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Charts of the Week

Headline-making data and analysis from our in-house experts

Tech titans dominate as Nvidia and Apple lead 2024 market cap surge

What the chart shows

This table displays the market capitalization changes of major global stocks, with a particular emphasis on US-based companies, during 2024. It shows their market cap at the beginning and end of the year, with a sliding scale to visualize the growth or decline in value over the year.

Behind the data

In 2024, the US equity market outperformed its global peers, driven primarily by mega-cap tech companies. By year-end, US stocks accounted for over 50% of the total global market value.

Nvidia was a standout performer, with its market cap soaring by US$2 trillion to over US$3.3 trillion. This extraordinary growth was fuelled by its leadership in AI and graphics processing unit (GPU) technologies.  

Despite Nvidia's impressive rise, Apple retained its position as the most valuable company globally, with a market cap of over US$3.7 trillion. Microsoft followed with a market value of US$3.1 trillion, while Amazon and Alphabet each surpassed US$2 trillion. These figures underscore the strength of the tech sector and enduring investor confidence in its prospects.  

In contrast, Saudi Arabian Oil Co. (Aramco) saw a decline of about US$300 billion in its market cap, ending the year at US$1.8 trillion. This was likely driven by lower crude oil prices and weakening refining margins.

China’s demand-supply gap narrows, highlighting deflation risks

What the chart shows

This chart tracks demand-supply dynamics in China’s manufacturing and non-manufacturing sectors from 2007 to 2024. It uses Purchasing Managers' Indices (PMIs) reported by the National Bureau of Statistics (NBS) to record differentials between new orders (demand) and inventory (supply). It also highlights their historical trends and confidence intervals.

Behind the data

The differential between new orders and inventory provides valuable insights into the balance between demand and supply in China’s manufacturing and non-manufacturing sectors. A positive differential suggests rising demand relative to supply, often signaling inflation pressures, while a declining or negative differential points to disinflationary or deflationary trends.  

Over the years, these differentials have generally decreased, reflecting weakening demand relative to supply. This aligns with broader economic trends in China, such as disinflation in consumer prices and outright deflation in producer prices in recent years. Notably, the new orders-inventory PMI differentials for both manufacturing and non-manufacturing have gravitated towards zero, underscoring significant cooling of demand.  

This trend highlights potential deflationary risks in China.

How US presidencies shaped German exports to China and France

What the chart shows

This chart shows German exports to the US, China and France from 2000 to 2024, set against Democratic (blue) and Republican (red) presidencies.  

Behind the data

Donald Trump’s trade policy continues to shape trade discussions in 2025. This chart examines how German exports, as a key indicator of Europe's largest exporter, have evolved under different US administrations.  

During Trump's pre-COVID presidency, German exports to both the US and China grew significantly, reflecting robust global trade and possible rebalancing of supply chains. However, exports to France, Germany’s traditional European partner, saw more subdued growth over the same period.  

Under Joe Biden's presidency, German exports increased overall, but exports to China declined notably. This shift may reflect geopolitical tensions, slower Chinese economic growth or evolving supply chain strategies.

Gas storage pressures mount as Europe faces new supply challenges

What the chart shows

This chart highlights seasonal trends in German gas inventories, showing historical and forecasted storage levels. The blue line represents 2024-2025 data, including forecasted values based on seasonal patterns observed over the past five years. The purple line indicates the median storage level, while the green shaded area represents the 25th to 75th percentile range. Grey shaded areas denote the historical highs and lows since 2016. This visualization of both past and projected storage levels provides insights into Europe’s energy supply dynamics.

Behind the data

European natural gas futures surged to their highest levels in months after Russian gas flows to Europe via Ukraine ceased due to an expired transit deal. This disruption drove the Dutch TTF benchmark upward before stabilizing, spurred by freezing temperatures and fears of supply shortages. The cessation of flows through Ukraine, a significant transit route for EU natural gas imports, has accelerated storage withdrawals, depleting inventories more quickly than usual.  

While an immediate energy crisis is unlikely, Europe faces increased market volatility and higher costs to replenish reserves. Central European nations, particularly those heavily reliant on the Ukrainian route, will be most affected. To mitigate risks, the European Commission has proposed alternative supply routes, such as sourcing gas from Greece, Turkey and Romania.  

However, rising gas prices could strain EU households, undermine industrial competitiveness and complicate efforts to prepare for future winters. This chart underscores the urgency of diversifying energy supplies and maintaining sufficient storage levels to weather potential disruptions.  

Treasury yields reflect post-pandemic economic reality

What the chart shows

This chart displays the 10-year US Treasury yield from 1990 to 2024, highlighting linear trends for pre- and post-COVID periods alongside 95% confidence intervals. The blue line represents the yield, while the green line indicates the long-term trend before and after the pandemic. Periods of US recessions are also highlighted to provide context.

Behind the data

The linear trendlines reflect two distinct economic environments: a pre-COVID era marked by slower growth, reduced inflation and lower interest rates, and a post-COVID period defined by resilient growth, above-target inflation and elevated interest rates.  

The 10-year yield fell temporarily below the upward 95% confidence band between early September and early October last year, influenced by softer labor market data. However, it quickly rebounded as solid economic releases supported higher yields. Policy dynamics, such as Trump's economic and trade measures, could contribute to further upward pressure on bond yields.  

While expectations for rate cuts have moderated, further monetary easing may still weigh on bond yields, creating a balancing act for the bond market.  

Dollar rises as markets bet on a Fed pause in January

What the chart shows

This chart compares the US Dollar Index (DXY) with market expectations for the Federal Reserve to maintain an unchanged policy rate after its January meeting. The green line represents the probability of a Fed pause, while the blue line tracks the DXY.  

Behind the data

The US economy continues to show resilience, buoyed by a strong labor market, as highlighted in last week’s robust jobs report. This has prompted investors to reassess their expectations for Fed policy. Fed funds futures now suggest a strong likelihood of rates holding steady in January.  

Entering 2025, market sentiment points to only one rate cut this year, a significant shift from prior expectations of more aggressive monetary easing. This has boosted the US dollar, which has climbed to its highest level since November 2022. This upward momentum aligns with the broader mini cycle that began in October, when yields, equities and the dollar bottomed out.

Housing affordability gap widens between US cities

What the chart shows

This chart ranks apartment purchase affordability across the 30 largest US cities, using Numbeo’s Property Price to Income Ratio. This metric divides the median price of a 90-square-meter apartment by the median familial disposable income, providing a standardized measure of affordability for an average household.

Lower ratios signify greater affordability, meaning residents in these cities need fewer years of income to purchase a standard-sized apartment. Conversely, higher ratios indicate that housing is less accessible, often due to high property prices, lower income levels, or both.

Behind the data

The US real estate market shows significant variation in affordability between cities, reflecting differing economic, demographic and geographic factors. According to Numbeo’s data, New York City and Washington D.C. are the least affordable, followed by four Californian cities, Boston and Phoenix – highlighting the high cost of living in major metropolitan and coastal areas.

In contrast, cities in the north-Midwest, such as Detroit, Indianapolis and Milwaukee, rank as the most affordable.  

Nationally, the average property price-to-income ratio has hovered between 3 and 4 in recent years, providing a benchmark for US housing affordability. However, the stark disparities seen in this chart show the importance of localized analysis when assessing housing trends and their implications for both residents and policymakers.

A note to our readers

After more than two years of sharing Charts of the Week with you, we’ve decided to conclude this series to focus on an exciting new initiative: Macrobond Mondays, a roll-up of high-value charts coming soon.

Thank you for your engagement and support over the years. While this is the final edition of Charts of the Week, we’re eager to continue delivering high-value content. Stay tuned for updates in the coming weeks!

We’re honoured to have been part of your weekly routine and look forward to continuing to provide you with valuable insights.

Follow us on LinkedIn to explore our Macrobond Mondays Chart Packs!

Best regards,

The Macrobond Team

Chart packs

Dwindling oil reserves, India’s economy, and Jackson Hole

The oil market and the US SPR

Oil has been in the news as Saudi Arabia and Russia decided to extend production cuts for the rest of the year. There is another noteworthy government player when it comes to this critical commodity: the US Strategic Petroleum Reserve. Famously, President Biden ordered that oil be released from the SPR in 2022 to cushion consumers against the Ukraine war’s impact on gasoline prices. 

This visualisation’s top pane tracks the year-on-year change in the price of Brent crude (in blue) against the year-on-year change in total US oil inventories (in green, on an inverted axis).

As the chart shows, historically, these variables are negatively correlated and the lines move in unison: when inventories go down, prices go up, and vice versa. (The post-pandemic demand snap-back is notable in late 2020: inventories plunged and prices rebounded.) 

However, the 2022 SPR episode is clearly visible as a gap opened up between the two lines. The second “inventory breakdown” pane shows why this occurred: the SPR (in purple) kept releasing oil while commercial oil companies rebuilt inventory.

While that “commercial” segment has been rebuilding reserves lately, the SPR has not: it remains at its lowest level since 1983, with the Department of Energy waiting for a cheaper refill price.

A closer look at India’s buoyant economy

The world’s eyes are on New Delhi, where Indian Prime Minister Narendra Modi is hosting the G-20 summit. He is presiding over a hot stock market (as we wrote about recently) and an economy whose growth has defied regional headwinds, including China’s slowdown and a spike in food prices over the past year. Amid a government infrastructure push, GDP growth in the second quarter was 7.8 percent compared with a year earlier. 

This table examines key economic indicators for various aspects of the Indian economy, with darker blue and red squares indicating readings that are notably statistically deviant from the rolling three-year average.

PMI for both services and manufacturing stand out – showing how executives in these sectors are notably optimistic about demand. 

On the negative side, slumping rail freight traffic and sales of fertiliser to the key agricultural sector are indicators to watch. 

Modeling more market momentum strategies

We’re modeling another investment strategy, following the “vigilant asset allocation” you might remember from last month.

This chart tracks the long-term results of a strategy called Composite Dual Momentum (CDM). It divides a portfolio in four, with each portion targeting a different part of the markets: equities, credit, real estate and “economic stress” (which means the safe-haven assets of gold and long-term US government bonds). 

CDM selects the best performing asset within each asset class (relative momentum) but only if their recent returns are positive (absolute momentum). If neither of these criteria is met, it invests in cash.

When comparing the 25-year performance of CDM to the traditional 60-percent-stocks, 40-percent-bonds allocation, the momentum play usually did better, especially during the GFC and the early 2010s. However, the strategy’s performance gradually eroded.

The second pane shows CDM returns as a multiple of the 60/40 since 1998, as well as the drawdown from the peak returns of both strategies. 

CDM has much smaller drawdowns, thanks to its high sensitivity to risk, but the “cash default” option has probably held back its performance lately. 

Germany’s lower confidence (and inflation)

This chart examines the interplay between business confidence and inflation in Germany. Recently, both have come down – showing how central bankers get inflation under control by raising interest rates and thus deflating “animal spirits” in the economy. 

This “clock” charts business confidence (the six-month change in the Ifo institute survey) against inflation (also expressed as a six-month-change to the year-on-year rate). 

Germany has been undergoing disinflation for most of this year, entering the bottom half of the chart. And as confidence erodes, we have headed to the bottom left quadrant – where we have added some grey dots nearby to represent readings during the global financial crisis.  

This is in stark contrast to where we started in the cycle – optimism amid relatively mild inflation in 2021. 

The Jackson Hole effect

Every August, the Kansas City Fed holds its annual symposium in the Wyoming mountain resort of Jackson Hole. Central bankers discuss economic trends, and their pronouncements regularly move markets. 

This table looks at the price performance of the S&P 500 before and after every Federal Reserve chairman speech in Jackson Hole since 1998. (We omitted 2013 and 2015 as Ben Bernanke and Janet Yellen, respectively, did not attend in those years.)

The Bernanke era was famous for hints about quantitative-easing programs delivered at Jackson: note the patch of bright blue in 2009-11 as longer-term market gains followed the Fed chair’s speeches. 

“The “win ratio” is the percentage of times that returns were positive in a given time horizon/column. It suggests a broad “Jackson Hole effect” exists – a boost for stocks after the Fed chair’s speech (fading over time without a Bernanke QE hint). Indeed, this year, markets interpreted Jay Powell’s speech as “no alarms, no surprises” and stocks went up. 

The left-most column uses Fed funds futures to show expectations of how rates were expected to evolve over the next year. Rates couldn’t go down any further in some of those Bernanke years. But in 2002, markets were pricing in a full 4 percentage points of Fed hiking after a strong recovery from 9/11 and the dotcom crash. (They were a few years early.)

US job cuts are slowing and less tech-heavy; more sectors are hiring again

As Jerome Powell attempts to cool a tight US labour market, the overall picture is mixed. Big layoffs in tech were a notable feature of early 2023. And for the first eight months of the year in aggregate, job cuts have more than tripled compared to the same period a year earlier. 

However, looking sector-by sector – and comparing the first five months of the year to the three months since then – the employment market is showing signs of resilience.

Layoffs are now more evenly distributed across sectors, and (mostly) happening more slowly. The worst-hit industry since June – telecommunications – saw a net 12,500 job cuts. (Pro-rating that sum to 20,750 for a five-month period would have put that sector in sixth place for layoffs in January-May.)

There’s also more green on the chart: about half the industries shown are doing at least some material hiring, offsetting at least part of their cuts. Energy, in particular, has been consistently adding staff and shedding a negligible number of jobs. 

A PPP model says the Swedish krona should be worth even less vs the euro

The Swedish krona is weaker than ever against the euro, stoking inflation and presenting a dilemma for the central bank. (We wrote about some of the headwinds hitting the Nordic country earlier this year.) Is the selloff in the currency overdone?

This visualisation revisits an analysis we used earlier this year for the Chinese yuan: Purchasing Power Parity (PPP) and Interest Rate Parity (IRP). We compare the spot SEK/EUR rate to theoretical exchange rates that perfectly reflect these theories*.

PPP suggests identical goods should be traded at the same price across countries – and FX movements should reflect relative inflation, which is higher in Sweden. PPP thus suggests the krona should depreciate even further – to 12.4 per euro. (Speculation that the Riksbank might intervene in the market could be preserving the currency’s value.)

IRP theory suggests SEK/EUR is closer to the right level. 

The second panel shows periods of over- and under-valuation by these metrics. 

Scary Septembers for stocks, money supply and world inflation

Remembering bearish Septembers in the stock market

August was disappointing for US equities, with the S&P 500 posting a decline of almost 2 percent. Investors hoping for a rebound are facing the benchmark’s historically worst month.    

As our chart shows, in 55 percent of the calendar years since 1928, the S&P 500 fell in September. (Macrobond users can click through here to a second chart showing another bearish stat: the average return for September is less than 1 percent, by far the worst monthly performance by this metric as well.*)

Should investors survive October (a month famed for some historic market crashes) and November, they can look forward to December: the historically most bullish month, when positive returns occurred almost 70 percent of the time.

M3 money supply is shrinking the most in 14 years (but with important differences from the GFC episode)

Last week, we examined the M2 measure of money supply globally; this week, we turn to Europe to look at recently released figures for M3, which is monitored closely by the European Central Bank. (M2 includes M1’s cash, chequing and savings account deposits, and other short-term saving vehicles; M3 adds repurchase agreements, money-market funds and debt securities with a maturity of up to two years.)

As the ECB considers the effects of its tightening cycle, it’s looking at a shrinkage in the money supply. For only the second time in the central bank’s history, the M3 aggregate is decreasing on a year-on-year basis. This last happened during the global financial crisis. 

This chart shows another interesting trend that is much different than 2009. This time, rates are rising, so the private sector has been moving money at a record pace out of overnight deposits (a component of M1, in purple – and now in negative territory) into higher-yielding deposit accounts (a component of M2, in surging green).  During the GFC, the reverse was true; rates were rock-bottom and investors were switching to cash.

Chinese homebuilding’s outsized role in the construction downturn

Last week, we examined how Chinese construction starts had deteriorated to the slowest pace since 2010. This chart breaks down construction investment by sector on a year-on-year, rolling year-to-date percentage basis, measuring trends in homebuilding, office development and the rest.

As our visualisation shows, residential construction has been the overwhelming driver over the past decade. After a plunge and rebound in the early days of the pandemic, total construction investment began shrinking on a year-on-year basis again in 2022. The market downturn is also reflected in the crises seen at developers Evergrande and Country Garden.

The second panel shows planned construction investments. This indicator had previously always increased on a year-on-year basis – but has been declining for three months.

The Atlanta Fed nowcast has been a bit too bullish lately

This chart looks at the Atlanta Fed’s GDPNow forecasts, comparing their evolution over the past four quarters to the ultimate data prints. (The methodology for these real-time “nowcasts” can be accessed here.)

For each quarter, we chart the evolution of the forecasts for annualised quarter-on-quarter economic growth. The forecasts’ range within each quarter is shaded. 

As we can see, the final nowcasts for Q2 2023 and, especially, Q4 2022 were well above the ultimate GDP growth print. 

The forecast for Q3 2023 is quite bullish, at 5.9 percent growth. Will there be a similar miss this time? One ominous sign is the latest data revision from the US Bureau of Economic Analysis: it reduced second-quarter GDP figures downward to an annualised quarter-on-quarter pace of 2.1 percent.

The US employment scenario gets jolted

On Tuesday, the Bureau for Labor Statistics published weaker-than-expected July figures for JOLTS – the Job Openings and Labor Turnover Survey. Has the Fed’s tightening cycle finally punctured the resilient employment market?

The top pane of our chart shows how the ratio of job openings to unemployed persons is declining. And as the second pane shows, job openings decreased for the third month in a row and are now down 26 percent from the most recent peak (March 2022). 

But is the labour market truly deteriorating, or just “normalising” as Jerome Powell seeks a soft landing? That 1.5 ratio of job openings to each unemployed person remains historically high. And the drawdown is much more gentle than it was in 2007-09 or 2020 – “hard landing” periods we highlight in grey.

Using futures to anticipate Fed rate cuts in 2024-25

We’ve visualised the changing expectations for US interest rates several times over the past year and a half. As the economy stayed strong during a historic hiking cycle, expectations for a Federal Reserve “pivot” were repeatedly pushed further into the future.

This chart uses futures contracts to calculate an implied US effective Fed Funds rate for the next 18 months. This visualisation also shows the number of implied hikes and cuts on the right-hand axis (assuming that each policy hike or cut will be uniform at 0.25 percentage points). 

A true “pivot” isn’t predicted until late spring at the earliest. And the Fed’s benchmark rate is still seen above 4 percent as 2025 begins – far higher than many observers would have thought possible a year ago.

Core inflation is worse than non-core in most of the EU

This chart visualises factors affecting the Harmonised Index of Consumer Prices in different European Union countries. HICP, with its standardised methodology across the EU, is the preferred inflation measure of the European Central Bank. (It principally differs from the US consumer price index by excluding owner-occupied housing.)

What stands out in this chart is that the orange dots show how core inflation (which excludes energy, food, alcohol and tobacco prices) is outpacing overall inflation in many EU nations. That’s a worry for ECB policy makers, as it potentially points to a wage-price spiral taking hold in many sectors of the economy.

This is reflected in the purple “other components” category in the individual nations’ bar charts. It’s the largest contributor to inflation for most of them, though food remains a significant factor pushing HICP higher. Meanwhile, the green section of the bars, which includes the energy prices that spiked last year, shows outright deflation in some countries.

The difference between nations is also quite stark. Hungary, with its weak currency, has long had Europe’s worst inflation problem. While President Orban has blamed sanctions on Russia for driving up gas prices, the energy component of Hungary’s inflation is now relatively minor, as it is for most of the rest of the EU.

German confidence, Vegas gamblers and explaining currencies

German business confidence stuck at a red light

Charts of the Week: German confidence, Vegas gamblers and explaining currencies

This morning, Germany’s Ifo Institute released August figures for its widely watched business survey – and it confirmed the nation’s economic contraction. The business climate index slid to a three-year low of -20.9.

The top pane of the chart uses Ifo’s “traffic light” configuration to compare the three-month change in reading to this measure’s historic range, which has been split into three slices: green, yellow, and red. This summer’s data points have been not just well into “red light” pessimism (the bottom 33 percent of all readings) but at the very bottom of the distribution. 

The bottom pane tracks the value change versus 3 months ago – including today’s reading: a decrease of 12.9 in August.

Why the euro-dollar FX rate moves

What drives the most important currency pair? There are various factors, but conventional wisdom says rate differentials are key: when the ECB was tightening in 2008 and the US was fighting the subprime crisis, for instance, the euro soared as capital chased higher yields.

This visualisation is the result of a rolling regression model we built, attempting to find correlations that explain why EUR/USD moved at a given point in time. We tracked two swap spreads. One is a proxy for the perceived future of rate differentials; the other is for which currency is losing more value to inflation. We added Brent crude – ECB research found that pricier oil is correlated with USD weakness – and we added a MSCI spread tracking whether US or European equities outperformed.

According to this model, inflation is having little influence at the moment. But future rate differentials have a substantial negative influence: if the spread moves in Europe’s favour, the euro strengthens.

Meanwhile, spreads between equity markets have the opposite effect: if US stocks underperform their European counterparts, that tends to strengthen the dollar. This could be related to the “dollar smile” theory: consider a “risk-off” market, where a selloff in US tech stocks coincides with a global flight to safety in the form of US Treasuries and USD.

The second panel shows each factor’s contributions to weekly returns – and also indicates the generally lower volatility in 2023 versus the 2022 “King Dollar” era.

Turkish rate shocks and diminishing returns for the currency

Turkey’s central bank shocked markets on Thursday, raising rates to the highest in more than two decades. (We had recently written about President Erdogan’s new economic team, considering the prospects that the nation would return to a more economically orthodox approach to interest rates and inflation.)

The key policy rate was lifted from 17.5 percent to 25 percent – surpassing the 20 percent consensus forecast. The lira soared.

Will the currency sustain these gains? The lessons of history suggest that previous tightening episodes resulted in diminishing returns.

This chart’s first pane tracks the key policy rate. The second panel tracks TRY vs USD. The shaded areas are the periods that followed rate increases of 2 percentage points or more. (The current period groups together several such increases.)

About two years of lira strength followed the big rate hike in 2006, relatively early in Erdogan’s tenure. Later interventions had an increasingly shorter-lived effect on the currency.  

Buy-and-hold didn’t work out in Japan

This chart revisits a previous theme: how long would you have had to hold a given equity index to ensure a decent chance of a positive return? 

Crunching data going back to 1986, we analysed the US, Japan, Australia and various European nations’ stock benchmarks.

On a two-year horizon, you would have been best off Stateside. The chances of a positive return were about 85 percent. The first 100 percent guarantee of positive returns comes at the 12-year mark – for Australia.

Japan, due to its 1986-1991 asset bubble, is a remarkable outlier.  Only the shortest time horizons had a better-than-even chance of a positive return.

Keeping an eye on global M2 money supply

Many strategists have a favourite inflation indicator. One of them is the M2 measure of money supply, which includes cash, chequing and savings account deposits, and other short-term saving vehicles. 

This chart measures the aggregate 12-month change in M2, measured in USD, across the largest central banks. Money supply grew at a record pace during the pandemic, exceeding the growth seen during the various quantitative-easing programs of 2008-15. This was followed by a record decline in 2022 as central banks tightened policy to tame inflation. (Only China posted positive money-supply growth over the entire time frame of the chart.) 

(One prominent Macrobond aficionado says M2 could have helped predict the 2021-22 inflationary episode, and might tell us what is coming next.)

Sluggish construction in China

As China’s real-estate market stutters, the effects can be seen on new construction. This chart tracks construction starts (measured by floor space) across calendar years, showing the median and high-low ranges since 2010. 

This year’s trajectory is currently 26 percent below the historic lows of that range. 

Most BRICS are in a spiral

The BRICS nations are in the news again. At the group’s summit in South Africa, the five-nation bloc – originally just a strategist’s concept two decades ago, grouping the biggest fast-growth emerging economies – said it would invite six new countries to join, including Iran and Saudi Arabia, as it seeks to champion the “Global South.” 

This visualisation uses IMF data to plot each nation’s progress over about 20 years. The X axis measures GDP per capita, relative to the US, in purchasing power parity (PPP) terms. The Y axis tracks growth rates in real terms, i.e. adjusted for inflation.

Measured this way, the five nations have been on very different paths – though all of them show a slowdown in real GDP growth terms over the decades. 

Only China has made significant and consistent progress converging with US affluence. South Africa, Brazil and Russia’s spirals reflect deterioration versus the US. 

Americans are hitting Vegas like it’s 2007 again

The gambling industry in Nevada continues to boom, even as the economy slows, inflation persists and Americans deplete their savings. Like demand for international travel, Las Vegas is benefiting from an extended period of deferred gratification post-pandemic. 

This visualisation measures “gaming win revenue,” the income that casinos make directly from their roulette tables, slot machines and card games. 

The first pane shows that this revenue source, measured as a rolling 12-month aggregate, shot through the long-term trend line in 2021. Perhaps ominously, the last time this occurred was the run-up to the financial crisis.

The second pane shows that monthly win revenue surged to a then-record of about USD 1.3 billion in 2021, and has stayed steady around that level ever since.

Capital cities, British purchasing power and dwindling US savings

Major economies dominated (or not) by their capital cities

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

How different are capital cities from the nations they govern? This visualisation aims to track geographic economic dispersion in several major economies.

Major urban centres are placed on the Y axis according to their GDP per capita (which is also reflected in the bubble size). The larger an urban area is, the further right it is on the X axis. 

Paris and London stand out as by far the largest cities in their countries. The French capital also dominates the rest when it comes to GDP. But Britons may be surprised to learn that there are a few cities with higher economic activity per capita than London. (Fast-growing Milton Keynes, home to head offices and manufacturing plants, tops the ranks.) 

Germany is notable for the relative economic weakness of its capital. Though Berlin's tech scene and real estate have boomed in the two decades since its former mayor called the city "poor but sexy," its per capita GDP remains well under the national mean.

The US is a truly decentralised economy when compared to the Europeans: it has by far the biggest dispersion in both incomes and city size. Metropolitan Washington, DC, home to defense companies and well-paid government workers, is well above the national mean – but several areas are considerably richer when measured by the per-capita-GDP metric.

Americans’ pandemic-era savings dwindle

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

US households built a substantial stock of excess savings during the pandemic. Inflation and higher interest rates are rapidly depleting that stockpile.

This chart tracks savings trends pre- and post-pandemic, with the top pane breaking down different contributory factors. The government’s massive fiscal support, in orange, was key, more than offsetting falling income (in dark blue). “Outlays and personal consumption expenditure,” in green, is another important but somewhat idiosyncratic category: in normal times, it’s a drag on savings, but it entered positive territory in 2020 as people slashed their spending. 

As the second pane shows, at the 2021 peak, excess savings represented more than USD 2.3 trillion. The savings stockpile is down more than 60 percent since then.

Today, while incomes are rising, PCE is a significant drag – and Americans are making up the difference by running down their savings. 

US credit-card arrears hit pre-pandemic levels

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

While running down their savings, more Americans are also running up unsustainable credit-card debt – especially with cards issued by aggressive regional banks.

This chart tracks delinquency rates on consumer credit cards, making a distinction between cards issued by the 100 largest US banks (in green) and the rest (in blue).

The global financial crisis appears to have changed big banks’ risk tolerance in this segment. Post-2010, the top 100 maintained a historically low delinquency rate – below 3 percent. 

For the small banks, delinquencies hit a record high, surpassing 7.2 percent in the first quarter. 

The much lower delinquency levels seen during the worst of the pandemic were likely the result of that excess savings cushion from our previous chart.

Intra-year S&P 500 volatility through history

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

The chart above displays the S&P 500’s calendar-year returns, alongside the low point – or maximum intra-year decline – for each of those years.

Except for 2008 and 2022, stocks had a tendency to rebound from the point of maximum pessimism. Returns were positive in 12 out of 15 years.  

Gloomy leading indicators in Europe

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

On August 16, Eurostat released updated figures for GDP in the eurozone. The positive news: the region avoided a technical recession in the first quarter, thanks to growth of 0.01 percent quarter-on-quarter. Second-quarter growth was 0.25 percent.

However, data points with a track record of being leading indicators are looking more negative for the eurozone – particularly S&P Global’s composite purchasing managers index (measuring sentiment at manufacturing and services companies) and the Economic Sentiment Indicator (ESI), published by an arm of the European Commission.

This visualisation charts quarter-on-quarter real GDP growth rates against the normalised trends for composite PMI and ESI. The past correlation is bearish for economic growth.

A positive-purchasing-power era for British workers?

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

This visualisation tracks the UK labour market since 2016 in “3D” – enabling us to not only see when workers were beating inflation or not, but when the job market was in a low- or high-vacancy era. 

The X axis assesses year-on-year percentage change in average weekly earnings, while the Y axis measures inflation*. The diagonal line, therefore, divides months that saw workers make real wage gains from periods when any gains were more than offset by the cost of living.

Finally, the bubbles are colour-coded by year – and their size reflects the level of unfilled job vacancies. 

The extraordinary effects of the pandemic are clearly visible, as is the 2016-19 “old normal” cluster. The tiniest dots in the lower left reflect the worst moments of lockdown in 2020: very few job vacancies and wages in absolute decline – meaning real wages were falling even though inflation was very low.

The fat dots of the labour shortage era of 2021, 2022 and 2023 also stand out. While in 2022, workers were being pummeled by inflation, we moved into real wage growth this year. 

Chinese exports decline almost everywhere but Russia

Charts of the Week: Capital cities, British purchasing power and dwindling US savings

This table tracks the year-on-year change for Chinese exports to various economies and regions. Demand is faltering around the world, except for the Russian market. Amid Western sanctions on Russia, the two economies have stepped up their trade.

Early hikers, NFP revisions and aggressive asset allocation

The world’s “early hiker” central banks mostly dodged a recession

When inflation alarm bells started sounding in 2021, some countries – mostly emerging markets – acted more quickly than others. Some hiked rates a year earlier than their developed-market peers did. 

This heatmap examines nine of these countries, gauging how they have fared since becoming “early hikers” and whether they have avoided recession. 

We chose several criteria: 1) whether the average quarter-on-quarter annualised GDP growth for the past two quarters is below zero; 2) whether unemployment grew by more than 0.15 percentage points over three months; 3) whether the three-month moving average of manufacturing PMI is below 45; and 4) whether average quarter-on-quarter annualised industrial-production growth is below zero for the past two quarters. Wherever these criteria are met, the values have a red background shading. 

Most of these economies appear to have been robust enough to absorb the tightening by inflation-hawk central bankers. Only Hungary faces a likely recession. 

Repeated nonfarm payroll revisions show a weakening trend

Charts of the Week: Early hikers, NFP revisions and aggressive asset allocation

US employment numbers for July showed nonfarm payrolls grew by 187,000. That was slightly less than market expectations, but still in line with a soft-landing scenario. (Two of our users generated forecasts in line with this data release: read about how they did it here and here.)

However, equally newsworthy were the revisions to the May and June NFP figures: they were both reduced. Indeed, NFP is revised at least twice by the Bureau of Labor Statistics, so expect the July number to change as well (and for June to be revised again).

In this chart, we track two years of revisions, calculating the difference between initial numbers released and the latest estimate. So far, every payroll number published in 2023 has been revised downwards. The cumulative revisions since the beginning of the year represent a loss of 245,000 jobs.

Signs of a producer price inflation rebound in China

Charts of the Week: Early hikers, NFP revisions and aggressive asset allocation

This chart tracks raw materials purchase prices for the manufacturers’ Purchasing Managers Index (PMI) for China. It also shows the historic correlation with producer price inflation (PPI)– which measures the average change in price of goods and services sold by producers and manufacturers in the wholesale market. (PPI is often a leading indicator for consumer price inflation.)

As PMI prices leave negative territory and climb toward the neutral line of 50, PPI’s year-on-year deceleration is also easing. Given China’s role in the global economy, inflation hawks will be watching.

Foreign direct investment in China declines

Charts of the Week: Early hikers, NFP revisions and aggressive asset allocation

China also published its second-quarter balance-of-payments figures this month.

Direct investment liabilities, a proxy for inward foreign direct investment, fell to USD 4.9 billion, a historic low. 

The S&P 500’s probability curve for positive returns

Charts of the Week: Early hikers, NFP revisions and aggressive asset allocation

This chart crunches historical data to examine the chances of making money from the S&P 500, depending on how many years you’ve been invested. 

There’s a steep curve at the beginning. If you’ve been invested for a week, your chance of a positive return is 56 percent. If you’ve been invested for a year, it’s 68 percent. And over two years, your probability of making money rises to 78 percent.   

Allocating assets with vigilance (and momentum)

Vigilant Asset Allocation (VAA) is an aggressive strategy designed to take advantage of changing trends. It’s a “momentum” play: you invest in asset classes that have recently performed well, based on the long-observed tendency for such assets to keep rising. (Academics attribute this phenomenon to human behavioural biases, such as herding.) 

For the purposes of this chart, we created a VAA strategy that calculates a momentum score for seven different “offensive” and “defensive” ETFs.* It then allocates the entire portfolio to the winner every month. 

We then compared VAA to returns for a traditional 60-percent-stocks, 40-percent-bonds allocation. Since 2005, VAA has generally outperformed overall, as the top pane shows. The second pane tracks drawdowns, i.e. the decline from the last record high. VAA generally also posted smaller drawdowns, especially during the global financial crisis, suggesting that higher returns came with lower risk. 

Interestingly, this is not the case since 2021; VAA has underperformed.

Eurozone inflation, UK bankruptcies and Japanese yield control

Tracking inflation’s breadth in the eurozone

Charts of the Week: Eurozone inflation, UK bankruptcies and Japanese yield control

This chart visualises the breadth of price increases in the 20-nation eurozone over the past four years.

It does this by looking at annualised quarter-on-quarter inflation rates and then “bucketing” every nation into one of four segments: less than 2 percent in green, 2 to 4 percent in amber, 4 to 8 percent in red, and greater than 8 percent in dark red.

The difference between the pre-pandemic era and the inflationary episode that began in 2021 is stark. Up until April of 2021, the norm was that 70 percent of the nations in the eurozone were probably experiencing very little inflation. 

By the spring of 2022, all of the nations in the currency bloc were in the two most inflationary buckets. 

While 2023 has seen a broadly disinflationary trend as tighter monetary policy takes hold, inflation hawks will note the renewed spike that occurred in April and May. 

Global PMI: comparing manufacturers in different regions

The Purchasing Managers Index (PMI) is one of the world’s key economic indicators. Manufacturing executives are polled to get a sense of whether economic activity is contracting or expanding. 

This chart looks at the contributions of the world’s various regions to global-level manufacturing sentiment, aiming to assess the more optimistic and pessimistic geographies.

It assesses PMI from 34 major countries and re-centres them at zero. Next, these time series are weighted by their country’s share of value added in global manufacturing. Finally, they are aggregated into their respective regional territories.

For the most part, Asia-Pacific, the EMEA region and North America have seen PMI sentiment move in unison – from a post-pandemic resurgence through late 2020 and 2021 to a shift to negativity in mid-2022. EMEA has been notably negative in recent months, while Asian manufacturers have reported intermittent flickers of optimism.

Satellites are watching the sluggish activity at Amazon’s logistics centres

Amazon reported better-than-expected earnings this week, with CNBC calling the figures a “blowout.” The e-commerce and cloud computing giant returned to double-digit sales growth, while indicating its core online retail division is recovering.

For most of 2023, the Amazon story had been one of cost cutting and warehouse closures after consumers’ pandemic spending boom faltered. 

This chart aims to get a sense of real-time activity at Amazon’s US logistics centres using data from SpaceKnow, which uses algorithms to analyse satellite images. The series used here, CFI-S, is a daily aggregation of the area in square meters that changes between two consecutive satellite images – i.e. vehicle movements.

Activity has been dwindling over the course of 2023 – remaining steadily below the average annual trajectory since 2017.

British firms are filing for bankruptcy

A growing number of companies are filing for bankruptcy in the UK. In the second quarter of 2023 alone, 6,342 companies were declared bankrupt – the highest level since the global financial crisis.

What’s going on? The unsettled, inflationary, post-Brexit economy can’t be helping. But this is also likely a delayed impact from the pandemic, worsened by ever-increasing interest rates. To preserve employment, government subsidies and loans kept many businesses afloat through 2020-21 (as this chart shows).

The burden of repaying these loans has resulted in “zombie” companies, and operators and creditors appear to be pulling the plug. 

As our chart shows, the largest contribution (shown in green) is Creditors’ Voluntary Liquidations, a process that is typically applied when debt-burdened, insolvent companies liquidate their business – but involve their creditors in the process to reduce losses. (There are currently relatively few administrations, which occur when there’s the perceived chance of saving a business, or compulsory liquidations, when creditors ask the courts to step in.) 

Yield curve control loosens in Japan

The Bank of Japan is the last major central bank to maintain ultra-loose monetary policy. Markets have been watching for signs that a true tightening cycle will begin, given that inflation is running hot. 

As our chart shows, the yield curve control (YCC) range – the shaded grey area – was widened at the start of this year, which we wrote about in January. The YCC allows the BOJ to control the shape of the government bond market’s yield curve, keeping short- and medium-term rates close to its 0 percent target.

Recently, the BOJ unexpectedly adjusted YCC again. The 0.5 percent “cap” on 10-year JGBs was watered down; yields will be allowed to move closer to 1 percent. 

As our chart shows, the 10-year yield has jumped outside the band. But for now, the BOJ is downplaying the prospects for an “exit” from monetary easing. 

India’s stock market is running hot

India’s equity market has rallied to all-time highs, attracting attention from global investors. 

This chart uses data from FactSet aggregated by Macrobond to dive into fundamental valuations, comparing Indian equity sectors’ price-earnings ratios with post-2007 norms (as represented by the 5-95, 10-90 and 25-75 percentile bands). The broad market is also included.

As the green dots indicate, 6 of the 10 sub-sectors are trading at PE multiples above the 75th percentile – indicating a richly valued market. The healthcare and non-cyclical consumer sectors have shot above their 95th percentile.

The telecom sector is an interesting laggard on a relative basis, trading near its historic average. This segment also has by far the most volatile historic range. 

Visualising US voters’ unhappiness

This chart uses polling data from RealClearPolitics to visualise the proportion of Americans who thought their country was on the “wrong track” at any given moment.

We have tracked this metric over the course of the four-year presidential terms since 2009.

Strikingly, Joe Biden has faced much more voter dissatisfaction in the second and third years of his term than Donald Trump did in his, as the chart shows. Unemployment was low in both 2018 and 2022, but the current president has faced a much higher inflation rate.

The “wrong track” numbers shot up in Trump’s last year, 2020 – touching 70 percent at the start of the pandemic and also at the very end of his term, when the incumbent disputed his election defeat.

Interestingly, voters appear to be so polarised that the “wrong track” number only briefly dipped below 50 percent for a short time – under Obama. 

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