Charts of the Week
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
For stock investing, your local currency has rarely mattered more
When investing in equities outside your home market, you’re also trying your hand at a bit of currency speculation, at least in the short to medium term. This has been even more the case over the past 12 months. First, the “King Dollar” period saw the greenback crush almost all competition; this was followed by a retreat.
This chart examines the returns for a hypothetical US investor’s non-American stocks this year. Performance is split into stocks’ return in local currency (in blue) and the currency effect (in green). These net out to a total return represented by the purple dots.
Japan has had a hot equity market this year – but the weak JPY is working against you if you’re measuring your performance in USD. By contrast, US-based investors’ European stock returns have been boosted by EUR strength – and this is even more the case for investors with exposure to Latin American equities and currencies.
Visualising volatile commodities and their moves in tandem
Commodity volatility is a well-known phenomenon. But it can be interesting to visualise how different commodities often trade in unison.
This chart tracks the percentage share of different commodities that were posting a positive monthly return at a given moment over the past four and a half years. Purple represents agricultural commodities, metals are in blue, and energy is in green.
The crash during the outbreak of the pandemic, famous for its negatively priced oil, is clearly visible. Most commodities snapped back after that initial shock.
The unified swoon in mid-2022 is also interesting. The market was unwinding the price shock that followed Russia’s invasion of Ukraine; meanwhile, concerns about rate increases were beginning to weigh on perceptions of US demand. China’s still locked-down economy remained sluggish.
Changing perceptions in the Fed funds futures market
In the wake of the Federal Reserve lifting its key interest rate to a 22-year high this week – and another GDP print that was stronger than expected – this visualisation shows how the elusive “pivot” to rate cuts has been pushed further out, at least as far as futures markets are concerned. (Remember that in May, the market expected a lengthy “pause” through 2023.)
The columns represent five upcoming Fed meetings. The large blue bar indicates the probabilities that are seen today. For the September meeting, futures estimate that there’s a roughly 75 percent chance of the key rate staying in its current range of 5.25 to 5.5 percent; there’s a 25 percent chance of a hike one step up.
The smaller bars represent the market’s perceptions two weeks and a month ago. Interestingly, the market seems to have become more convinced of a Fed “pause” this fall, rather than one or even two more rate hikes.
The market is pricing a very small chance of a pivot in December and somewhat larger probability for cuts in January or March.
Disinflation isn’t a thing in Argentina
Disinflation is spreading around the world, but there are a few exceptions. One is Argentina, Latin America’s third-biggest economy and a nation with grim experience of historic episodes of hyperinflation.
Earlier in 2023, year-on-year inflation soared past 100 percent for the first time in 30 years. In June, the annualised inflation print reached 115 percent.
This chart visualises the change in consumer prices as a steady progression over the course of various calendar years. Last year was an record outlier in recent history, and this year is even worse.
Bitcoin crash cycles
Now that cryptocurrencies have been around for more than a decade, grizzled veterans of the space can say they’ve experienced four different crashes: 2011, 2013, 2017 and 2021.
This chart tracks Bitcoin and compares the lengths, in days, of these four episodes’ drawdowns and recoveries.
The 2011 crash (in blue) was unlike the others: it was the deepest, and also had the quickest recovery to its pre-crash level – 625 days.
The current, post-2021 cycle (in orange) also just hit 625 days. A repeat of the post-2013 and 2017 cycles would see Bitcoin take two more years to climb back to its previous peak.
China’s youth unemployment
Youth unemployment in China has stayed well above pre-pandemic norms following the dismantling of zero-Covid restrictions, even as overall urban unemployment is improving.
Joblessness among 16-to-24-year-olds reached 21.3 percent in June, nearly double that cohort’s level in June 2019.
The seasonality in the chart is notable, showing the effects of new graduates entering the workforce in the summer.
Chinese real estate, city by city
As global real estate comes under pressure from higher interest rates, this dashboard examines residential real estate prices in China’s 70 biggest cities.
This breadth is important given that declines have largely been seen in second-tier markets. By contrast, Beijing, Shanghai and Chengdu, for example, are in much better shape.
The first and last columns track the year-on-year percentage change reported for June (which drives the top-to-bottom ranking) and six months earlier, respectively.
The middle graph aims to visualise how trends have evolved since mid-2022 – and how the distress appears to be stabilising. The blue bars show the latest year-on-year price change; the green dots represent that figure’s value six months earlier, which was worse (i.e. further to the left) for most cities.
A cooling US inflation heatmap by sector
This heat map examines the cooling trend in US inflation from a new angle. It breaks down different sectors using the statistical deviation (or Z-score) from the normal rate of change.
As the “legend” column indicates, bright blue indicates year-on-year growth in CPI that is far below the norm. Bright red indicates inflation in that sector was running much hotter than usual.
As the “all Items” overall reading for June shows, headline CPI is finally cooling down – driven by the transport, medical care and education sectors. Inflation is still running hotter than the historic norm for food, housing – and especially recreation, where price growth is 2.6 standard deviations above the average.
Revisiting US inflation scenarios for 2024
Despite positive signals of disinflation, this visualisation (which revisits an analysis we published almost a year ago) shows just how much of a journey it would take for inflation to flatline completely.
These scenarios chart the potential evolution of year-on-year inflation figures, assuming different month-on-month trends.
A “Goldilocks” soft-landing scenario for Chairman Powell might be the blue line, or something just below it. CPI growth of 0.25 percent month-on-month for the next 12 months would result in the year-on-year inflation print receding to about 2.6 percent, approaching the Fed’s long-term target.
The scenarios represented by the yellow line, and the lines below it, indicate a situation where Powell might have hit the monetary brakes too hard.
On the other hand, if month-on-month CPI stays at 0.5 percent or higher, the year-on-year figure will be even higher than it is today.
Anti-corruption peaks and valleys in the EU
This visualisation uses an index of perceived public-sector corruption compiled by the Social Progress Imperative, a US non-profit organisation, to measure European Union countries.
A higher score indicates that a country is perceived as more “clean.” Predictably, the Nordic nations of Denmark, Finland and Sweden score the best, with little difference from a decade earlier.
What’s interesting is how trends have changed in many other nations since 2011. Italy, Greece and the Baltic states appear to have made notable progress in cleaning up corruption.
Scores for Hungary and Cyprus, meanwhile, are deteriorating.
(Macrobond users can toggle between this visualisation and an alternative “candlestick” chart.)
Brazilian currency volatility, from Lula to Bolsonaro and back
This double-paned visualisation explores volatility and the exchange rate for Brazil’s currency under different presidential regimes.
The top pane tracks weekly percentage change in the real’s exchange rate against the dollar. A notable spike is seen around the global financial crisis of 2008, as one might expect. However, the sustained BRL-USD volatility since the outbreak of the pandemic is remarkable.
The second pane tracks the exchange rate against the dollar. Over a 15-year period, the broad story is depreciation – but higher prices for Brazil’s commodity exports coincide with a stronger real, as we saw during much of President Lula’s first stint in office.
Post-2020, as the world learned to cope with coronavirus, President Bolsonaro’s Brazil was a global monetary policy outlier, as we wrote last year – hiking rates earlier and harder than most, making the real one of the few currencies to appreciate against King Dollar.
Notably, volatility has been receding since Lula returned to office this year.
Rainfall relief in southern India
As we have previously written, El Niño is back. This phenomenon can result in droughts for some Asia-Pacific nations and heavy rain in others. (In May, we wrote about how Thailand’s rice crop was threatened.)
This chart tracks South India, which experiences a monsoon period from June to September every year. The nation’s meteorological department recently confirmed that South India had its hottest, driest June in more than a century.
This chart’s Y axis tracks the positive and negative percentage rainfall difference from the historic average over the calendar year. It tracks both 2023 and the highs and lows from 2020-22. The line for 2023 indeed shows the lower-than-average rainfall in June, while also showing a return to the historic average so far in July.
This visualisation also shows the power of Macrobond’s granular, regional data. Users can access even more local micro-geographies if needed.
US mega-stocks defy gravity
In May, we studied how the largest companies in the US – especially Big Tech – were almost solely responsible for gains by the S&P 500.
This visualisation tracks 3 ½ years of performance by the 10 biggest US stocks by market capitalisation: Meta, JPMorgan, UnitedHealth, Berkshire Hathaway, Tesla, Nvidia, Alphabet, Amazon, Microsoft and Apple.
After swooning through 2022, their combined market cap is almost back at its all-time high. The outperformance by Meta, Microsoft and Apple since January is particularly notable.
Some might say the present period has parallels with the early 1970s “Nifty Fifty” bull market. These were viewed as can’t-miss, buy-and-hold, blue-chip equities, and investors piled into them even after valuations became stretched. (They subsequently underperformed.)
Decoding July performance patterns: analysing the US stock market (S&P 500)
This chart analyses the performance of the US stock market (S&P 500) during the month of June. It uses data from 1928 to 2023 to show the average performance of the index up to a specific date within the month. For instance, the values on July 4th represent the average performance of the S&P 500 index up to that date for every July 4th from 1928 to 2023.
The chart consists of two sections. The first section is a simple line chart that illustrates the typical pattern of the US stock market. It shows that the market tends to have a strong start at the beginning of the month, levels off and slightly declines around two-thirds of the way in, and then rebounds towards the end. On average, by the end of July, the month-to-date performance of the market is 1.4%.
The second section is a unique bubble chart where the size of each bubble corresponds to the strength of the month-to-date performance figure. The bubble representing July 2nd, for example, has a month-to-date figure of 0.3% and is the smallest bubble. Conversely, the bubble representing July 28th has a month-to-date performance of 2.1% and is the largest bubble.
Recovery trends and real estate implications: London tube and New York subway usage
This chart looks at London Tube and New York Subway usage from 1st March 2020 through to 2023. It uses daily data to track passenger levels across each day of the week and expresses these levels as a percentage of pre-pandemic levels.
We can see that on average, both London and New York are seeing a gradual move back towards what was considered “normal”. London underground usage is around 80% of pre-pandemic levels, while New York City subway usage is around 70%. Could the rising trends in these charts bode well for a recovery over time in office, retail, and commercial real estate more broadly? Or will the “new normal” of reluctance to travel on Monday and Friday continue to weigh on these sectors?
Comparative analysis of government bond yields: Spain, France, Germany, and the EU
This chart uses Macrobond’s Yield Curve analysis to illustrate the full term-structure of a selection of European countries’ government bonds. We chose Spain, France and Germany, and compared this to the EU.
The EU is paying more to borrow with its joint bonds than the bloc's leading members, denting the appeal of common issuance for those countries and emboldening opponents of fresh debt sales. During the global bond sell-off of the past year, the EU's borrowing costs rose more swiftly than those of many member states.
Today, they have risen above French borrowing costs, even though the EU's AAA credit rating outshines France's AA status. At shorter maturities, Brussels’ yields are even higher than those paid by Spain and Portugal - long considered among the bloc's riskier debt markets.
Deflation concerns in China: Unravelling the rapid decline in CPI
As the world is gratefully watching the apparent cooling of US inflation, the latest CPI numbers from China are potentially dropping too quickly, raising concerns about deflation in the world’s second biggest economy.
In the heatmap above, we have decomposed the China CPI data, highlighting a rising trend in red and a slowing trend in blue. The latest headline CPI number dropped to 0% in June, but we can still observe a significant rise in Clothing and Tourism, which may have been boosted by China’s reopening. Worryingly, there are large areas of blue in Food and Energy, which sum up to 45% of the weight of the headline CPI. Specifically, pork and beef prices are cooling down significantly, as well as fuel and transportation.
Fiscal balance trends in emerging markets: Impact of falling energy prices in Middle East and Africa
This chart looks at fiscal balances across a universe of emerging markets, and expresses them as percentages of their respective GDPs. Bars represent the 2023 value, while markers represent the 2022 values. Countries are colour-coded by the region they belong to, as shown by the legend.
This colour coding helps shed light on some interesting broad trends across emerging markets. Firstly, we can see that nearly all Middle Eastern countries’ fiscal balances have worsened, perhaps as a result of falling energy prices. African countries seem to have improved their situations over the last year, possibly for the same reason?
Unveiling UK immigration trends: Shifts in EU and non-EU migration and labour shortages
This chart examines UK immigration levels from 2010 to the end of 2022 using data on long-term migration. The figures are based on rolling 12-month estimates and are categorized into EU immigrants, Non-EU immigrants, and British. Over time, EU migration has gradually decreased while Non-EU immigration has increased, with a significant shift occurring after Brexit. Given overall immigration has actually increased, it is interesting that the UK suffers from acute labour shortages and the jury split on whether the pandemic or Brexit is to blame.
Exploring UK real income trends: Assessing the impact of parliamentary terms on income growth from Blair to Sunak
This chart looks at real income growth across percentile bands over the course of the last 6 parliaments in the UK. Starting from Blair’s landslide victory in 1997, through his second term (the kaleidoscope has been shaken), all the way to Sunak today, we look at how real incomes changed over the course of parliamentary terms. We highlight the 10th and 90th percentiles in midnight blue and crimson red respectively to display the divergence in real income growths. All other grey lines in between represent the other income percentile bands (20th, 30th, 40th, 60th, 80th).It's clear that UK income growth has been declining for some time but what could the culprits be? The GFC? Austerity? Brexit? The pandemic? Or perhaps it is the combination of them all...
The much tighter labour markets of southern and eastern Europe lead the OECD
This dashboard visualises the tight state of labour markets across the OECD member nations. The green dots representing present-day unemployment rates are well to the left of the red dots (the 2000-2022 average) for almost every country.
(ECB President Christine Lagarde recently remarked that service-sector companies scarred by the pandemic may be engaging in “labour hoarding,” even as rates rise, fearful of being unable to recruit should growth strengthen.)
The nations are ranked from top to bottom by their divergence from that historic norm.
The cluster of former “peripheral” eurozone members that suffered the most in the early 2010s is notable at the top – as are central and eastern European nations that might be said to have completed their post-Communist transitions: Slovakia leads the table with a remarkable 7.3 percentage point reduction in unemployment.
Inflation-adjusted gold prices are high, but they’ve been much higher
With gold prices hovering near their all-time high in nominal terms, our chart adjusts this classic inflation-hedge investment to reflect inflation.
This histogram’s X axis breaks down daily gold prices since 1968 into buckets USD 150 wide. The current USD 1,800-1,950 range is highlighted in red: as of yesterday, gold was trading at about USD 1,915 per troy ounce (compared with the all-time high – unadjusted for inflation – of USD 2,072 in 2020).
The Y axis tracks the absolute number of occurrences in a given range; the frequency (percentage) is shown above each bar.
For the curious, the inflation-adjusted peak gold price was USD 3,300 in the 1980 spike (which was driven by high inflation, oil shocks and geopolitical upheaval).
Inflation has obviously supported gold once again, but central-bank purchases have too: these institutions reportedly hoovered up 1,079 tonnes of bullion in 2022 – the most since records began. This trend is not unrelated to geopolitical upheaval: central banks in China, India and Russia are concerned about how US sanctions froze reserves held in dollars, euros and pounds.
The US manufacturing construction boom offsets residential weakness
US construction has been resilient through a historic rate-hiking cycle. That’s partly due to a backlog of pandemic-delayed projects. But it’s also a result of President Biden’s ambitious industrial policy programs.
The Inflation Reduction Act and the CHIPS Act aim to boost domestic investment in clean-energy technology and repatriate the production of key supply-chain products, such as semiconductors. (European observers have worried that the continent’s companies will divert investment to the US as a result.)
Our chart visualises two decades of US building activity, breaking down the year-on-year rate of change by contributions from residential construction, manufacturing and everything else.
The overall rate of change today is flat – a stark contrast to the plunge (and abandoned projects) that followed the subprime meltdown and GFC. A pullback in residential has been offset by manufacturing construction reaching a multi-decade high.
As the second panel shows, the absolute level of spending on manufacturing construction has more than doubled in just two years, reaching USD 200 billion.
Swiss inflation is back in the pre-pandemic comfort zone
Remember the pre-pandemic days when a 2 percent inflation target was the de facto standard for many central banks? Switzerland recently became the first developed economy to head back to the “old normal,” perhaps giving hope to other inflation-fighting central bankers.
CPI and core CPI, excluding food and energy, are both back inside the Swiss National Bank’s target range, as shown in grey on our chart.
To be sure, the Swiss had one of the least severe inflationary episodes among developed economies, and the SNB remains cautious, saying more rate hikes are likely in the coming months.
In search of the Fed’s “supercore inflation” for wages
Federal Reserve Chair Jerome Powell introduced a new concept this year with “supercore inflation,” which excludes housing from core personal consumption expenditure (PCE) metrics – aiming to zoom in on prices for services, and by extension, wages.
The “supercore” economic indicator doesn’t actually exist, so we decided to create it.
This chart tracks overall core PCE (which excludes food and energy), core PCE for goods, the housing components of the PCE. We then calculated a services PCE excluding housing and added it to the chart.
The four lines are quite divergent. While goods inflation has faded strongly, the soaring housing component has only recently peaked after accelerating for more than two years.
“Supercore inflation” has stubbornly plateaued for longer, running at about 4.5 percent. No wonder Powell has been hinting that more rate hikes are coming.
China’s weak yuan: undervalued or still overvalued?
When China reopened, its currency rose – but the gains were short-lived as economic optimism faded. The yuan touched seven-month lows this week as a gauge of services activity fell more than expected. Meanwhile, the PBOC has implied it will move to support the currency if needed.
Given this context, is the yuan overvalued or undervalued? Our chart applies two analyses: Purchasing Power Parity (PPP) and Interest Rate Parity (IRP). It compares the spot CNY-USD rate to a theoretical exchange rate that perfectly reflects these theories. The second panel shows periods of “overvaluation” (2019-21) and undervaluation, which is the case today. (Macrobond clients can click through to see the methodology, which involves FX rates, CPI and bond yields.)
PPP theory suggests identical goods should be traded at the same price across countries – and FX movements should thus reflect relative inflation, which is higher in the US. PPP theory thus suggests the USD should depreciate.
As for IRP, it assumes an international market with free flow of capital (which, of course, isn’t the case for China). An arbitrage opportunity, or “carry trade” generating easy profit from borrowing in low-yield countries to invest in high-yield ones, will arise if exchange rates don’t reflect interest rate parity. IRP theory would call for the yuan to appreciate to about 7 per dollar.
What did equities do after past tightening cycles?
The Fed “pivot” is taking a long time to arrive, with futures trading now anticipating the first rate cut might not occur until mid-2024. In anticipation of that day, what lessons does history have for equity performance?
This chart shows how the S&P 500 performed in the 12 months that followed the end of the last six hiking cycles. We also added the average performance for these six time periods. (The chart uses only price return, ie. capital appreciation, ignoring dividend income.)
The only 12-month period with a negative return was the one that followed the dot-com crash.
Japan is employing ever more immigrant workers
With an aging population causing a labour shortage in some industries, historically immigration-averse Japan has been welcoming more and more foreign workers. As the Wall Street Journal recently wrote, it’s also loosening regulations, potentially letting them stay in the country for good.
As our charts show, the numbers have quadrupled in just 15 years – and the foreign-born now account for 2 percent of the total labour force. The effects in the services, retail and hospitality sectors are easily seen in this visualisation.
The number of foreign-born construction workers is small, but also notable, taking an upturn in the run-up to the 2020 Olympics.
More nations join the US-led disinflation
This visualisation tracks inflation in developed markets before, during and after the pandemic.
Red squares indicate months where inflation was speeding up; blue squares represent decelerating inflation; and the white line measures the percentage of countries where price increases were accelerating year on year.
The peak global inflation in the winter of 2021-22 is clearly visible – as is the inflation slowdown that broadened in 2022-23. The US and Canada were first to experience sustained disinflation, with Europe following.
Two decades of central bank decisions: DMs vs EMs
Aiming to visualise a truly global perspective on how monetary policy has evolved, this chart aggregates inputs from central banks around the world – split into a selection of developed and emerging markets. It shows whether a central bank’s most recent move was a hike or a cut.
The Covid-driven emergency stimulus of early 2020 was unprecedented in its breadth: nearly 100 percent of the world’s central banks were cutting rates. By contrast, during the global financial crisis of 2008-09, a few EMs were still hiking as developed markets slashed rates.
The current cycle is also showing a divergence between the two groups. A few emerging markets have started cutting rates this year, but no developed markets have. (Strictly speaking, Japan’s last move was a cut, but that was in 2016, when it moved to negative interest rates.)
Inflation has resulted in downward real GDP revisions
Macrobond’s revision history function lets users see how perceptions of the recent past contrast with the final analysis. In this case, we examine economic growth adjusted for inflation.
The macro story of 2023 is how the US has avoided recession (or, at least, postponed it). But stubborn inflation is offsetting some of that good news.
Data published yesterday confirms that for three consecutive quarters, real GDP has been revised downward from the initial estimate.
Waning equity yields: even three-month Treasuries have caught up
Last week we examined the death of TINA – the narrative during the ZIRP years that “there is no alternative” to investing in equities. After more than a year of rate hikes, there are definitely viable alternative investments today.
This week’s chart revisits the topic. We tracked the S&P 500 earnings yield with the yields from top-rated (Moody’s Aaa) US corporate bonds and three-month Treasuries over recent decades. (The second panel expresses this relationship a different way, tracking the yield spread versus three-month Treasuries for the US stock benchmark and top-rated corporates.)
The current moment is the first time that all three yields have roughly converged since 2007. And for the first time since the early 2000s, the S&P 500’s earnings yield has crept below the three-month Treasury yield.
The corporate bond line is even more notable: debt issued by the strongest companies is yielding less than short-term Treasuries – the first time that has happened since at least 1989.
Equity risk premiums are at the lowest since the GFC
Following on the previous chart, we examine the limited allure of equities through another prism. Stocks are supposed to be riskier than bonds in exchange for higher returns over time – but increased risk comes with less reward these days.
The chart above uses FactSet data to calculate a simplified “equity risk premium” for US stocks: it subtracts the 10-year Treasury yield from the equity earnings yield.
The risk premium is at its lowest since 2007, edging outside the one-standard-deviation range of the past two decades.
Equity valuations are high, and bond yields have risen significantly, limiting the excess returns investors can generate from stocks.
Labour participation after Covid
This chart tracks different countries’ participation rate – defined as the percentage of the population that is either working or actively looking for work.
The workforces of major economies have made up all the lost ground from the pandemic – and in some markets, trends are defying demographic change.
In Australia, Japan, and the euro area, participation is higher than it was at the start of 2019 – even as the population ages.
The UK is different from its Continental neighbours. Early retirement surged after the pandemic. Long-term sick leave is also pushing down labour force participation.
Chinese households avoid borrowing
Is China’s great reopening stuttering? Bank lending gives cause for concern: domestic credit growth has been weaker than expected, and there’s an interesting bifurcation in the data.
As our chart shows, on a twelve-month cumulated basis, new lending is growing year-on-year. But demand is solely driven by non-financial enterprises.
Since January 2022, new household loans have been shrinking, as seen by the swath of orange-coloured bars in negative territory – something rarely seen in the previous few years.
This is the context for this month’s rate cuts by the central bank, which is keen to boost the recovery.
The Fed dot plot creeps toward tighter for longer
The Federal Reserve “dot plot,” the de facto monetary-policy forecast, entered the lexicon about a decade ago. It polls seven Fed board members and presidents of the 12 regional Feds. The resulting 19 dots show where central bankers see the Fed funds rate going.
This chart compares dot plots for the two most recent Federal Open Market Committee meetings in March and June.
The June 14 FOMC saw the Fed hit the pause button on rate hikes, saying it wanted to “assess additional information.” But look at the dot plot from that meeting and a more hawkish tone emerges.
Most members now expect the fed Funds rate to average 5.6 percent during 2023, compared with the current 5-5.25 percent range, indicating that additional hikes should be expected in the near term.
For 2024, most of the policy makers are plotting higher rates than they were three months ago. Expectations are creeping higher for 2025, as well.
Scatterplotting the UK inflation crunch
The inflation surge is easing in many countries, but its stubbornness in Britain is proving to be a global outlier. Data this week showed that the consumer price index rose 8.7 percent in the year to May, defying expectations of a slowdown.
This chart breaks down that CPI number, showing the components with the highest and lowest inflation (the x-axis), adding their month-on-month trends, and cross-referencing these sectors with their weighting (the y-axis).
Food is heavily weighted in the CPI and has been experiencing by far the most pronounced inflation, approaching 20 percent in the previous month. The year-on-year pace slowed in May, but remained well above 17 percent.
Restaurants and hotels also have a heavy weighting, and inflation in that segment accelerated slightly from a month earlier. (That’s the kind of services inflation might be worrying the Bank of England the most, showing how higher wages are feeding into core inflation measures that exclude food and energy.) Healthcare has a smaller weighting, but also showed a notable inflation pickup versus April.
TINA no more as alternatives to equities look good
Amid a decade-plus of low rates, many investors came to believe “there is no alternative” to equities – a mantra known by its acronym, TINA. But as rates go higher, other investment alternatives are increasingly attractive. (Or, TARA. “There are reasonable alternatives.")
This candlestick chart aims to show the power of Macrobond’s data by examining the post-1990 range and recent trends for the S&P 500’s earnings yield, corporate credit, six-month Treasury bills, and three-month cash deposit yields. The latter three all offer returns that are competitive with the US stock benchmark and are significantly above their median historical yields – and much higher than they were at the start of 2022.
At their current yield of around 4.5 percent, stocks aren't really on track to deliver inflation-busting returns – and are riskier than these other investments.
The monetary experiment in Turkish central banking
Turkey followed an unconventional monetary-policy approach in the years before President Erdogan’s recent re-election: cutting key interest rates and letting inflation soar to multi-decade highs. Capital fled Turkey, aggravating the collapse of the lira. The central bank’s reserves withered as it attempted to maintain currency stability.
As this chart shows, the historic relationship between rates and inflation was shattered in 2021 – a stark contrast from the central bank’s hard-fought battle to tame inflation two decades earlier.
Following his re-election, Erdogan appointed a new central bank chief with a mandate to bring down inflation. The recent jump in the repo rate from 8.5 percent to 15 percent reflects yesterday’s central bank meeting; monetary tightening probably isn’t over.
Journalism keeps shedding jobs
Traditional media companies, unable to find a sustainable response to free content on the Internet and fragmenting audiences, have been shedding staff for two decades now (a subject close to COTW’s editor’s heart).
This year, there was another blow: an advertising cutback as the economy slows. (Perhaps AI will replace editors at a large scale next.)
This chart tracks the calendar-year progress of layoffs in the US media industry in recent decades. As of May, 2023 has had the most layoffs of any calendar year up to that point. The only years showing similar patterns were recessionary: 2001, 2008, 2009 and 2020.
Recent high-profile cuts occurred at the Los Angeles Times and Washington Post. New platforms aren’t immune: the Athletic, a high-profile disruptive online sports-journalism platform bought by the New York Times just last year, is letting go 4 percent of its journalists. And perhaps most notably, Vice Media has filed for bankruptcy.
Producer prices fall across the OECD but CPI stubbornly refuses to follow
This chart compares how companies and consumers are experiencing inflation across the OECD nations.
The producer price index (PPI) is a measure of the average change in prices that an economy’s domestic producers receive for their output. It’s often considered a leading indicator for consumer price inflation (CPI) – with the lag in recent years estimated at about three months.
In the most recent quarter, we’ve seen PPI drop for most OECD countries – but CPI is still increasing for almost all of them, though it’s slowing.
Note Norway, the nation with the most pronounced PPI drop. We’ve written about the nation’s peculiar “hyper deflation” before – a byproduct of its hydrocarbon-dependent economy and year-on-year comparisons to the price surges that followed Russia’s invasion of Ukraine.
A heat map for natural catastrophe vulnerability
We’ve repeatedly highlighted concerning weather-related data. As the climate becomes more volatile, which nations are most vulnerable to catastrophe – and which ones have best prepared themselves to cope?
This chart measures these dangers using indexes designed by Germany’s Alliance Development Works. They differentiate between exposure to disaster and state vulnerabilities – such as deficiencies in state “coping capacity” (such as infrastructure, insurance and healthcare) and future-oriented “adaptive capacity” (reduction of disparities, climate protection and disaster prevention). More information on the methodology can be viewed here.
The Philippines, India and Indonesia have the worst overall scores, which is concerning given the anticipated multi-year disruptions from El Niño – the Pacific Ocean phenomenon that affect Southeast Asia.
China, on the other hand, has by far the world’s worst exposure to natural disasters, but has been building its state capacity – resulting in an overall benign score. A similar trend is seen in Japan.
The up and down arrows measure whether nations have made progress in the various categories versus 15 years earlier – or if dangers for citizens are getting worse.