Charts of the Week
Latest
Tesla leads valuation gaps; equities zoom for Gen-Z and US tech outpaces Europe
Semiconductor valuations soar amid growth hype
What the chart shows
This table displays MSCI World valuations across industries, measured by key financial metrics: trailing price-to-earnings (P/E) ratio, 12-month forward P/E ratio, price-to-book (P/B) ratio and dividend yield. Each metric is colour-coded according to 15-year Z-scores, ranging from blue (indicating lower valuations) to red (indicating higher valuations.) Industries are ranked by their average Z-scores, providing a comparative view of relative over- and undervaluation.
This metric provides a normalized view of valuations relative to historical benchmarks, helping investors and analysts identify areas of potential overexuberance or overlooked opportunities.
Behind the data
As of November the semiconductor industry stands out as the most overvalued sector, driven by high trailing P/E and P/B ratios – both exceeding two standard deviations above the historical average. This overvaluation may reflect heightened investor expectations, fueled by strong demand from high-growth areas such as artificial intelligence and electric vehicles.
Conversely, industries such as food products, beverages, personal care and automobile components appear undervalued, potentially due to their perception as mature, lower-growth sectors.
US-European stock divergence driven by tech
What the chart shows
This chart compares the performance of the S&P 500 and STOXX 50 indices, along with the relative performance of S&P 500 Information Technology to STOXX Technology, before and after the Global Financial Crisis (GFC). The indices are rebased to the end of 1989 for pre-GFC comparisons and the end of June 2009 for post-GFC comparisons. The purpose of the chart is to highlight the divergence in equity performance between the US and Europe, particularly in the technology sector – underscoring the pivotal role of technological innovation in driving equity markets.
Behind the data
Before the GFC, US and European stock markets experienced broadly similar growth trajectories. However, post-GFC, US equities, particularly in the tech sector, outpaced European ones. Key factors include:
- The US has consistently led tech innovation, evidenced by its higher rates of patent grants and the dominance of major US tech companies globally.
- The US recovery after the GFC was supported by sizeable fiscal and monetary policies, whereas Europe faced prolonged challenges stemming from the European sovereign debt crisis.
- The S&P 500 has a higher weighting of technology stocks, which have been major growth drivers since the GFC. Meanwhile, although the STOXX 50 has a notable tech weight, it is more focused on traditional sectors like consumer, industrial, and finance. Additionally, European tech stocks have underperformed compared to the US due to differences in innovation and market dynamics.
While the US maintains its lead, Europe has taken a more regulated approach, emphasizing consumer protection, transparency and sustainable innovation. This environment may help Europe close the gap with US tech over time, balancing growth with accountability.
How the S&P 500 has grown across generations
What the chart shows
This chart visualizes the cumulative performance of the S&P 500 segmented by population generations, measuring returns up to the point when the average member of each generation reaches 20 years old. Cumulative annual growth rates (CAGR) are calculated using the midpoint of generational birth ranges, as defined by the Pew Research Center. For instance, Generation Y (Millennials) includes individuals born between 1981 and 1996, with a midpoint of 1989. Each generation is represented by a distinct colour; the shaded areas beneath emphasize generational differences in market returns. This chart serves to highlight long-term market trends and generational economic contexts, offering insight into how cumulative market growth reflects broader economic expansion over time.
Behind the data
In 2024, the average member of Generation Z (Zoomers) reached 20 years old, by which time the S&P 500 had delivered a cumulative return of 430% for investments made at the time of their birth. This growth mirrors levels seen during the dot-com bubble and just before the GFC - periods that defined the childhood and teenage years of Millennials. This chart underscores a striking pattern: with each new generation, the US stock market has reached higher cumulative levels, reflecting robust long-term economic growth and market expansion. However, these high-growth periods also coincide with subsequent economic corrections, reminding us of the cyclical nature of markets and the importance of understanding historical contexts in evaluating generational investment performance.
Tesla leads Magnificent 7 valuation gaps amid speculation on Trump impact
What the chart shows
This table leverages Quant Insight's Macro Factor Models to evaluate the stock prices of the “Magnificent 7” against various macroeconomic indicators. By comparing actual stock prices to model-derived fair values, it identifies which stocks are currently undervalued or overvalued.
Key metrics include:
- Actual price: The current market price in USD.
- Model value: The price derived from Quant Insight’s macro models in USD.
- Percentage gap (5-day MA): The difference between the actual and model price as a percentage, smoothed over a 5-day moving average.
- Fair valuation gap (Standard deviation): A measure of how far the stock's price deviates from its model value, in standard deviation units.
- Model confidence (R-squared): The strength of the model’s predictive accuracy, where higher values indicate greater confidence in the valuation estimates.
Behind the data
Tesla is currently the most overvalued stock in the Magnificent 7, reflecting heightened investor speculation, which earlier this month was fuelled by optimism surrounding Elon Musk's influence on President-elect Donald Trump’s administration. In contrast, the valuations of other companies in the group remain closer to their fair values, with smaller gaps in both percentage terms and standard deviations. This suggests that macroeconomic conditions have a more neutral impact on these companies.
Dollar positioning and DXY performance reflect mixed market sentiment
What the chart shows
This chart presents non-commercial dollar positioning across various foreign exchange (FX) rates alongside the quarterly performance of the DXY index, a measure of the US dollar’s value against a basket of major currencies. It provides a visual representation of how speculative market positioning and dollar index performance have evolved over time.
Behind the data
Since the US election, forex have shown unexpected mixed patterns, with the USD experiencing a notable surge. This increase was driven by investor apprehensions over tariffs, trade wars and rising bond yields, leading to a reassessment of expectations for US rate cuts. The euro and the Mexican peso were particularly impacted, each declining by approximately 2.8%.
Despite the dollar’s strength, speculative positioning reflected a mixed outlook. Gross USD long positions against eight International Monetary Market (IMM) futures contracts remained steady at USD17.5 billion, suggesting hesitancy around further dollar appreciation. This stability reflected offsetting movements, such as speculators covering short positions in the euro and sterling, which reduced overall short exposure by USD1.9 billion and USD0.9 billion, respectively. Meanwhile, net selling pressure concentrated on the Japanese yen and the Canadian dollar. Interestingly, the Dollar Index shifted to a net short position of 2,322 contracts—a level not seen since March 2021. This suggests market participants are exercising caution, balancing concerns over the dollar’s recent strength with skepticism about its continued rise.
Falling job quits eases pressure on the Fed
What the chart shows
This chart highlights key labour market dynamics and their implications for inflation and monetary policy. The navy line represents the three-month moving average of the Federal Reserve Bank of Atlanta’s median nominal wage growth, while the green line tracks the US job quits rate shifted nine months ahead. The semi-transparent navy line illustrates predicted nominal wage growth based on the quits rate, accompanied by a shaded 95% confidence interval for the prediction. A dotted line at about 2.25% marks the pre-GFC average nominal wage growth, capturing a historical inflationary baseline.
By visualizing this predictive relationship, this chart shows how changes in job quits—a proxy for worker confidence and mobility—can influence wage growth. This, in turn, sheds light on future labour market trends, inflation dynamics and the potential trajectory of Federal Reserve (Fed) monetary policy.
Behind the data
Declines in the job quits rate signal shifting labour market conditions that may lead to slower wage growth. Lower quits could reflect reduced worker confidence, limiting their ability to negotiate higher wages or seek better-paying opportunities. Increased labour force participation also increases the labour supply, easing wage pressures.
These factors collectively stabilize employment conditions and costs. In the current US context, the decline in quits suggests nominal wage growth may drop below 4% in the coming months. This projection aligns with a potential loosening of the Fed policy, as slower wage growth could reduce inflationary pressures, giving the Fed room to ease monetary conditions.
China’s tightening financial and monetary conditions weigh on credit growth
What the chart shows
This chart illustrates the relationship between China's financial and monetary conditions and total loan growth from 2011 to 2025. The YiCai Financial Conditions Index captures variables such as interest rates, sovereign term spreads, interest margins and asset prices. The Monetary Conditions Index is derived using principal component analysis (PCA) and incorporates key indicators including loan prime rates, the reserve requirement ratio (RRR) for large banks, lending rates and government bond yields.
By visualizing the interplay between these metrics, the chart highlights how China’s financial and monetary factors influence credit growth and, by extension, the broader economy. It helps contextualize the effectiveness and trajectory of policy interventions, shedding light on the challenges China faces in balancing economic stability with growth.
Behind the data
Since the GFC, China’s financial and monetary supports have gradually decreased, as reflected in the year-over-year changes in financial and monetary conditions. This trend aligns with the moderation in overall credit growth, shown by the downward trajectory of the blue line. Recent economic developments suggest that China's policy adjustments have become more cautious, with skepticism surrounding the effectiveness of large-scale stimulus. This underscores the challenges in sustaining robust growth amid global uncertainties and structural transitions.
Chart packs
Tracking inflation’s breadth in the eurozone
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.
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.