Do the Math!: On Growth, Greed, and Strategic Thinking
How do pyramid scams work? Are reality television shows fair?
Why are sports so uncompetitive? Who really broke the bank in 2009?
Our world has become more complicated, and the notion of growth at any cost has led to constant economic uncertainty, a permanently stressed-out workforce, and everyday stories of government and corporate abuse. Author John K. White argues that a better knowledge of basic systems is needed to understand the world we live in, from pyramid scams to government bailouts, from sports leagues to stock markets, from the everyday to the seemingly complex.
Do the Math! is a fresh look at the numbers of daily living, providing a thought-provoking guide to better understanding the world around us and enlightening consumers about misleading practice. Numerous creative examples and ...
- Front Matter
- Back Matter
- Subject Index
- Chapter 1: The Doubling Game: From Thomas Malthus to Bernie Madoff
- Chapter 2: She Told Two Friends, and They Told Two Friends, and They Told Two Friends …
- Chapter 3: The Mathematics of Change: A New World Model
- Chapter 4: Fairness and Uncertainty: Who Watches the Watchers?
- Chapter 5: Statistics Made Simple: The Science of Weighting
- Chapter 6: A Case for Correlation: Sampling and Inference, from Shakespeare to Death Row to Sports Competitiveness
- Chapter 7: Counting and Computers: From Boole to Google and Back
- Chapter 8: Who to Believe? Numbers and the Art of Deception
- Chapter 9: Two Kinds of People: Those Who Divide and Those Who Don't
- Chapter 10: How to Get Along: Be Nice, Clear Your Ice
- Chapter 11: Cooperation: The Art and Science of Agreement
- Chapter 12: The Roots of Economic Disaster: Making Money from Money
[Page ii]For Belén
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Library of Congress Cataloging-in-Publication Data
White, John K.
Do the math! : on growth, greed, and strategic thinking / John K. White.
Includes bibliographical references.
ISBN 978-1-4129-9959-5 (pbk.)
1. Economics—Moral and ethical aspects. 2. Statistics. 3. Cooperation. I. Title.
This book is printed on acid-free paper.
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In Do the Math![Page v]
- How do pyramid scams work?
- When did the real downturn in the economy occur?
- Do inflation measures work in fast-changing times?
- Are reality television shows fair?
- Can one win game shows using simple probabilities?
- Which state was really responsible for George W. Bush's 2000 win?
- Why do disagreements persist in Northern Ireland?
- How can you avoid paying interest?
- Is the economy expanding or contracting at any given moment?
- Can we calculate the cause of reduced crime?
- Why are North American sports leagues better than those in Europe?
- How do stock pickers win at the market?
- Why is the average person not the most likely person?
- Do birth dates indicate success in life?
- Where did the concept of lucky numbers originate?
- How does Arnold Schwarzenegger send secret messages?
- Is debt destroying the world?
- Who is profiting from your debt?
- Can No. 1 chart toppers explain increasing world poverty?
- How much do advertisers add to the cost of goods?
- Why are sports so uncompetitive?
- Who really broke the bank in 2009?
I am indebted to many people who helped and advised me during the writing of Do The Math!, especially to those who provided essential background, read parts or all of the manuscript, and prepared the manuscript for publication. Writing Do The Math! has been an immensely rewarding journey, one where I have looked under many mathematical stones to see the teaming world of numbers at our fingers. Happily, I was ably helped throughout.
In particular, I would like to thank Doug Alderman for his creative comments and for keeping me on my toes, Vicki Knight for her constant guidance and careful shepherding from draft to book, Tom and Pat Lawson for inspiring me to think creatively about issues, Tom McCormack for our many discussions about the intersection of physics and economics, Owen Priestly for reminding me that economics is about common sense, and David Thomas who helped make the theoretical real.
I would especially like to thank the academic reviewers for the thoroughness of their remarks and many excellent comments, in particular, John Bohte of University of Wisconsin Milwaukee, James I. Bowie of Northern Arizona University, Steve B. Lem of Kutztown University, Stephen N. Kitzis of Fort Hays State University, Liza L. Kuecker of Western New Mexico University, Terry F. Pettijohn II of Coastal Carolina University, Nancy Sonleitner of University of Tennessee at Martin, and Guillermo Wated of Barry University. The final result is all the more rigorous for their attention. I would also like to thank Danny Heffernan, Kirk Junker, Belén Roza, and Gerry O'Sullivan for their invaluable comments, as well as Maurice Coyle, David Lockey, Rosa Monleon, Emma Sherry, Laurie Snell, Avelino Valle, and Peter Whitney for their kind assistance along the way.
I am also indebted to my many colleagues at the School of Physics, University College Dublin, for their help and support. Many kernels of ideas began at UCD and were first sounded there. In particular, I would like to thank Ann Breslin, Peter Duffy, Padraig Dunne, David Fegan, Andrew Fitzpatrick, Bairbre Fox, Alison Hackett, Lorraine Hanlon, Colm Harte, Brian McBreen, Tom McCormack, Alex Montwell, Fergal O'Reilly, [Page xii]and Gerry O'Sullivan. I would also like to thank everyone at Sage, in particular Vicki Knight. Thanks to Vicki I was able to enjoy the whole process as we shared many ideas about writing and learning. I would also like to thank Kalie Koscielak and Brittany Bauhaus for their generous help and careful attention, and Megan Granger for her expert editing. I am indebted to Megan for her thorough attention to detail as well as her many helpful suggestions. I would also like to thank Gail Buschman, Nicole Elliott, Lauren Habib, Adele Hutchinson, Kelley McAllister, and Dory Schrader for their help.
This book would not be possible without Belén Roza, who kick started the process and offered many thoughts and inspirations along the way. She is my partner and my constant guide. Thank you for sharing your beautiful spirit. Daisy White has been a constant source of inspiration to me, from her indomitable joie de vivre to her always positive approach to life, and I would like to thank her for her unwavering support.
It has been a joy to be involved in the writing of Do The Math!, and I thank everyone involved for their encouragement and invaluable contributions. I hope I have advanced the discussion about how to live in a fairer world, and I thank you all for helping.
About the Author
When I was growing up in the ’60s and ’70s, my parents often reminded me and my siblings of leaner times after World War II, when supplies were scarce and food was rationed. Although we wanted for little, our lifestyle was nonetheless economical, as we were taught to measure our wants and not to expect too much. We could always ask for more, even for an occasional luxury item such as a new bike or the latest toy, but we were taught that the primary goal of acquiring and using was need and not want; in so doing, we learned the value of our material world.
The ongoing economic troubles in the world's financial centers, however, suggest that something is not quite right, from the questionable ethics of trusted institutions to a poor understanding of numbers and systems—although the mathematics of collateralized debt obligations, credit default swaps, and derivatives would baffle many a PhD mathematician. Complicated financial instruments and creative accounting have now become the norm, contrary to the well-taught ethics of the past, such as hard work, fairness, and public good, as most of us understand them. In the process, our world, which we call egalitarian, meritocratic, and religious, has been usurped by those in the financial know—aided by government inadequacy—creating a culture defined more and more by money and less and less by the common good.
One wonders if the age in which we live—one of scientific mastery over resources that produces newer technological gadgets by the day—has created such a world, where our wants are manufactured as needs. We do seem to be in a hurry to have it all as we marvel at the lifestyles of the materially well-endowed. Growth is the buzzword, apparently at any cost, and greed is its motive. But to what end? Constant economic uncertainty? A permanently stressed-out workforce? Everyday stories of government and corporate corruption and abuse? What's more, are we falling behind in the race to get ahead as we deplete the earth's finite and dwindling resources?
Limping from one crisis to another upsets and destroys the fabric of our lives and that of our communities, as witnessed by dramatic increases in unemployment and mortgage defaults during the now-regular economic [Page xv]downturns. There are better ways to proceed, but we need stronger knowledge of basic systems to understand our world and to analyze the more complicated problems of our times.
One place to start is with counting and mathematics, perhaps our oldest mental constructs, on which numerous systems have been created—from ancient calendars, weights and measures, and games of chance to today's world of finance, banking, and statistics. Our modern way of living, from household bills to the details of modern economics, would be scarcely possible without the age-old language of counting. And yet many of us recoil from even the simplest math, seemingly afraid to grasp the basics, believing the sums too hard or better left to others—no matter that it is impossible to communicate in today's world without a proper mathematical grounding.
Perhaps the first battle is to overcome our fear and cast away the notion that some can and some can't. Mathematics is easier than we think. As with any skill, one must practice. We train our bodies and souls in regular sessions, so why not train our minds to acquire better understanding? Problem solving need not be left to uninformed trial and error, where old-world ideas and new-age logic trump informed thought.
Without an understanding of mathematics, we simply can't make the right decisions. Fuzzy thinking keeps us in the dark about consumer costs, enslaves us to lending institutions, leads to poor choices, and confuses wisdom with jargon. But, more important, by shying away from the numbers, we can't make important decisions about essential issues such as government bailouts, oil supplies, or global warming. Our inability to analyze numerical information keeps us from understanding issues that are incumbent on our being and have exceedingly important ethical implications for our future.
To be sure, lustful gurus abound, telling us how to interpret our fast-changing technological landscape, and many of us are unsure to whom we should listen or which data to trust. Life is full of “asymmetrical information,” we are told, where those in the know pass on insider info via hidden networks, leading many to believe that real knowledge is unattainable. But that belief is false. Any person on the street can communicate about today's number-filled world without an advanced degree in business or statistics. All it takes is the right data, the right tools, and some straightforward techniques to analyze the numbers.
Do the Math! is not a mathematics refresher, nor does it shy away from the numbers. Instead, many creative examples are given to explain our number-filled world, such as pyramid scams and economic growth (Chapter 2); the stock market and auto racing (Chapter 3); cost-benefit [Page xvi]analysis and reality television shows (Chapter 4); the Electoral College and inflation (Chapter 5); Shakespeare's plays, the death penalty, and sports competitiveness (Chapter 6); Monopoly, blackjack, and roulette (Chapter 7); astrology, codes, and lottery odds (Chapter 8); looking under the hood of modern financial practices (Chapter 9); consumer rip-offs (Chapter 10); and cooperative thinking (Chapter 11). Along the way, we look to mathematics to explain geometric series, small-world phenomena, power laws, continuous variables, derivatives, error, statistical methods, correlation, computing, probability, game theory, and more. Just as Lynne Truss stresses the importance of grammar for better literacy in her book Eats, Shoots & Leaves, numbers and analytical methods are stressed here for better numeracy. Indeed, being innumerate is no more acceptable than being illiterate.
Aesop's well-known fable “The Tortoise and the Hare” can be used to explain sophisticated theories such as inflation and derivatives. Other fables show how exponential growth left unchecked leads to disastrous results, and help us better understand the pyramid scams of Enron, Bernie Madoff, and Allen Stanford, or how Bear Stearns, Lehman Brothers, and Ameriquest played their parts in a near global economic meltdown.
Other stories help us question past methods, such as the tale of the woman who cut off the sides of the family roast before putting it in the oven as her mother had done, not knowing that her mother did so only because her roasting pan was too small. Or the story of the woman who put all her money—a farthing—in the collection plate, thus giving less and yet more than all the others.
Here, a simple calculation shows how one-size-fits-all justice contradicts the notion of a shared society—which we have been taught to believe exists—where the relative difference can be more than the absolute difference and a flat rate is not the same for everyone. Indeed, a $500 fine is nothing to a millionaire, and were a fine charged in like proportion to someone earning $25,000 a year, it would be only $12.50—hardly a credible deterrent. For a fine to have the same weight to the millionaire as the $500 fine does to the person earning $25,000 (2%), it would need to be $20,000—an amount perhaps not as easily scoffed at by today's typically undeterred rich. Similarly, are thousand-dollar fines for cutting corners any better? For example, is such a fine sufficient for an oil spill, where cleanup costs can amount to tens of billions of dollars, or for a bank disaster that requires public money to ensure private liquidity, where costs are socialized but benefits are privatized? What about uneven tax codes, accounting loopholes, or preferential trading practices, which subsequently disadvantage others? Mathematics can quantify the disparities.
[Page xvii]Obviously, we don't have everything right if half the world lives on so little (Europe, the United States, China, and Japan account for 60% of the world's estimated $73 trillion GDP1), a small percentage controls most of the world's wealth (in the United States, one estimate states that 1% owns one third of the country's wealth, whereas in the United Kingdom 1% owns more than two thirds), and the debt load of the world's poorest countries is so great they can never repay it. Nor can it be right that the divide is getting worse (relative GDP of the bottom countries has decreased sixteenfold), that average consumer debt is greater than average income (in 2011, American personal debt was more than $16 trillion, or $50,000 per person), or that failed financial institutions have destroyed people's savings and cost jobs by the millions. Perhaps the so-called trickle-down wealth system said to benefit everyone actually polarizes society. But for whom does the world exist—for you and me, or for the financial elite?
Numbers always have a moral side, hidden behind a society that increasingly rips people off. What is a 50% sale when the markup is 100%? Why do we pay twice as much for goods before Christmas as after Christmas? Airlines tack on so many extras that the final price bears no resemblance to the advertised price (one such $0 out and $0 return was more than $100). Our culture has become one of hard-to-read numbers, hidden logic, and dubious claims, where in the absence of proper regulation, one must doubt every claim and question every transaction, vigilantly acting as one's own regulator. In such an unfair world, it seems that more than a cursory understanding of numbers is needed to identify the traps, the red queens, the wicked witches, and even our own gluttony.
By looking at the numbers, we expose the myths, the half-truths, and the out-and-out lies routinely trotted out by suspect sources wielding made-up facts and figures. Banks affect our well-being. How does a bank calculate compound interest? How much are you actually spending on those “no money down, no interest” loans? Can we understand a banking system that loaned 100 times its capital to speculate on mortgages, which dramatically impacted the lives of millions when it failed and resulted in a trillion-dollar banking bailout?
How about the lottery, seemingly simple by comparison? Should we teach a work ethic to our children, yet devalue that same ethic by encouraging get-rich-quick, instant-freedom, one-in-a-million chances at amounts in excess of $100 million? No matter how altruistic the cause, lotteries are regressive taxes that disadvantage the less well-off, who use them most. Or what about a now-ubiquitous gambling culture spawned by our fascination with numbers and chance that exists solely to profit [Page xviii]from other people's ignorance and failure? Should those of us in the know permit such practices, or do we keep a competitive advantage by allowing the less-informed to be so abused?
Behind a number, a calculation, a story lie useful methods, and not only mathematicians and economists should understand them. Should our economies rumble on, stumbling from one spike to the next, hellbent on producing unsustainable growth? What is inflation and how is it measured? To whom do we owe such large national debts, given that economics is a closed system? We must become better informed, working with known facts and proven methods, so it becomes easier to challenge bad practice.
Socrates said, “The unexamined life is not worth living”—wise words that I hope still apply in our fast-changing world of globalization and the Internet. Or are we stuck with an out-dated, superstitious, fad-ridden society that continually falls victim to the latest swindle and unsubstantiated claim? Can we expose garbled facts, wonky myths, and screwed-up tales that serve only to separate our money from our wallets? One hopes so, and that we can tackle the harder questions and put into practice better thinking and better strategies.
In Do the Math!, we learn about such strategies, some as stern and autocratic as the tides, some that apply in certain conditions, and others as downright whimsical as the weather. Of course, many competing ideas and conflicting methods suggest the best road forward, but how we should progress to achieve the best ends and to whom the world belongs are questions we must ask and for which we must have the right information and tools to proceed. Using less by reevaluating our wants is one solution. Better cooperation using organized strategies is another and is essential in any working system, whether to reduce, reuse, and repair, or to expand continually at increasing peril. Indeed, the goal of committed citizens and their political institutions must be to apply strategies that work to create a better living for all as set out in the great parchments of our times.
Our world has improved enormously since the uncertain and impecunious postwar times of my parents, but does it serve the needs of everyone or even a majority of its citizens? If we say we live in a fair, democratic, and enlightened world, where everyone has equal opportunity, then we must learn the systems and count the costs. We must work the numbers, lest we be sold a bill of goods.
Do the Math! puts together various thoughts about numbers and noise, statistics and probability, and money and economics that are making the rounds as we begin to understand the limitations of our world and its many varied systems. The presentation is purposefully eclectic, allowing [Page xix]the mind to synthesize ideas from different areas. As such, I have borrowed liberally from the anecdotal and the academic, from literature and the newspaper, and from the stock market and the casino—all in the hopes of improving numeracy.
What qualifies me for this task? Well, I am good with numbers and have spent a career as a computational physicist, analyzing many diverse systems, from nuclear reactors to rocket propulsion, using anything from a Commodore 64 (with its fantastically slow input cassette drive) to the latest multicore parallel computing architectures. I have also delved into the world of sports scores, gaming, and financial trading, creating numerical models and statistical analyses, all to see how the numbers work.
Perhaps more important, I have worked in different areas, including academia, industry, and business, where I have seen firsthand how numbers are used and abused. I am also a generalist, constantly looking for the common in the seemingly disparate, what overlaps and can be agreed on—and not just the mathematics of our daily world, but how the numbers jibe with what we are told.
I also want to stand and be counted, literally, as someone who is trying to assess the increasing discrepancy between fact and fiction at play in today's seemingly more complicated world. The intention is to look more closely at the perceived wisdom and to see the real mechanisms at work. I hope you enjoy the journey.Note
1 Gross national product and gross domestic product: Gross national product (GNP) is the value of all goods and services produced annually by citizens of a country regardless of where they live. Gross domestic product (GDP) is the value of all goods and services produced annually within a country regardless of whether by citizens or foreign nationals. GNP numbers throughout are from the Central Intelligence Agency's World Factbook (2011). Barber (2007) cited a report that such measures overestimate the health of an economy, whereas the GPI (genuine progress indicator) measures the quality as well as quantity of an economy (p. 148).[Page xx]
Bibliography[Page 341][Page 354]2010). Dubai: Gilded cage. New Haven: Yale University Press.(American Gaming Association. (2011). How many pathological gamblers are there? Retrieved from http://www.americangaming.org/industry-resources/faq/how-many-pathological-gamblers-are-there2008, October 23). Greenspan concedes error on regulation. The New York Times.(2009, January 26). ‘No country, no matter how powerful … can control the forces of globalisation on its own.’ The Times.(2010). The long twentieth century: Money, power, and the origins of our times. London: Verso.(Association of National Advertisers. (2011). Marketers’ constitution. Retrieved from http://www.ana.net/constitution/show2008). Payback: Debt and the shadow side of wealth. Toronto: O. W. Toad.(2006, May 5). Idol rich: Rude Cowell wins $36m. The Times.(1984). The evolution of cooperation. London: Penguin Books.(2010, December 4). After 30 years, a rebirth is complete. The New York Times.(2008, January 17). Ten common tax audit flags: What does the IRS look for before auditing an individual? Retrieved from http://personalbudgeting.suite101.com/article.cfm/ten_common_tax_audit_flags(2006, June 27). Giving generously, the American way. The Times.(2005). Critical mass: How one thing leads to another. London: Arrow Books.(2007). Consumed: How markets corrupt children, infantilize adults, and swallow citizens whole. New York: W. W. Norton.(2010, January 11). Britain should be a workshop, not a casino. The Times.(2010). False economy: A surprising economic history of the world. London: Penguin Books.(2010, November 12). Will the world end in 2012? Dublin: Trinity College Dublin.(2010, January 27). Gap between rich and poor at its widest since the war. The Times.(2005, January 6). A £180bn credit card industry accused over hidden costs. The Independent.([Page 342]2009, January 12). The affinity Ponzi scheme: It's incredible that Madoff could have sucked so many rich and very sophisticated people into his Ponzi scheme. Newsweek.(2006, June 20). When I stuff BA, I'll quit: No frills, no chilled champagne, but Michael O'Leary lives the life of Ryan. The Times.(2009, August 1). Sex-addict senators, kidney-running rabbis, corrupt mayors. How did the U.S.A. become … the sleaziest country in the world? The National Post.(1957). Cosmic view: The universe in 40 jumps. New York: John Day.(2009, June 20). Cricket billionaire faces 250-year sentence after pyramid scheme arrest. The Times., , & (2000). The Americans: The democratic experience. London: Phoenix Press.(2010, March 12). Former foe of regulation emerges as one of its champions. International Herald Tribune.(2010, September 10). U.S. union challenges Chinese subsidies. International Herald Tribune.(2000, November 10). The anti-brand leader. The Times.(2009, April 17). Sarky Sarko: French leader sneers at “weak” Obama. The Times.(1992). The billboard book of number one hits ((3rd ed.). New York: Billboard.2006, December 6). Richest tenth own 85% of world's assets. The Times.(2005, November 28). Gordon Brown's speech to the CBI. The Financial Times.(2009, March 4). Gordon Brown's speech to US Congress. The Guardian.(2004). Health in Ireland: An unequal state (Youth edition). Dublin: Public Health Alliance Ireland. Retrieved from http://www.phaii.org/uploads/publications/Health%20in%20Ireland%20-%20An%20unequal%20State_Youth%20Version.pdf, , , & (2006, May 5). Bill Gates: I don't want to be the world's richest man. The Guardian.(2008). Business research methods and statistics using SPSS. Los Angeles: Sage., & (Cable News Network. (2009a). President: California. Election Center 2008. Retrieved from http://edition.cnn.com/ELECTION/2008/results/county/#val=CAP00p3Cable News Network. (2009b). President: New York. Election Center 2008. Retrieved from http://edition.cnn.com/ELECTION/2008/results/county/#NYP00map2008, March 19). Geologist finds a meteorite crater in Google Earth. Universe Today. Retrieved from http://www.universetoday.com/13263/geologist-finds-a-meteorite-crater-in-google-earth/(1985, December 5). A double-blind test of astrology. Nature, 318, 419–425. http://dx.doi.org/10.1038/318419a0(Carson C. (Ed.). (2006). The autobiography of Martin Luther King, Jr. London: Abacus.[Page 343]1977). President's proposed energy policy. Vital Speeches of the Day, 43(14), 418–420.(2006, July 16). Ireland's wealth just isn't working. The Sunday Times.(2009, April 22). Zeitgeist: Socionomics and the science of surprise. Dublin: University College Dublin.(Center for Responsive Politics. (2011). Net worth, 2009. http://OpenSecrets.org. Retrieved from http://www.opensecrets.org/pfds/overview.php?type=W&year=2009Central Intelligence Agency. (2011). The world factbook. Retrieved from https://www.cia.gov/library/publications/the-world-factbook/2008, January 25). Gates uses forum to call on businesses to find radical ways of reducing world poverty. The Times.(2011, January 21). In a budget bind, U.S. states consider cutting film subsidies. The International Herald Tribune.(1969, April 27). The smile of reason [Television series episode]. In (Director), Civilisation (Ep. 10). London: BBC2.(Presenter/Writer). (2007, June 26). Insider's report: Robert Coen presentation on advertising expenditures June 2007. Retrieved from http://graphics8.nytimes.com/packages/pdf/business/20070627_ADCO.pdf(2009, December). Endless summers. Vanity Fair.(2002). Planetary science: The science of planets around stars. Bristol: Institute of Physics Publishing. http://dx.doi.org/10.1887/075030815X, & (CoreLogic. (2011, September 13). Retrieved from http://www.corelogic.com/about-us/researchtrends/asset_upload_file591_13850.pdf2009, February 3). CBS evening news with Katie Couric [Television broadcast]. New York: CBS.(Presenter). (2009, March 1). Tax protesters rattle U2's gig with hypocrisy jibes. The Sunday Times.(2010, July 18). All the tax U2 can leave behind: Cap on artists’ tax-free income has sent €30m abroad. The Sunday Times.(2009, September 15). Dr Greenspan's defence: ‘It really wasn't my fault.’ The Spectator.(2011, April 27). The declining worth of a good name. International Herald Tribune.(2008, February). The world distribution of household wealth (Discussion Paper No. 2008/03). Helsinki: United Nations University, World Institute for Development Economics Research., , , & (Death Penalty Information Center. (2011, October). Number of executions by state and region since 1976. Retrieved from http://www.deathpenaltyinfo.org/number-executions-state-and-region-1976Debates and proceedings. (1995, March 14). The Legislative Assembly of Manitoba, sixth session of the Thirty-Fifth Legislature. Retrieved from http://www.gov.mb.ca/legislature/hansard/6th-35th/vol18/h018_3.htmlDeloitte. (2011). The next decade in global wealth among millionaire households. Retrieved from http://www.deloitte.com/us/globalwealth[Page 344]2010, September). Income, poverty, and health insurance coverage in the United States: 2009. Washington, DC: U.S. Census Bureau. Retrieved from http://www.census.gov/prod/2010pubs/p60-238.pdf, , & (2000, December 23–30). The ghost of Christmas past: Health effects of poverty in London in 1896 and 1991. British Medical Journal, 321, 1547–1551. http://dx.doi.org/10.1136/bmj.321.7276.1547, , , , & (1968, July 15). Taking the Chitling Test. Newsweek.(2009, June 12). Ferguson in fight to halt exodus after cashing in on Ronaldo. The Times.(Election 2004 (California). (2004a). USA Today. Retrieved from http://www.usatoday.com/news/politicselections/vote2004/PresidentialByCounty.aspx?oi=P&rti=G&sp=CA&tf=lElection 2004 (New York). (2004b). USA Today. Retrieved from http://www.usatoday.com/news/politicselections/vote2004/PresidentialByCounty.aspx?oi=P&rti=G&sp=NY&tf=l2009a, March 22). Madison Avenue's chief seer. The New York Times.(2009b, April 21). Among advertisers, aging U.S. baby boomers looking better than ever. International Herald Tribune.(2011, September 16). What percent of the US population do lawyers comprise? WiseGEEK. Retrieved from http://www.wisegeek.com/what-percent-of-the-us-population-do-lawyers-comprise.htm(1996). Growing artificial societies: Social science from the bottom up. Washington, DC: Brookings Institution Press; Cambridge: MIT Press., & (2010, October 3). Larry Summers and the subversion of economics. The Chronicle of Higher Education.(2007). Empire. London: Penguin Books.(2008). The ascent of money: A financial history of the world. London: Penguin Press. (Excerpted in The Times, October 31)(1999, June 24). Tone's lessons for today's Orange Order. An Phoblacht Republican News.(2006). The great war for civilisation: The conquest of the Middle East. London: Harper Perennial.(2005, April 10). The most important forecast of the century: Will our climate change? Presented at the Irish Science Teachers’ Annual Conference, Carlow, Ireland.(2011a, February 14). Emerging nations’ rampant growth to widen the growing energy gap: Oil production to plateau ‘by end of decade.’ The Times.(2011b, February 23). Geithner applauds tough stand on deficit. The Times.(2010, August 6). Has Google finally sold its soul to big business? Evening Herald.(Ford Pinto. (2006, October 24). The Engineer. Retrieved from http://www.engineering.com/Library/ArticlesPage/tabid/85/articleType/ArticleView/articleId/166/categoryId/7/Ford-Pinto.aspx[Page 345]2010, August 8). BP audit: Errors on disaster rig. The Sunday Times.(Fortune 500: Our annual ranking of America's largest corporations. (2010). CNN Money. Retrieved from http://money.cnn.com/magazines/fortune/fortune500/2010/full_list/2010). The winner-take-all society: Why the few at the top get so much more than the rest of us. New York: Virgin Books., & (2010a, April 5). Soros backs Oxford to refresh economics. The Times.(2010b, June 4). BP is the target of jokes and curses as Obama fights back. The Times.(2011, July 18). The Wall Street reform act that's big, but not too big to fail. The Times.(Free Exchange. (2007, August 21). Krugman on inequality and democracy. The Economist. Retrieved from http://www.economist.com/blogs/freeexchange/2007/08/krugman_on_inequality_and_demo1999, March 28). A manifesto for the fast world. The New York Times Magazine.(1977a). The manner and morals of high capitalism [Television series episode]. In (Director), The age of uncertainty (Ep. 2). London: BBC.(Presenter/Writer). (1977b). The prophets and the promise of classical capitalism [Television series episode]. In (Director), The age of uncertainty (Ep. 1). London: BBC.(Presenter/Writer). (1977c). The rise and fall of money [Television series episode]. In (Director), The age of uncertainty (Ep. 6). London: BBC.(Presenter/Writer). (1991). A history of economics: The past as the present. London: Penguin Books.(1992). The great crash 1929: The classic study of that disaster. London: Penguin Books.(1999). The affluent society ((40th ed.). London: Penguin Books. (Original work published 1958)Gambling boom boosts British. (2009, April 26). The Sunday Times.1970, October). Mathematical games: The fantastic combinations of John Conway's new solitaire game “life.” Scientific American, 223, 120–123. http://dx.doi.org/10.1038/scientificamerican1070-120(2004). Enron: The smartest guys in the room [Documentary]. United States: Magnolia Pictures.(Director), , & (Producers). (2002). Reckoning with risk: Learning to live with uncertainty. London: Penguin Books.(2006, January 21). In Iraq, life expectancy is 67. Minutes from Glasgow city centre, it's 54. The Guardian.(2002, April 5). Asteroid 1950 DA's encounter with earth in 2880: Physical limits of collision probability prediction. Science, 296, 132–136. http://dx.doi.org/10.1126/science.1068191, , , , , (2008). Outliers: The story of success. New York: Little, Brown.(G.19 consumer credit. (2011, October 7). Federal Reserve Statistical Release. Retrieved from http://www.federalreserve.gov/releases/g19/Current/[Page 346]2010, July 24). Alarms ‘were silenced’ before BP oil well blast. The Times.(2009). Bad science. London: Fourth Estate.(1986). Review: Anarchy, egoism, and third images: The Evolution of Cooperation and international relations. International Organization, 40(1), 167–186. http://dx.doi.org/10.1017/S0020818300004513(2010, February 26). Bank loses £3.6bn—but still finds £1.3bn to pay its staff bonuses. The Times.(2010, October 20). The Erdös number project. Retrieved from http://www.oakland.edu/enp(2003). A history of probability and statistics and their applications before 1750. Hoboken: John Wiley.(1968, December 13). The tragedy of the commons: The population problem has no technical solution; it requires a fundamental extension in morality. Science, 162, 1243–1248. http://dx.doi.org/10.1126/science.162.3859.1243(2008). Combinatorics and graph theory. New York: Springer. http://dx.doi.org/10.1007/978-0-387-79711-3, , & (2010, March 28). Yankees on top in global pay review, Premier League in the shade. Sporting Intelligence. Retrieved from http://www.sportingintelligence.com/2010/03/28/yankees-on-top-in-global-pay-review-premier-league-in-the-shade-280301/(2007). Northern tigers: Building ethical Canadian corporate champions. Toronto: Key Porter Books.(2009). Filthy lucre: Economics for people who hate capitalism. Toronto: HarperCollins.(2006, July 19). Road deaths hit 400 in weekend of carnage. The Irish Examiner.(2002, Spring). State lotteries: Advocating a social ill for the social good. The Independent Review, 6, 597–606.(2006a, June 7). The economics of child development. Dublin: University College Dublin.(2006b, June 9). The technology and neuroscience of skill formation. Dublin: University College Dublin.(1998). Economics explained: Everything you need to know about how the economy works and where it's going. New York: Simon & Schuster., & (2005, January 12). ‘The power of money is to give it away’: Infosys’ yogi has a mantra for our times. The Independent on Sunday.(2005). Guernica: The biography of a twentieth-century icon. London: Bloomsbury., van (2003). Mayday [Television series episode]. In A. Barro & G. Salzman (Producers), Unlocking disaster (Series 1, Ep. 1). Toronto: Discovery Channel.(Director). (2005, February 6). Children of rich parents are better at reading. The Observer.(Historical CPI-U data from 1913 to the present. (2011). http://InflationData.com. Retrieved from http://inflationdata.com/inflation/Consumer_Price_Index/HistoricalCPI.aspx[Page 347]Historical crude oil prices [Table]. (2011). http://InflationData.com. Retrieved from http://inflationdata.com/inflation/Inflation_Rate/Historical_Oil_Prices_Table.asp2010). Energise: How to survive and prosper in the age of scarcity. Dublin: Penguin Ireland.(2010, January). Estimates of the unauthorized immigrant population residing in the United States: January 2009. Population Estimates. Washington, DC: Office of Immigration Statistics, Department of Homeland Security. Retrieved from http://www.dhs.gov/xlibrary/assets/statistics/publications/ois_ill_pe_2009.pdf, , & (2009, December 9). ‘Wake up, gentlemen’, world's top bankers warned by former Fed chairman Volcker. The Times., & (2006, April 17). Ps and Qs and ATMs. The Times.(1956, March). Nuclear energy and the fossil fuels. Presented at the spring meeting of the Southern District Division of Production, American Petroleum Institute, San Antonio, TX. Archived, Box 85, Folder 4, M. King Hubbert Collection, University of Wyoming American Heritage Center.(1993). How to lie with statistics. New York: W. W. Norton. (Original work published 1954)(2009, December 31). “Debt-free” Chelsea aiming to pay way despite £44m losses. The Times.(1995). On a piece of chalk. In J. Carey (Ed.), The Faber book of science (pp. 139–147). London: Faber & Faber. (Original work published 1868)(Input-output accounts data. (2010, May 25). U.S. Department of Commerce, Bureau of Economic Analysis. Retrieved from http://www.bea.gov/industry/io_annual.htm2011, June 24). Folio: Concentration of wealth. The Globe and Mail.(2009). Prosperity without growth: Economics for a finite planet. London: Earthscan.(1985). Cities and the wealth of nations: Principles of economic life. New York: Vintage Books.(2000). The rise and fall of Albania's pyramid scams. Finance and Development, 37(1), 46–49. Retrieved from http://www.imf.org/external/pubs/ft/fandd/2000/03/jarvis.htm(2010, September 24). So how did the Bush tax cuts work out for the economy? Tax.com: The Tax Daily for the Citizen Taxpayer. Retrieved from http://www.tax.com/taxcom/taxblog.nsf/Permalink/CHAS-89LPZ9?OpenDocument(2009, February 5). Economists are the forgotten guilty men. The Times.(2010a, January 11). Disappointment ahead for UK—and big test for euro. The Times.(2010b, September 15). We still haven't learnt the lessons of Lehman. The Times.(2010c, November 10). The pay gap is putting democracy in danger. The Times.([Page 348]2011a, February 23). Ireland is small enough to hold us to ransom. The Times.(2011b, April 20). US recovery is more creditworthy than ours. The Times.(2009, January 29). Physics education workshop. Dublin: University College Dublin., , & (2006, July 30). U.S. runaway major feature film production continues to grow as more countries introduce federal tax incentives, continuing study shows [News release]. Encino, CA: Center for Entertainment Industry Data and Research. Retrieved from http://www.ceidr.org/CEIDR_News_3.pdf(2010, April 2). Revealed: The £150m cost of debts owed by Premier League clubs. The Times.(2006, May 10). Gullible globe. The Times.(2011, March 24). G.E.'s strategies let it avoid taxes altogether. The New York Times.(2001). American religious identification survey. New York: Graduate Center of the City University of New York. Retrieved from http://www.gc.cuny.edu/CUNY_GC/media/CUNY-Graduate-Center/PDF/ARIS/ARIS-PDF-version.pdf?ext=.pdf, , & (1992, March 23). Disparity and despair. U.S. News and World Report.(2009). The conscience of a liberal: Reclaiming America from the right. New York: Penguin Books.(2010a, April 22). Don't cry for Wall Street. The New York Times.(2010b, August 15). Attacking Social Security. The New York Times.(1997). The Copernican revolution: Planetary astronomy in the development of Western thought. Cambridge: Harvard University Press. (Original work published 1957)(Let the deed show. (2011, March). China Economic Review, 22, 4–5.2006). Freakonomics: A rogue economist explores the hidden side of everything. London: Penguin Books., & (2010). Superfreakonomics: Global cooling, patriotic prostitutes and why suicide bombers should buy life insurance. London: Allen Lane., & (2009, April 9). “American Idol” makes $15 million an hour. Business Insider. Retrieved from http://articles.businessinsider.com/2009-04-09/entertainment/30061440_1_ad-revenue-ad-buyers-viewers(2009, October 28). Schwarzenegger drops F-bomb in message to lawmaker. New York Post.(2009, June 29). Supreme Court finds bias against white firefighters. The New York Times.(2006, June 27). Here's $31bn. Spend it how you will. The Times.(List of lawyers in the 111th Congress. (2009, May 28). Daily Paul. Retrieved from http://www.dailypaul.com/94514/list-of-lawyers-in-the-111th-congress2008, February 25). Thames Barrier [Television series episode]. In (Producer), How do they do that? (Series 1, Ep. 8). London: Discovery Channel.(Presenter). ([Page 349]2006, June 25). A conversation with Warren Buffett. Fortune. Retrieved from http://money.cnn.com/2006/06/25/magazines/fortune/charity2.fortune/index.htm(2006, July 6). Psychics Live seeks monthly fee. Irish Independent.(2009). Crude world: The violent twilight of oil. London: Penguin Books.(2010, April 3). Merkel has saved Greece—but not the euro. The Times.(1798). An essay on the principle of population. London: J. Johnson.(2010). No one would listen: A true financial thriller. New York: John Wiley. (Excerpted in Bloomberg Businessweek, March 22, 29.)(2010, January 24). Man Utd blows €63m on bond. The Sunday Times., & (2009a, November 24). Imagine no possessions. The Times.(2009b, December 9). Soak the rich: The millionaires’ guide to a fairer society. The Times.(2000). Greenspan: The man behind the money. Cambridge, MA: Perseus.(2009). Supercapitalism: The battle for democracy in an age of big business. London: Icon Books.(Martin, T. & Associates. (2011, May). A profile of physics graduates. Physics in Ireland: The brightest minds go further. Dublin: Institute of Physics in Ireland.1992). The communist manifesto. Oxford: Oxford University Press. (Original work published 1848), & (2009). Meltdown: The end of the age of greed. London: Verso.(2010, January 8). Record 232-digit number from cryptography challenge factored. Observations: Scientific American. Retrieved from http://blogs.scientificamerican.com/observations/2010/01/08/record-232-digit-number-from-cryptography-challenge-factored/(2007). Bang! The complete history of the universe. London: Carlton Books., , & (2004, Spring–Summer). Fantasy politics? Restructuring unionism after the Good Friday Agreement. Éire-Ireland: Journal of Irish Studies, 39, 189–214.(1987). Student difficulties in connecting graphs and physics: Examples from kinematics. American Journal of Physics, 55, 503–513. http://dx.doi.org/10.1119/1.15104, , & (2008, June 20). How a geek changed the world [Television series episode]. In & (Producers), The money programme. London: BBC.(Director). (Miller M., & Greenberg D. (Eds.). (2009, September 30). The richest people in America. Forbes.com. Retrieved from http://www.forbes.com/2009/09/30/forbes-400-gates-buffett-wealth-rich-list-09_land.html2008). The drunkard's walk: How randomness rules our lives. London: Penguin Books.(1996). How to lie with maps (([Page 350]2nd ed.). Chicago: University of Chicago Press. http://dx.doi.org/10.7208/chicago/9780226029009.001.00011965). Cramming more components onto integrated circuits. Electronics, 38(8), 114–117.(2010, September 16). About 44 million in U.S. live below poverty line in 2009, census data show. The Washington Post.(2011, January 10). Plug pulled on stars who don't say when they're paid to tweet. The Times.(2011). How the West was lost: Fifty years of economic folly—and the stark choices ahead. London: Allen Lane.(1984). Megatrends. London: Macdonald.(2011). Jupiter effect. Retrieved from http://hyperphysics.phy-astr.gsu.edu/hbase/tide.html(2010, July 1). We were ‘prudent’: AIG man at center of crisis. The Washington Post., & (Office of Management and Budget. (2011). Historical tables: Budget of the United States government, fiscal year 2010. Washington, DC: U.S. Government Printing Office. Retrieved from http://www.gpoaccess.gov/usbudget/fy10/pdf/hist.pdf2010, March 22, 29). The humbling of Toyota. Bloomberg Businessweek., , & (Oil: Where does a barrel go? (2010, June 19). The Times.2010, March 28). Dead or alive [Television series episode]. In (Producer), Wonders of the solar system (Ep. 4). London: BBC.(Director). (2000, August 31). Catching a mangy tiger by the tail. Guardian Weekly.(Ontario Hydro. (2009). Hourly demands [data file]. Retrieved from http://www.ieso.ca/imoweb/marketData/marketData.asp2009, February 6). Flamboyant businessman seized over £1.75bn ‘fraud.’ The Times.(2010). The quants: How a small band of maths wizards took over Wall Street and nearly destroyed it. London: Random House Business Books.(1996). A mathematician reads the newspaper. New York: Anchor Books.(2001). Innumeracy: Mathematical illiteracy and its consequences. New York: Hill & Wang.(2010, March 21). Obama hails vote on health care as answering ‘the call of history.’ The New York Times., & (Per capita resource consumption. (2011). American Museum of Natural History: The Center for Biodiversity and Conservation. Retrieved from http://cbc.amnh.org/crisis/resconpercap.html2006, November 6). Our galaxy in three dimensions. Dublin: Royal Dublin Society.(2011, April 14). We won't dismantle welfare system to cut deficit, Obama tells Republicans. The Times.(2011, May). Bubble trouble. Physics World, 24, 29–32., & (President Obama's remarks on executive pay. (2009, February 4). The New York Times.[Page 351]2008, December 9). A crash as historic as the end of communism. The Times.(2011, July 20). The power of nice. The Times.(2010, March 22). Take a 13% pay cut. You know it makes sense. The Times.(2009, November 21). Unburied bodies tell tale of city in despair. The Times.(2010, January). Growth in a time of debt (Working Paper No. 15639). Cambridge, MA: National Bureau of Economic Research. http://dx.doi.org/10.3386/w15639, & (2009, April 17). Alarm in Westminster as voters turn against MPs over expense abuses. The Times.(2005, January 29). Four brainy white men who know that African poverty is stupid. The Times.(2010, January 5). Smokers who quit twice as likely to develop diabetes. The Times.(2009, November 23). Asia's rise: How and when. TED2009. Retrieved from http://www.ted.com/talks/hans_rosling_asia_s_rise_how_and_when.html(2002, October 18). Hard sell, soft targets. The Times.(2009, February 1). ‘Mini-Madoff’ pyramid swindlers unmasked. The Sunday Times.(2010, August 8). Sub-prime crime leaves victims but no villains in its wake. The Sunday Times.(2009, November 11). They can't sing but they can make a record: The most expensive ad slots on television. The Times.(2010, January 14). The end of the dream [Television series episode]. In (Producer/Director), Simon Schama on Obama's America (Ep. 2). London: BBC2.(Presenter/Writer). (2006, May 12). Rise in higher education has widened the social divide. The Scotsman.(1993). Small is beautiful: A study of economics as if people mattered. London: Vintage.(2010, June 19). Don't cut back on the stimulus spending, warns Obama. The Times.(2008, February 29). Veterans: A G. I. bill for the 21st century. The Progress Report. Retrieved from http://www.americanprogress.org/pr/2008/02/pr20080229, , , , , & (2002, February 11). Winner fails to take all in £100m ‘Pop Idol’ bonanza. The Times.(1995). Games of life: Explorations in ecology, evolution and behaviour. London: Penguin Books.(2000). The code book: The secret history of codes and code-breaking. London: Fourth Estate.(2008, November 12). Cracking the cipher challenge. Dublin: University College Dublin.(2009a, September 10). The bank that bust the world [Television series episode]. In & (Producers), The love of money (Ep. 1). London: BBC.(Director). ([Page 352]2009b, September 17). The age of risk [Television series episode]. In & (Producers), The love of money (Ep. 2). London: BBC.(Director). (2009, March 12). Channel 4 news [Television broadcast]. London: Channel 4.(Presenter). (2003, December 28). Bush leads country on spending spree: President urges restraint but approves new expenses. The Detroit News.(2008). The crash of 2008 and what it means: The new paradigm for financial markets. New York: PublicAffairs.(2003, July 23). ‘They want a song. You should do it, darling.’ The Daily Telegraph.(2010, September 14). Gulf arms race fear as U.S. agrees £40bn deal with Saudis. The Daily Telegraph.(2006, May 25). Surprise (well, not exactly)! ‘American Idol’ finale unfolds and unfolds. The New York Times.(State Elections Offices. (2001, December). 2000 official presidential general election results. Federal Election Commission. Retrieved from http://www.fec.gov/pubrec/2000presgeresults.htm2010, February 23). Human planet [Television series episode]. In (Director), How earth made us (Ep. 5). London: BBC2.(Presenter). (2009, June 12). America's socialism for the rich. The Guardian.(1997, April). Small (lending) is beautiful. Scientific American, 276, 16–20. http://dx.doi.org/10.1038/scientificamerican0497-16(2010, February 13). Wall St. helped to mask debt fueling Europe's crisis. The New York Times., , & (2010, December 12). Larry Summers remarks on the Great Recession. C-SPAN.org. Retrieved from http://www.cspan.org/Events/Lawrence-Summers-Remarks-on-the-Great-Recession/20380-1/(2010, February 11). New poll shows support for repeal of ‘Don't Ask, Don't Tell.’ The New York Times.(2009, November 15). A disaster waiting in the wings. The Sunday Times.(2010, April 3). Lord Mandelson gets personal over banker's pay. The Times., & (2004). Fooled by randomness: The hidden role of chance in life and the markets. London: Penguin Books.(Tennessee Valley Authority. (2011). TVA fact book. Retrieved from http://www.tva.com/abouttva/factbook.htm2011). Conversation with power: What great presidents and prime ministers can teach us about leadership. New York: Palgrave Macmillan.(2007, March 17). And today's game, kids, is spot the shyster. The Times.(2009, October 18). Blair cashes in on his Gulf War contacts. The Sunday Times.(United Nations. (2011). The world at six billion. Retrieved from http://www.un.org/esa/population/publications/sixbillion/sixbilpart1.pdfUniversity of California. (2003). Atlas of global inequality: GNP per capita [data file]. Santa Cruz: Center for Global, International and Regional Studies, University of California. Retrieved from http://ucatlas.ucsc.edu/gnp/gnp_capita.TXT[Page 353]U.S. Census Bureau. (1890). Eleventh census of the United States: Schedule No. 1; Population and social statistics. Retrieved from http://www.census.gov/history/pdf/1890_questionnaire.pdfU.S. Census Bureau. (2009, December 23). Statistical abstract of the United States, 2010: The national data book (129th ed.). Washington, DC: U.S. Department of Commerce, Author.U.S. Census Bureau. (2010). International data base. Retrieved from http://www.census.gov/population/international/data/idb/informationGateway.phpU.S. Census Bureau. (2011a). Banking, finance, and insurance. In Statistical abstract of the United States: 2011 (p. 740). Retrieved from http://www.census.gov/compendia/statab/2011/tables/11s1187.pdfU.S. Census Bureau. (2011b). Population estimates. Retrieved from http://www.census.gov/popest/eval-estimates/eval-est2010.htmlU.S. Energy Information Administration. (2011). International energy outlook. Retrieved from http://www.eia.doe.gov/oiaf/ieo/world.html2005). Globaloney: Unraveling the myths of globalization. Lanham, MD: Rowman & Littlefield.(2010, December 16). Christmas truce was ‘tray bon’—and not just in 1914. The Times.(2009, April 19). Google uses Irish base to avoid tax. The Sunday Times.(2009a, March 14). Safety measures on Boeing jets ‘won't stop another crash.’ The Times.(2009b, November 4). It's a dirty business—the new gold rush that is blackening Canada's name. The Times.(2004). How mumbo-jumbo conquered the world: A short history of modern delusions. London: Harper Perennial.(2010, March 25). Empty estates could now be a lifeline. The Herald.(2011, April 19). Queen's historic visit will help to heal both our nations, says new Taoiseach. The Times.(2009). The spirit level: Why more equal societies almost always do better. London: Allen Lane., & (2008a). The Apollo 15 hammer-feather drop. NASA. Retrieved from http://nssdc.gsfc.nasa.gov/planetary/lunar/apollo_15_feather_drop.html(2008b). Days that changed the world: The defining moments of world history. London: Quercus.(World Bank. (2011). GNI per capita, Atlas method (current US). Retrieved from http://data.worldbank.org/indicator/NY.GNP.PCAP.CD/countries?display=default2009a, June 22). The capitalist manifesto: Greed is good (to a point). Newsweek.(2009b). The post-American world. New York: W. W. Norton.(2003, December 24). US companies moving more jobs overseas. Reuters. Retrieved from http://www.commondreams.org/headlines03/1224-07.htm(