Tag Archives: Reading

Economic models as analogies

This paper should be mandatory reading before anyone tries to decode an economic model. For engineers or physical scientists, the mathematical formalism of economics seems familiar but that’s about it. In particular the assumptions used seem woefully inadequate to act as a foundation for any meaningful representation of the real world. Rational consumer and firm behaviour, stylised economies with only one product (made with no capital) and the like may help make the math work out, but good luck finding homo economicus out in the field, carefully evaluating the marginal utility of just one more orange in the grocery store.

The authors of this paper however (economists themselves) are careful to point out that the function of economic models is slightly different. The confusion arises when we think of economic models as “rule-based knowledge”, that is representative pieces of knowledge that summarize the results of multiple individual cases. For example, if we watched the arc of thousands of balls fly through the air at different velocities and angles, we could state a general “rule” of Newton mechanics to explain this path. Economic models, on the other hand, are examples of “case-based knowledge” and should be treated like a piece of experimental data, a paper from the literature, an anecdote, or any other piece of information that helps the analyst think about a particular problem. In other words, theoretical models allow economists to play around with situations which may be intentionally unrealistic, but can nevertheless provide valuable insight to a real problem.

This seems like such a fundamental bit of epistemology that I find it hard to believe it’s not more widely known, among engineers, the general public, but also economists themselves. Indeed the wealth of quotes about economic models needing “beauty before truth” suggests that perhaps the economics profession itself has forgotten the difference between case-based and rule-based knowledge.

In any event, it’s an excellent paper with a nice summary of the standard critiques of economic modelling, the difference between rule and case-based knowledge and, ironically, an economic model explaining the argument. The key conclusion is that, whatever form of knowledge one uses, one should be clear about the limits of relevance and validity inherent in any given tool. The abstract:

People often wonder why economists analyze models whose assumptions are known to be false, while economists feel that they learn a great deal from such exercises. We suggest that part of the knowledge generated by academic economists is case-based rather than rule-based. That is, instead of offering general rules or theories that should be contrasted with data, economists often analyze models that are “theoretical cases”, which help understand economic problems by drawing analogies between the model and the problem. According to this view, economic models, empirical data, experimental results and other sources of knowledge are all on equal footing, that is, they all provide cases to which a given problem can be compared. We offer some complexity arguments that explain why case-based reasoning may sometimes be the method of choice; why economists prefer simple examples; and why a paradigm may be useful even if it does not produce theories.

The Evolution of Great World Cities

Book review: The Evolution of Great World Cities

The Evolution of Great World CitiesLooking at Yves Marchand and Romain Meffre’s recent photoessay on Detroit, one can’t help but wonder what happened. How did a city that was literally the engine of the American economy sputter and decay into a mass of peeling paint, broken windows, and faded twentieth-century glamour? And on the flip side, how can a city like Dubai, with its Burj Khalifa tower stretching nearly 1 km into the sky, rise out of the desert in such a short period of time?

These are some of the questions that Chris Kennedy’s new book, The Evolution of Great World Cities, seeks to answer. Kennedy is a professor of civil engineering at the University of Toronto with a soft spot for cities and economics. Launching the book in London last week, he noted that he originally wanted to investigate the wealth of cities in much the same way that Adam Smith had done for the wealth of nations. But along the way, the book changed into something subtly different and the result is a fascinating mix of macroeconomics, infrastructure engineering, history, and ecology.

Philadelphia's City Hall

The book has three main themes. First, it provides a useful definition for the wealth of cities, namely as the cumulative assets of its citizens. This omits the value of public buildings and infrastructure, a distinction that seems counter-intuitive at first. How can a city’s most prominent buildings, such as Philadelphia’s $6 billion dollar town hall not be included in such a total? However as Kennedy describes, the value of these facilities is reflected in the locational value of people’s homes; a home with access to first-rate transport, water, and energy supplies will have a higher value than a cabin in the woods with no such services and amenities. Using the example of 16th century Seville, the importance of citizen ownership is also demonstrated. Tonnes of Incan gold may have flowed through Seville’s gates, but most of it was destined for the hands of foreign owners, namely the bankers in Antwerp and Genoa that financed many of the trans-Atlantic expeditions.

The second theme is the connection between economic growth and the physical structure of cities. Take the automobile as an example. Its introduction in the early twentieth century led to a new mode of urban development, suburban sprawl, which although it has many disadvantages certainly leads to increased consumption. Cars need to manufactured, sold, and serviced; larger suburban homes need to be constructed with more materials and filled with consumer goods. The key issue here is not the infrastructure itself, but the modes of consumption that it necessitates. For example, one might expect that the 1990s IT revolution would have led to a demand side crisis. Just like Smith’s pin-makers, those displaced by the productivity gains of IT – bank tellers, backroom operations, and so on – would be unemployed and unable to consume. However IT also created new opportunities in PC manufacturing, software design, and innovative business models like EBay and Amazon. This new online way of life drove a new cycle of demand, rejuvenating the economy.

To me, this is the book’s most important contribution. This idea of the autonomous consumption of infrastructure, that is the societally mandatory level of minimum consumption created by these systems, is hugely important for understanding not just the economic growth that Kennedy is concerned about, but more broadly the sustainability of cities. North American urban sprawl is a perfect example. While it engenders high levels of consumption, maintaining that lifestyle depends on a throughput of resources, most importantly abundant and affordable transport fuel. Should these fuels become significantly more expensive, these cities would grind to a halt. The same level of infrastructure-mandated autonomous consumption would still be there, but it would now consume a much larger portion of a household’s income, leading to reduced savings, reduced investment in new opportunities, and eventual stagnation. In the language of sustainable development, the autonomous consumption of infrastructure represents a liability that must be serviced on an on-going basis.

The third theme is an analysis of urban economic processes as ecological systems. The relevant chapter offers several noteworthy ideas but it felt incomplete compared to the rest of the tightly-argued book. Nevertheless, an excellent description of Detroit’s decline is provided and the statistics cannot fail to astound: a population decline of 50% between 1930 and today, over 60 square miles of vacant abandoned land (44% of the city’s area), local tree species poking through factory floors that once produced millions of automobiles. Kennedy argues that, in much the same way that an ecosystem needs diversity to survive a changing environment, Detroit was too focused on cars in order to survive, both in terms of the limited diversity of its economy and the inflexibility of its infrastructure. One of the great what-ifs posed by the book is what Detroit might look like now had a 1923 proposal for a subway and integrated transit system been implemented.

Illustrated with case studies on cities as diverse as Toronto and Montreal, Philadelphia and New York, Seville, Paris, Dubai, and London, The Evolution of Great World Cities is a unique work of economic geography. Engineers often complain that economic models are too abstract to offer a meaningful understanding of the real world. Kennedy has therefore done both professions a great service by presenting a strong argument that it is the links between our built environment and economies that matter most.

Chris Kennedy has also written a blog post about the book over at the World Bank’s Sustainable Cities site.

Limits to growth and rates of innovation

I’m reading a fantastic book right now called From Malthus to the Club of Rome and Back, a collection of essays on demography and resource consumption by Paul Neurath. There have been lots of quotable lines, but this one in particular caught my eye:

I have no quarrel with those who expect that some day we shall be able to irrigate the Sahara desert and farm the Amazon basin or the Congo basin (except to ask what effect cutting down the rain forests may have on man’s ability to survive on this earth), or that we shall be able some day to dig minerals out of the earth through shafts three and four times as deep as the deepest today. But I do have some quarrel, or at least some serious questions, with those who take it for granted that we shall be able to accomplish all of this within the short time left, some 100 to 120 or maybe 130 or so years, while mankind grows at current rates from its present size of 4 billion to some 30 to 50 billion – that is, unless we heed the warning of the model makers and others, that mankind simply cannot keep up for long its current 2 percent per year rate of growth, and its current ever-growing rate of consumption of irreplaceable materials. My quarrel is with those who take all of this for granted on no better basis than their own optimism and the fact that so far mankind has indeed managed – neglecting to heed the fact that through most of its history mankind managed with very small growth rates, that even as recently as 300 years ago, the growth rate amounted to only some 3 to 5 per 1,000 per year, compared with our current 20 per 1,000, and in fact in wide regions of Africa, 30 and 35 and more per 1,000 per year. (p. 81, 1975)

The numbers have of course shifted since this was originally written over 35 years ago (current global population growth is approximately 1.16% per year). But the main point is that the pace of change is the key factor, not whether hard limits to growth exist but whether we can adapt and innovate in time.

The Unbearable Lightness of Being in Aberystwyth

The Unbearable Lightness of Being in Aberystwyth

This has to be one of the silliest titles for a book I’ve ever heard. There’s more too – the prequels are Last Tango in Aberystwyth and Aberystwyth Mon Amour. I couldn’t resist though. I’ve got a soft spot for the place after doing my MSc research there a couple years ago.

It’s billed as “Welsh noir” and the story involves a chamber pot, a monkey that uses sign language and a messianic donkey. Bit of a car-crash of a plot to be honest but it does have its amusing bits. The Unbearable Lightness of Being in Aberystwyth is certainly not a bad book but it’s bit too eclectic to be anything more.

The State of Africa

I finished the first draft of my thesis a couple weeks ago and desperately needed a break from all the staring at pages etc. So naturally I went and got more books! Summer reading though – something light and not too serious. Well sort of.

My first purchase was The State of Africa by Martin Meredith.

The State of Africa

It’s a history of Africa since colonial independence (mid 1950′s) and makes for a fascinating, but depressing, read. For example, Ghana began independence as one of the most prosperous tropical countries in the world. Now it is one of the most indebted countries in the world (at least in the world cup).

Overall, the message is that, while there have been natural disasters, poor development advice from the West, and other problems, it has mainly been poor leadership that has made things so bad. In one telling passage Meredith notes that:

“By the end of the 1980s, not a single African head of state in three decades had allowed himself to be voted out of office. Of some 150 heads of state who had trodden the African stage, only six had voluntarily relinquished power.” (often after 20 some odd years running the show).

It may not seem like typical summer reading but it is a great book and highly recommended if you’re wondering just how intractable some of Africa’s problems are.