutions that scholars do not want to look at is compensated emancipation.

Not once but twice Lincoln offered the South millions of dollars if they would agree to gradually free their slaves over the next 40 or 50 years. With smears and sneers of rage the South refused the offer. Why? –

Why? Perhaps it was because the value of slaves on the eve of the Civil War is estimated to be about 3 billion dollars, not several million. It has been estimated that even if the payments had been spread out over twenty years the payments would have tripled the federal budget. See Roger Ransom’s essay at EH.NET for a quick review. The fact that it has been estimated suggests that historians have considered this solution. Fleming seems to be suffering from “If I haven’t read it, it hasn’t been written” syndrome.

I’m not going to go into Fleming’s second solution. The essence of Fleming's argument is that there could be no peaceful emancipation because white people in the South were afraid. Real historians, such as Alan Taylor, have written about this fear, but they did not use it to make statements like

The South’s embrace of slavery was not rooted in greed or a repulsive assumption of racial superiority.


I understand that HNN has a commitment to ideological diversity, but they should also have some commitment to reasonable standards of logic and evidence. Even if one were to make a reasonable case that fear had come to dominate Southern thinking on emancipation during the Antebellum period, how could you argue that slavery was not rooted in greed (profit seeking) and racism: They originally imported African slaves as a humanitarian gesture toward people that they regarded as equals? How exactly does that argument work? 

Thursday, January 7, 2016

The Cotton Kings

Brian E. Baker and Barbara Hahn’s new book The Cotton Kings: Capitalism and Corruption in Turn of the Century New York and New Orleans shows that it is possible to put capitalism in the title and still write a good history book. I am not going to write a full review, but I will say that I like the book. I’m not sure they are considered part of the new history of capitalism; if they are, the field has taken a turn in a positive direction. Their objective is not to make any sweeping generalizations about capitalism but to examine how it actually functioned in a particular instance. Their focus is first and foremost on understanding what happened. How did people at the cotton exchanges manipulate prices and why did it matter?

In The Cotton Kings people do things. People create the rules that govern markets, they manipulate the rules of those markets, and they form networks and use courts and legislatures to pursue their goals. Sometimes they create rules that bring great benefits to a small number of people; at other times they create rules that spread the benefits more broadly.


They also did two interesting things in terms of the telling of the story. Historians generally struggle with the tension between telling a story so that historians in their field will appreciate it and telling a story so that others will appreciate it. Stories about business, especially those that involve finance, can be particularly difficult to tell. We can’t all have Selena Gomez get people to pay attention to explanations of financial instruments. Baker and Hahn use two devices to try to ease this tension. The first is that terms regarding markets are highlighted throughout the text and defined in a glossary at the end of the book. The approach provides the necessary information without long interruptions in the story. The second device is to place an essay on sources at the end of the book. The term essay on sources may be a bit misleading; it is not about the primary sources. The essay on sources is actually a historiography. It places the book in the literature for other historians. Typically, this discussion would be at the beginning, telling historians why the book is important. Baker and Hahn try to sell the story on its own merits as an interesting and important chapter in American history. I would have actually liked more discussion of the primary sources and how they were used, but that may just be my preference. I find historians stories about how they write history almost as interesting as the history itself.

Friday, January 1, 2016

Rothman on Slavery and Capitalism

Joshua Rothman has written an essay on the new history of capitalism and slavery. In it he illustrates some of the fundamental problems with the recent work in this area.

First, he perpetuates the misleading historiography that claims the new historians of capitalism have overturned the old orthodoxy that slavery was apart from capitalism, pretending that economic historians had not been making that argument for over a half century.  

Second, although he acknowledges that there have been critics, rather than addressing their claims, he writes them off as a matter of dogma rather than analysis. Evidently it is dogma to oppose inaccurate historiography. And it is dogma to expect a historian not to make up evidence. I am willing to say that I subscribe to this dogma.


Yet, as Rothman points out, this work seems to appeal to many people. It seems particularly timely as people worry about the ongoing effects of financial crises, increasing inequality and racial discrimination. This appeal is in some ways the most fundamental problem with the new history of capitalism. “Like my book because I claim that capitalism was the driving force behind the brutality of slavery.” “Like my book because it shows that slavery was the driving force behind American economic growth.” Numerous fans of Baptist’s book have observed that he showed that slave grown cotton accounted for half of economic activity in 1836. But anyone no one who actually reads pages 321 and 322 can fail to see that the numbers are made up and then aggregated in ways that make no sense. People have, however, chosen to overlook that if they like the conclusion. And this is the most fundamental problem: people evaluating someone’s work based upon how well it fits their preconceptions rather than the actual quality of the work.