Prosperity

Activity: Global conditions quiz and America quiz 

Lecture handout: Prosperity*

⭐ Required readings:

  • Evans, Anthony J., 2020, Economics: A Complete Guide for Business, London Publishing Partnership (Chapter 12, Section 2)

Watch: The Magic Washing Machine


Activity: Stoves Handout, May 2020 // Here are the Stoves charts

Here’s a thread of photos showing people in the Netherlands living in poverty before the second world war. Here is a video:

Here is another example of how much of the UK’s productivity is dependent on London (source):

In the lecture I argue that infant mortality figures are better proxies for living standards than life expectancy. As Hans Rosling argues, “this measure takes the temperature of the whole society” (p.20). This is because children are fragile, and you therefore require lots of good circumstances in order for children to routinely survive – it tells us about access to basic health care, the literacy of mothers, etc. In this video, Hans Rosling argues that most od the world is better off than you think:

And here’s the magic washing machine:

Although washing machines are magic, Tim Harford (“50 Things that Made the Modern Economy”) has argued that we now tend to have more clothes and wash them more regularly, and therefore haven’t actually saved much time. Therefore, a better example of a household technology that has unambiguously increased leisure time may be TV dinners and other forms of processed food. (And yet people are now pushing back against “ultra processed food”, unfortunately).

A great article that reveals the advances in living standards for typical American families is here, but unfortunately I haven’t found this online!:

  • Cox, W. Michael, and Richard Alm, “How Are We Doing?”, The American July/August 2008

This chart reveals the stunning progress that China has made at lifting people out of poverty:

Here is an example of progress in India:

In the lecture I included some data on the long term declines in violence. You can see more about this in Steven Pinker’s Enlightenment Now, but one common rejoinder is US gun crime – around 45,000 Americans die each year due to firearms (see Johns Hopkins Annual Gun Violence Data.) According to this article by Pew Research, gun murder rates have increased in recent years, but are still below their 1968 values.

Similarly, this chart shows a recent rise in violent crime, but within the context of a steady decline since the early 1990s:

If you think America is scary today, it was much scary in the past. Serial killers are much less prevalent, having having peaked in 1980s.

There really were more serial killers around then. Popular explanations include political turmoil, the decline of the family unit, and even television. But as Jessica Reyes has argued, violent crimes seem linked to lead exposure.

Carolin Fraser’s 2025 book, “Murderland: Crime and Bloodlust in the Tie of Serial Killers” (see this review by Gideon Lewis-Kraus in the New Yorker) argues that the particular prevalence of serial killers south of the Seattle area was due to proximity to ore-processing facilities that had entered the water supply. We can probably attribute around 28% of the decline in murder rates t be a result of lead abatement.

Another important reason is the development of interstate highways, which gave dangerous people an ability to travel around the country in a way that exceeded law enforcement ability to detect and monitor. Combined with the prevalence of hitchhiking this perhaps explains why increased aggression manifested itself in serial killing. And – according to Lewis-Kraus – the subsequent decline was due to “surveillance camera, phone tracking, interjurisdictional cooperation, DNA evidence… [and] interpersonal paranoia” (also see this discussion). Note that this wasn’t the only problem caused by the interstate system: they also destroyed major cities. According to Maxwell Tabarrok, “The interstate highway system was a massive, government sponsored negative externality!”

There was also a trend away from institutionalising people with mental illness and toward community based care. This, combined with returning war veterans, led to a large increase in homelessness and prison. In fact, the rise in incarceration perfectly mirrors the decline in institutionalisation.

For more on this:

The murder rate in New York peaked in the mid 90s.

In “The Economic Origins of Mass Incarceration” Clegg and Usmani argue that an underdeveloped welfare state contributed to the rise. Perhaps the best explanation for the subsequent fall – made by Zimmering in The City that Became Safe, is more and better policing.

If you want a simple answer for why crime has fallen: we all carry mobile phones (see Ed West).

Here is the documentary by Peter Santenello in America’s poorest region:

Finally, this review of Bryan Burrough’s 2015 book, ‘Days of Rage’, highlights a separatist movement that “bombed NYC like 300 times, killed people, shot up Congress, tried to kill POTUS (Truman). Nobody remembers it.” They “bombed 2 theaters in the Bronx, injuring eleven, in 1970. [And yet] NYT gave it 6 paragraphs.” For those who think street violence is new, “You have to understand: in 1968, many radicals absolutely believed that the United States was getting ready to collapse.”

Learning Objectives: Understand the empirical evidence around economic growth and globalisation

Focus on diversity: Esther Duflo has done highly impactful research on the role of RCTs in combating poverty. She has shown how field research is an important part of the economics toolkit. 

Macro Policy Workshop

Group activity:Macro Policy Workshop“, March 2018 and complete the Macro Policy Workshop Form.

There is a Harvard simulation called Econland that I haven’t used yet, but intend to do so.

Prerequisites: See my video on Macro Policy [Macro Policy flashcard] and take this follow up quiz.

 

Recommended reading:

Recommended audio:

Consider the following quote from Chari, Anusha, Peter Blair Henry, and Hector Reyes. 2021. The Baker Hypothesis: Stabilization, Structural Reforms, and Economic Growth.” Journal of Economic Perspectives35 (3): 83–108:

Macroeconomic stability and economic efficiency are not sufficient conditions for a flourishing society, but they are absolutely necessary for sustainable and inclusive growth that allows an increasing fraction of a country’s population to have choices and opportunity. The hard-won economic successes of the past three decades underscore the benefits of policymakers finding the will and the ways to meaningfully and constructively address the prospect of continued catch-up growth by emerging and developing economies.

If you think you could have done a better job than Mervyn King at leading the Bank of England through the global financial crisis, see my role-playing app

fincrisis

The concepts discussed in this section should help students to understand the rationale for Georgia’s “Law on Economic Freedom”, which limited the government to the following (see Lawson and Powell, 2019, p. 114):

  • Annual budget deficit of no more than 3% of GDP
  • National debt of no more than 60% of GDP
  • Annual government spending of no more than 60% of GDP
  • No new tax without voter approval
Instructor Resource:

  • “Macro Policy Workshop: Solutions”, March 2018
  • Macro Policy Practice Exam
Learning Objectives: Test understanding and utilisation of important macro concepts.

Focus on diversity: In 2014 Janet Yellen became the first female chair of the Federal Reserve. In 2020 she was widely tipped to become the first female U.S. Treasury secretary. This would mean that she’s occupied the twin positions of being in charge of monetary and fiscal policy. You can learn more about her here.

International economics

Activity: Josko Joras (A), December 2012

Textbook Reading: Chapter 10 (Intro and Section 10.2 and 10.3; pp. 327-329 and pp. 342-357)

For an open economy

GDP = C + I + G + (X – M).

However it’s important to realise that imports don’t subtract from GDP.

Read more about the Big Mac index at The Economist. When the Argentinian government wanted to mask how much inflation was occurring they imposed price controls on the Big Mac. McDonald’s therefore tried to remove them from the menu to avoid having to sell them at a loss. For more, see:

There are several nice utilisations of the Big Mac Index. For example, in a study that looked at the best cities in the world to study in, they used the Big Mac Index as a measure of living costs.  (And if you’re curious, the best city in the world to study in is…. London!)

Instructor Resource: 

  • Josko Joras (A) Solutions, December 2012
  • Josko Joras (B), December 2012
  • Josko Joras (B) Solutions, December 2012
Learning Objectives: Perform foreign exchange calculations. Understand Balance of Payments

Monetary policy

Case: “The Euro in Crisis: Decision Time at the European Central Bank” Harvard Business School case no. 9-711-049

Case preparation: The ECB During the Crisis, July 2021


Lecture handout: Monetary policy*

Textbook Reading: Chapter 7 (Section 7.5 and 7.6; pp. 227-236) and Chapter 8 (Intro, Section 8.1 and 8.2; pp. 237-278)

Prerequisites: See my video on Economic Prediction and take this follow up quiz.

The key finding of monetary economics is that the root cause of inflation is excessive money creation. We looked at some specific examples of hyperinflation, and to learn more you can watch “Zimbabwe and Hyperinflation: Who Wants to Be a Trillionaire?” (Marginal Revolution University). The ONS let you calculate your own personal inflation rate here.

Conventional monetary policy is a simple link between a target (usually inflation) and a tool (interest rates). During the lecture I implied that central bankers change interest rates relative to the current rate. In some cases, however, they may be trying to move the policy rate closer to some sort of benchmark. A common benchmark can be calculated using a Taylor Rule. For examples, see Kaleidic Economics.

A corridor system is when the central bank targets three policy rates. We looked at how those rates changed from 2003-2015 in the Eurozone. The ECB website has more recent data.

Recent changes to central bank targets include:

  • In August 2020 the Fed announced that it would replace a flexible 2% inflation target with a flexible average 2% inflation target (see here). Some refer to current policy as having a “two-handle” (which means running above 2% but below 3%, see here)
  • In July 2021 the ECB announced that it would replace a target of “below but close to 2%” with a symmetric 2% target over the medium term (see here).

Extra activity: The Bank of England Museum

Additional activity: NGDP Masterclass

The lecture also introduces the concept of the signal extraction problem. This isn’t the most intuitive concept to grasp, but it explains how nominal shocks can have real effects. In other words how changes in the money supply can affect inflation and real growth. A good article on this is Steve Horwitz’s ‘The Parable of the Broken Traffic Lights“. Here is an article from 2023 in The Guardian, claiming that excess profits drive inflation. The signal extraction problem implies this causality is backward, and Justin Wolfers explains the failure here:

Group activity: Thermostat Worksheet, February 2020 // or complete this form
Group activity: Monetary Implications Worksheet, June 2020 

You can read more details about the Bank of England’s MPC here. I used to regularly participate in the Shadow MPC. A useful resource may be the Kaleidic Dashboard.

Group activity: MPC Simulation, December 2012
Group activity: ECB Simulation, March 2011

Recommended audio

  • The EconTalk podcast, and the episodes with Milton Friedman on Money (August 28th 2006), Allan Meltzer on Inflation (Feb 23rd 2009), and Charles Calomiris on the Financial Crisis (Oct 26, 2009), are particularly relevant for this session.
  • The Planet Money episode called “Two indicators: The 2% inflation target” (January 13th 2023) provides a history of, reasons for, and explanation of deviations from the 2% target.
  • I also recommend the episode of Macro Musings called Scott Sumner on The Money Illusion (October 2021)
  • This episode from Conversations with Tyler, Mark Carney on Central Banking (May 2021) does a nice job of setting the objectives of a central banker, in a modern economy, related to issues such as climate change and digital currencies. It provides an engaging awareness of some of the differences between major central banks.
  • The Macro Musings episode with Jens van ‘t Klooster on Recent ECB Policy (May 2022) discusses the recent change in the ECB’s remit, how ECB actions differ from the Federal Reserve, and does a really nice job of whether the 1990s model of central banks is outdated and needs to evolve due to changing circumstances and priorities (such as climate change and elevated sovereign debt).

Recommended video

For my account of the 2007-2008 financial crisis:

Learning Objectives: Understand the root causes of inflation, and contribute to policy discussions. Understand how monetary policy affects business decision-making and thus generates macroeconomic fluctuations. See the operation of a conventional monetary policy regime in practice. Contrast the ways in which the Fed and the ECB acted during the global financial crisis.

Cutting edge theory: Nominal income targeting and surveying current monetary indicators. 

Focus on diversity: One of the most influential books on monetary economics was co-authored by Anna Schwartz. You can learn more about her here. In 2019 Christine Lagarde became the first female president of the ECB. Prior to that she was the managing director of the IMF. You can read her article on how women can grow the global economy here

Spotlight on sustainability: We look at how interest rates enable intertemporal coordination

Fiscal Policy

Case: Yared, P., “The Obama Stimulus“, Columbia CaseWorks, January 3rd 2014 

Case preparation: The Obama Stimulus, November 2021

Note: I usually skip this case and provide a case study instead. 


Lecture handout: Fiscal policy*

Textbook Reading: Chapter 7 (Section 7.1; pp. 200-211) and Chapter 9 (Intro, Section 9.1, 9.2, 9.3, 9.4 and 9.5; pp. 287-325)

Group activity:Fiscal Multiplier Worksheet“, March 2018

UK Public Finances, December 2012

“Uncertainty has a bad impact on the state of the economy” Boris Yeltsin, 1991 (see Zubok, 2021, p.369)

Keynesian approaches to aggregate demand management became popular because they were seen to have explained the problem of the Great Depression. My video on the Great Depression explores some of the history, and see here for more resources on the global financial crisis. The big debate between Keynesian and Hayekian economics was popularised by Russ Roberts and John Papola in the rap battles Fear the Boom and Bust and Fight of the Century. Enjoy!

 

The chart that I used to show estimates of the fiscal multiplier is out of date now, but I keep it in because it is relevant to the Obama stimulus case. For a good overview of more current literature see:

For some documentaries on the Obama stimulus, see:

Narrated by Matt Damon, the 2010 Documentary ‘Inside Job’ (see here for a trailer) stated that “In September 2008 the bankruptcy of the US investment bank Lehman Brothers and the collapse of the world’s largest insurance company, AIG, triggered a global financial crisis.” But the graphic used to accompany the subsequent stock market crash has “bailout defeated” as first main bullet point! As my lecture argues, it may well be the policy uncertainty that accompanied the attempt to intervene in the markets that prompted the disarray and confusion, and not the bankruptcies themselves.

I know that I wouldn’t make a good Jason Bourne, so maybe Matt Damon should leave teaching economics to me…

A practical example of the empirical claims of the signal extraction problem are mentioned in this letter sent to Sequoia founders and CEOs: “In downturns, revenue and cash levels always fall faster than expenses”.

Here’s an example of the state of California’s High Speed rail being more proud of job creation than railway construction (the replies are pretty funny):

Here’s the official website of the Williamson Tunnels. In 2025 a Germany TV company filmed a documentary about the city of Liverpool and featured a segment on the tunnels. Originally I had heard that they were using them as a filming location, which would imply an economic use. But a documentary just demonstrates that they are a curiosity!

For more on Chinese “ghost towns” you can watch China’s Empty City, read this short World Bank blog post on the Rise of the Chinese Ghost Town, and see footage of controlled demolitions of superfluous and wasteful construction. The photo of manual labourers in North Korea scrubbing the road comes from this article, and my grad school buddy Curtis Melvin created North Korea Economy Watch.

Despite what I say in the lecture… not all dog rescues are disasters…. (see here and here).

The content on policymakers feeling pressurized to “do something” is an element of crisis management more generally. Mirowski (2013) argued that during the global financial crisis “being seen to act… had preempted the equally necessary stage of reflection and reform” (p.5) and I would argue that this is a common feature of crisis management beyond just discretionary fiscal policy.  An interesting example of the types of trade off that policymakers face is BBC Radio 4’s ‘Discussion Time: Coronavirus‘. Even though it relates to an epidemiology situation, it is relevant for any PR situation. Policymakers face a balance between maintaining public confidence, being seen to be providing a quick and clear response, without inciting a general panic. This relies on having good frameworks and tools that relate to the specific situation (the Radio 4 panel explain how important expert forecasts of the spread of foot and mouth disease were, in a recession economic impact studies play a critical role); but also an ability to manage public expectations. The goal of successful crisis management is to balance these things without introducing new uncertainties.

In the lecture I briefly mention the relevance of a specific Reinhart-Rogoff paper for the austerity debate. For more on that see here:

Recommended listening:

Some podcast episodes that I particularly recommend:

Learning Objectives: Assess the efficacy of fiscal stimulus and aggregate demand management. Perform back of the envelope calculations to estimate the fiscal multiplier for a range of different countries.

Focus on diversity: Christina Romer was the Chair of Obama’s Council of Economic Advisors during the stimulus. You can learn more about her here

Public Finance

Case: “Rovna Dan: The Flat Tax in Slovakia”, Harvard Business School case no. 9-707-043, March 2010


Textbook Reading: Chapter 7 (Intro, Section 7.1 and 7.2; pp. 199-216)

In 2011 the Mirrlees Review published ‘Tax by Design‘, a comprehensive overview of UK tax reform.

In terms of a flat tax, here is a short video asking  Would a Flat Tax Be More Fair?” There’s a good HBS article, from 2007, called “All Eyes on Slovakia’s Flat Tax”. Slovakia repealed the flat tax in January 2013, by adding an additional rate of 25% for incomes over €38k. You can read about on this LSE Blog: Slovakia has abolished its flat tax rate, but other Eastern and Central European countries are likely to continue with the policy.

Here are some newspaper attempts to explain fiscal implications of tax policy:

Regarding public finance more generally, in 2012 I participated in the 2020 Tax Commission. You can read our report here.

Regarding tax compliance, you may hear things like:

Apple can pretty much choose how much tax it wants to pay and to whom. One EU estimate was that it paid less than 0.01% tax on profits of over $100 billion (Frisby 2019, p.175)

This may be true, but I do not think that this means that tax is voluntary. The choice that Apple have is over what activities they undertake, each of which have different tax implications. So they can affect their tax obligations, but only in as much as they alter their business decisions.

In his 2023 book, ‘The Crisis of Democratic Capitalism’, Martin Wolf identifies the following two problems with the existing tax code:

  • That interest on debt is tax deductible – this incentives firms to favour debt over equity
  • That “carried interest” is exempt from income tax, even though it operates more like income than a capital gain (since the downside is capped at zero). This is a favoured means of compensation for general partners in private equity or hedge funds.
  • For more Wolf, M., 2023, The crisis of democratic capitalism, Allen Lane, p. 167-168, p. 290
Group activity: Personal Taxation, December 2020

Learning Objectives: Understand alternative types of tax regime.

Focus on diversity: Harriet Martineau (1802-1876) is best known as a pioneer of sociology, but contributed to the populising of classical economic insights on taxation.

Growth

Lecture handout: Growth* and Growth Theory*

⭐ Required readings:

Activity: Growth activity and Google Slides

Watch: Growth is like an iPhone


The incredible data visualisation used at the beginning of my lecture is from Gapminder. I strongly encourage you to visit their website and play around with the tools. In particular, try to create a chart showing GDP per capita against infant mortality and then see how the data has changed over time.

Here is an example of Prague’s enduring beauty. But rather than look at this image and think about preservation of the status quo, I look at it and think of the amazing growth that transformed it from a hamlet to the city shown in 1910. Indeed, any historic and enduring beauty is testimony to previous growth and ambition.

In some places, such as Lodz, aesthetic streets are about returning to past beauty. This just shows that the destruction of growth is a terrible thing, and we should appreciate its manifestation where we have it.

Here is the City of London, from 1977 to 2024.

Here is Austin, Texas, from 2014 to 2024.

This video by Ollie Bye shows the evolution of the largest cities in the world (by population).

You can test your knowledge of it with this short quiz.

Activity: Largest cities
Activity: Free Markets in Chile
Activity: Economic Freedom Parlour Game

You can read my essay that summarises the key points from this session here:

Here is my video using the iPhone analogy:

I go deeper with this framework with my Country Competitiveness Dashboard.

Recommended podcasts

Recommended article

Recommended books

  • Koyoma, M., and Rubin, J., 2022, How the world became rich: The historical origins of economic growth, Wiley – Mark and Jared survey the main explanations for economic growth, including geography, institutions, culture and exploitation, with a focus on why the Industrial Revolution occurred in England and how it then spread to other countries across the world.
  • De Long, B., 2022, Slouching towards utopia, Basic books – this is a large tome and covers a lot of ground, but is empirical, readable, and an important work.

 Recommended videos:

Plunder

The lecture talks about how countries get rich. One strategy that isn’t mentioned is plunder. The main reason for this is that colonial exploitation and other forms of resource extraction can undoubtedly harm some groups, and benefit others, but overall there is no obvious reason why this would create wealth. Theft is at best a zero-sum transfer, whereas particularly since 1870 we’ve seen vast swathes of the global population getting richer.

For more on this see:

Or listen to this podcast:

The Solow model

The foundational growth model is the Solow Model. Marginal Revolution have a series of excellent videos, starting here:

But I’m a Solow skeptic!

Recommended movie:

  • Saltburn (2023) – are we supposed to believe that Oliver “wins”? Or just project into the future with him like Miss Havisham, sitting amidst wreck and ruin because he has no income and can’t afford the upkeep? When I watched it I assumed he’d inherited Saltburn (hence the title) because if he’d inherited the entire family fortune, he wouldn’t be in the house all alone.

Learning Objectives: Understand the foundations of economic growth. See how economic growth theories inform development economics. 

Cutting edge theory: This session defines cutting edge growth 

Focus on diversity: One of the most widely respected economic historians of the factors that led to industrialisation is Deidre McCloskey

Spotlight on sustainability: This session defines the sustainable growth rate as the balanced path between capital accumulation and capital consumption.

Market-Based Management (R)

Reading: Finegan, J., “Pipe Dreams” Inc.com Magazine, August 1994
Instructor’s resource: MBM Dimensions
Further activity:

Additional resources:

Learning Objectives: Understand and apply Market-Based Management

Corporate Entrepreneurship

Case: Weston, Hilary A., 2000, “Automation Consulting Services”, Harvard Business School Case No. 9-190-053

The following discussion questions can be used:

Instructor’s resource:

Learning Objectives: Understand organisational control mechanisms.

Focus on diversity: Hilary A. Weston was one of the co-authors of the ACS case.