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Charts of the Week

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

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

The Powell spread, money market inflows and trouble in Sweden

The Powell spread is looking recessionary again

We have previously written about the “Powell spread.” The Fed chairman’s preferred recession indicator, and a measure of investors’ expectations, it compares the yield on a three-month Treasury bill and its implied yield in 18 months’ time.

As Powell said a year ago, “if it's inverted, that means the Fed's going to cut, which means the economy is weak."

Our chart tracks the Powell spread using ICAP Forward rates. Recession watchers will note that after easing earlier in 2023, it’s now at its most inverted in at least two decades. 

Charts of the Week: Powell's favorite recession indicator pushes further into negative territory

Housing deflates unevenly around the world

Across most of the developed world, higher interest rates and the more expensive mortgage payments that result are taking their toll on housing markets. In many nations, housing starts, transactions and prices are all contracting. In the US, a further hit could come from the recent bout of banking turmoil, which may cause smaller banks to tighten lending standards.

Our chart tracks home prices in several OECD nations in the months before and after their peaks. While the overall trajectory is similar, there is a divergence between markets. Countries with higher shares of fixed-rate mortgages, for example, tend to experience delayed rate impacts. 

Canada stands out on this chart as it has barely lost ground from its peak. The Canadian panelist among the experts in our recent real estate webinar predicts a greater downturn is ahead. 

The declines in housing markets show few signs of abating

Sweden and its stubborn inflation

Inflation is hitting many countries, but it has proven especially strong and persistent in Sweden, exacerbated by the krona’s weakness against the euro. Sweden has also done less than some other European nations to shield consumers from the energy price shock. 

Core inflation figures for February surprised on the upside. Under pressure from politicians, supermarkets recently announced price cuts.

Our chart tracks the nation’s consumer price index (CPI) and projects central bank forecasts, past and present. The grey lines show how the Riksbank overestimated inflation pre-pandemic; consistent forecasts for 2 percent CPI growth were followed by flat prices, circa 2012-2015.

The current forecast (in orange) doesn’t anticipate inflation will fall below 2.5 percent until the end of next year. That would still be a higher inflation rate than that seen at any time between 2011 and the pandemic.

Sweden: inflation and Riksbank forecasts

Swedish wages washed away by an inflation waterfall

Unsurprisingly, the inflation spike has impacted wage negotiations. Labour unions demanded an increase of 4.4 percent, turning down mediators’ offer of a 3.7 percent wage hike this year and 2.8 percent next year. 

As our chart shows, even if the unions get what they want, real wage growth will be thwarted by the various components of inflation.

The last time real wage growth was so poor was in the 1980s. Nevertheless, the Swedish National Institute of Economic Research predicts that real wage growth will turn positive again next year. 

Sweden earnings vs inflation

Floating rates mean sinking Swedish home values

As an earlier visualisation in this chart pack showed, Sweden is a nation where house prices are on a relatively swift downward trajectory. Given the prevalence of floating interest-rate mortgages in Sweden, tighter monetary policy has more of an immediate hit on household budgets.   

This chart graphs house prices for Sweden as a whole, the capital city of Stockholm and the rest of the municipalities tracked by Valueguard – by way of percentile and “high-low” bands tracking the dispersion.

It shows how the decline is hitting the whole country at once – the first time that has happened since our data partner began compiling the figures. (One is reminded of the subprime crisis-driven US downturn, the first time there was a housing bust on a national scale.) 

US bank deposits shrink as money market appeal grows

The Silicon Valley Bank affair focused minds on the FDIC’s deposit insurance limit of USD 250,000. Amid concern that deposits over that sum might not be safe, funds flowed out of smaller, regional US banks.

However, deposits at the 25 largest US banks had been shrinking well before the SVB crisis, and inflows from spooked regional bank depositors didn’t reverse this trend – as our chart shows. (The chart tracks the rate of change; inflows turn to outflows at zero on the Y axis.)

Where were the funds going? Probably into money markets.

As the chart shows, US money-market funds’ assets are now USD 500 billion higher than they were twelve months ago. After almost a year of steady interest-rate increases, low-risk assets are finally generating more appealing yields.

Tracking the defense spending laggards in NATO

Members of the NATO alliance meet in Lithuania in July. 

As Russia’s war in Ukraine moves into its second year, NATO Secretary-General Jens Stoltenberg wants member states to pledge to spend at least 2 percent of their GDP on defense.

At the end of 2021 – and as Presidents Trump and Obama both complained about – few of the non-US NATO members surpassed that 2 percent threshold, as our chart shows. (This has been changing since Russia invaded Ukraine, with nations rethinking previous stances and replenishing weapons stocks depleted by supplies to Kyiv.)

The larger the bubble on the chart, the bigger share of its budget that a nation spends on defense. Among the states that will meet Stoltenberg’s pledge, Britain’s annual military outlay dwarfs the rest in absolute terms. 

Export weakness is deflating reopening optimism in China

China might have hoped for more of a boost from reopening its economy, but that’s being thwarted by sluggish global demand for its exports.

As our chart shows, monthly exports have been falling on a year-on-year basis for five months. (To be sure, a year earlier, export growth was especially healthy amid the pandemic-driven consumption boom.)

The future of this trend will depend not just on the depth of the next recession, but trade tensions between China and the US, as some companies pursue “reshoring,” “near-shoring” and “friend-shoring” strategies that shift production out of China. 

The Fed balance sheet grows, CoCos turn risky, and the outlook for real estate

Slicing up the emergency balance sheet expansion at the Fed

The Silicon Valley Bank crisis prompted a sharp reversal of the Federal Reserve’s effort to shrink its balance sheet. The Fed had been letting securities mature for months, gradually reducing the stockpile of bonds accumulated during waves of quantitative easing.

In just two weeks, the balance sheet expanded by more than USD 339 billion. This pie chart breaks down that increase and its two main components: the bailout of depositors and last-resort lending.

About USD 180 billion was loaned to the Federal Deposit Insurance Corporation, classified under "Other Credit Extensions." Traditionally, the FDIC borrows from the Treasury; however, the Fed stepped in amid the current political standoff over the debt ceiling.

Primary Credit jumped by USD 105 billion due to lending through the "discount window," normally a last-resort funding source. This topped the weekly peak in 2008, reflecting the stress on banks’ funding as higher rates pressure their fixed-income assets. 

The Bank Term Funding Program grabbed the headlines; this limited-time, emergency facility provides liquidity to banks. It’s been a relatively small slice of the pie so far, accounting for about USD 53 billion.

Credit Suisse CoCo wipeout sends AT1 yields soaring

The emergency takeover of Credit Suisse by its domestic rival UBS sent shockwaves through a particular securities market: Additional Tier 1 bonds, known as AT1 or CoCos (contingent convertible bonds).

AT1 securities were created in Europe after the 2008 financial crisis to bolster banks’ capital and shift risk away from taxpayers. 

Controversially, Swiss regulators ordered that Credit Suisse’s AT1 holders be wiped out as part of the rescue, in contrast to equity holders (like the Saudi National Bank) that received small payouts from UBS as part of the deal.

Our chart shows the impact on the USD 250 billion CoCo market. Yields have soared, tripling from their lows, as these instruments are now perceived as much riskier. The second panel shows that the ICE BofAML benchmark has slumped about 20 percent from its pandemic peak. 

Some of the Credit Suisse AT1 holders are considering legal action; meanwhile, EU regulators have attempted to calm the market, saying that equity holders should be first to absorb losses before AT1s are written down. 

Visualising a risk dashboard for banking turmoil

With the banking industry unsettled on both sides of the Atlantic, we have created a visualisation of the European Banking Authority’s risk dashboard that can be toggled between different countries.

Each quarter, the EBA publishes a broad range of risk indicators for the banking system. These include capital strength metrics (like CET1 ratios), measures of non-performing loans, and profitability.

Our table includes data up to the third quarter of last year, so it will be some time before it reflects this quarter’s turmoil. It uses the EBA’s own green-yellow-red “traffic light” thresholds for good, intermediate and bad readings.

In the case of Germany, the picture was mixed two quarters ago. Profitability metrics and liquidity capabilities were poor, but banks had strong solvency ratios and asset quality.

Comparing volatility in the equity and rates markets

This chart compares volatility in equity markets – the VIX index – with volatility in the bond market – the MOVE index. Unsurprisingly, the historic relationship between the two is positive: when volatility surges in one asset class, it tends to spread in the other. 

In recent weeks, between the Credit Suisse AT1 wipeout and bets on a Fed “pivot” to dovish monetary policy, market turmoil has been focused on the fixed-income space. Our chart reflects this.

The purple dots reflect the most recent readings of the two volatility indices. MOVE is high; the VIX is not particularly elevated. The historic relationship between stock and bond volatility suggests that the VIX might “normally” be as much as double its current level. 

The South African energy crisis keeps getting worse

South Africa gets 90 percent of its electricity from Eskom, a state-owned utility that has produced steadily less power as it lurches between corruption scandals. As the nation’s population grows, the utility and its old, poorly maintained plants can’t keep up with demand.

The situation is so critical that Eskom resorts to intentional outages, known as “load-shedding,” to prevent a collapse of the national grid.

This visualisation shows how the situation has worsened in recent years. We chart the historic average yearly trajectory of power generation since 2000 against the shrinking production seen in 2021 and 2022. As 2023 rolls on, the January figure was far worse than it was for the two previous years – 2 million MWh below the historic average.

Eskom’s troubles are weighing on economic growth; the nation’s central bank estimates that the energy crisis will cut 2 percentage points from GDP growth this year. Power cuts hurt daily life in a myriad of ways; water shortages result as pumping stations are cut off from energy, while businesses are forced to close.

A decade of doldrums in Latin America

The 1980s are typically dubbed Latin America’s “lost decade.” Many nations were unable to service their foreign debt, while the prices of the exported commodities that were key to many of the continent’s economies were depressed in a hangover from the 1970s boom. 

Interestingly, the past 10 years show an even worse growth trend for the region – whose economic expansion was slower than almost any other part of the world. 

Weak investment and productivity are factors, as was the pandemic; a region with less than 10 percent of the world’s population suffered more than a quarter of all recorded Covid-19 deaths. And commodity prices have only recently recovered their mid-2000s liveliness. 

The International Monetary Fund’s forecasts for the rest of the decade suggest an only somewhat improved trend.

How the Vietnamese currency band widened over the years

Vietnam manages its currency, the dong, by allowing it to trade in a range against the US dollar. As our chart shows, that range has widened over the past two decades as policy makers tolerate greater volatility. 

The dong was under pressure in 2022 as the dollar strengthened, driven by the aggressive Federal Reserve tightening that depressed most emerging-market currencies. 

In October, Vietnam widened its trading band to lessen the pressure on its foreign-exchange reserves (a phenomenon across emerging Asia that we wrote about in December)

The dong-dollar exchange rate is now allowed to rise or fall as much as 5 percent per day, compared with 3 percent previously. The currency’s increased flexibility is important; the central bank unexpectedly cut the rate at which it lends to banks earlier this month, underscoring the need to support the economy.

Real estate and tightening cycles

Higher interest rates are already starting to deflate some of the world’s frothier real-estate markets. Residential mortgage borrowers are seeing payments increase and affordability decrease; developers are finding it harder to secure financing.

But history suggests that a Fed tightening cycle can be a good time to own US real estate. The Fed is usually tightening to control inflation, and real estate is a classic inflation hedge. 

This was certainly the case in the late 1970s, as shown by our chart tracking the extent of rate hikes (the dots) and returns for all categories of real estate (the bars) during recent tightening cycles. As the key Fed rate was hiked more than 1200 basis points, property returned 20 percent a year.

In the much less inflationary 2004-06 rate-hike cycle, property again returned almost 20 percent.

Inverted curves, the SVB effect, and pessimistic Britain

Inverted yield curves through history

Historically, an inverted yield curve – when long-term interest rates are lower than short-term ones – is a good warning that a recession is coming. Traders are predicting that higher borrowing costs will slow the economy, prompting central banks to cut rates in the future.  (We wrote that this was occurring back in June.)

This chart tracks a universe of different US bond-yield spreads, showing the percentage that are in normal (blue and green) or inverted (orange and red) territory at a given moment. (The diffusion index is composed of 15 different US government benchmarks, ranging from 1-month bills to the 30-year, long-term bond.) 

The spiking inverted curves before the early 1990s, early 2000s, GFC and pandemic recessions could not be more obvious on this chart.

For quite some time, observers have been predicting a recession is inevitable as the Fed tightens policy to tame inflation. The bond market agrees: according to our chart, more than 80 percent of the yield-spread permutations tracked are inverted. About 80 percent have an inverted spread above 50 basis points, the greatest proportion in at least 40 years.

Charts of the Week: Rising number of inverted yield curves signal recession

The SVB effect on Fed funds futures

Many people bet on a Federal Reserve “pivot” to dovish policy this year. Few of them probably envisioned a Californian bank failure as the specific catalyst. But the Silicon Valley Bank episode (and Signature Bank, and the subsequent interventions involving First Republic Bank and Credit Suisse) is consistent with the central-banking cliché “tighten until something breaks.”

This chart tracks futures markets to gauge evolving perceptions of the outcome of the March 22 Fed meeting. (We have previously published several different visualisations of Fed funds futures on similar themes.) How have attitudes changed since September?

Consider the green bars on the left-hand side. Six months ago, traders bet there was a 40 percent probability that the Fed would be done its tightening cycle by now and would be cutting rates again. 

As inflation proved sticky, traders swung the other way and refused to rule out the possibility of a massive rate hike of 75 basis points or more (the red ridge). Then inflation slowed, and the consensus view became a 25-basis-point hike (in purple). 

Recent job and inflation reports surprised on the upside, prompting renewed concern that a 50-point hike was quite possible (dark blue). But after SVB, that possibility is off the table; the market expects a 25-basis-point hike – or, possibly, as the grey zone indicates, none at all.

United States: Federal Funds Rate, Futures Based Probabilities for the upcoming FOMC Meeting (2023-03-22)

Digging into US bank deposits and assets in the wake of SVB

As analysts and regulators pore over the wreckage of SVB, they are likely to focus on the duration mismatch between its assets and liabilities (i.e. the “volatile” deposits suddenly pulled by the tech sector and venture capital).

It’s worth examining trends during the pandemic. Deposits surged, while loan demand fell. Banks often placed the difference into securities, as our chart shows – peaking above USD 6 trillion in the first quarter of 2022. 

Accounting standards necessitate that banks designate these securities as either “Available for Sale” (AFS) or “Hold to Maturity” (HTM), meaning they will stay on the bank’s books until they expire. We can see a shift in the second pane; the share of HTM surged, and is now evenly split with AFS securities for the first time since the era of 1990s deregulation.

From an accounting perspective, the two are treated differently. HTM securities eat into liquidity: as banks committed to hold them until maturity, they are tricky to sell if cash is needed in the short term. 

SVB was known for having a significant portion of its securities’ assets classified as HTM, with most of those bought during the recent period of record low rates.

US Commercial Banks & Saving Institutions: Securities held

How big and small US banks swapped roles

The SVB crisis might also lead to an examination of how and why smaller US banks became more aggressive in extending credit. Are they generally more poorly capitalised and overextended compared with larger peers?

This chart tracks banks’ loan-to-deposit ratios over recent decades. Perhaps unsurprisingly, they peaked just before the global financial crisis in the wake of a long credit boom.

Breaking down the behaviour of larger and smaller banks, as defined by the Federal Reserve, reveals interesting trends. Pre-GFC, small US commercial banks had a lower loan-to-deposit ratio than their larger peers (which the Fed defines as the top 25 domestically chartered commercial banks). From about 2012, that started to reverse. 

Recently, ratios for all banks dipped during the pandemic as deposits surged and loan demand weakened. But just before the pandemic, loans represented 90 percent of total deposit liabilities for small banks, compared to just 70 percent (already a record low at that time) for large banks. 

US Banking system: Loans-to-Deposit Ratio by Bank Size

Job openings are easing but remain strong

As tighter monetary policy does its work, the employment market is softening a bit. But job openings remain stronger than they were pre-pandemic in most countries. 

This chart measures job openings as a share of the labour force in different countries, compared with the December 2019 level (the dotted line). It plots each nation’s 2021-22 peak, when demand soared as economies reopened, as well as today’s level. 

Only Portugal and Germany seem to have fallen back to pre-pandemic levels; the US leads nations, with job openings 2.5 percentage points higher than in 2019. 

Job openings are still well above pre-pandemic levels in many large countries

A pessimistic Britain expects to trail the 2010s growth trend

This chart compares US, UK and eurozone central bank growth expectations against the “trend line” between 2010 and 2019. Britain’s central bank stands out with its pessimistic outlook.

The UK economy is no bigger than it was on the eve of the COVID-19 pandemic, and as this chart shows, the Bank of England does not expect to recover that ground until 2026 at the earliest.

It’s a stark comparison with the pre-pandemic, pre-Brexit period. Even after the financial crisis slowed growth, UK GDP growth per capita tended post some of the strongest performances in the G7 during the “austerity” era. Over that time frame, the eurozone’s below-trend growth is visible on our chart, a result of the region’s debt crisis.

The BoE is much more pessimistic than the Fed and ECB

UK strikes evoke the Thatcher era

Londoners are getting used to strikes disrupting the city’s transport network. Across Britain, such labour disputes are having the biggest impact since the 1980s.

As our chart shows, the last time the number of working days lost from strikes was as high was during the premiership of Margaret Thatcher – an era famous for its labour unrest. The last 12 months have seen industrial action in the transport, storage, information and communications industries.

It's worth noting that this figure not only includes the striking workers, but people who were unable to get to their workplace.

As the second pane of our chart demonstrates, showing the mean yearly value for each decade, missed working days due to strikes had been comparatively rare since 1990.

Striking British workers send number of working days lost to 21st century high

The British budget surprise

There was one notable bright spot for the British economy recently – at least if you were the finance minister. (The nation’s taxpayers might disagree.)

This chart tracks month-by month government revenue over the past three years, expressed as a percentage change versus the same month in 2019.

This past January saw revenue jump 36 percent versus 2019 levels. It’s the month when taxes are due, and self-assessed income tax receipts were the highest since monthly records began in 1999. 

This windfall, which meant public borrowing was less than expected, created room for Chancellor of the Exchequer Jeremy Hunt to expand public spending and offer tax breaks.

United Kingdom government revenues by month
Weather, demand, and demographics affect markets in Europe, Asia, and beyond

Warm weather stops Putin's plan to disrupt European economy with energy cutoffs

Had Putin consulted the weather forecast before invading Ukraine, he might have been better prepared. His strategy of disrupting the European economy by cutting off its energy supply has been thwarted by unseasonably warm weather and strong winds, which have reduced demand and allowed time to secure alternative sources and increase storage capacity.

Charts of the week: Putting European natural gas stock levels into perspective

However, the situation remains precarious. While the chart shows that the Year-To-Date Average Fill Level % is relatively positive compared to previous years, prices are still twice as high as they were before the conflict, and demand from Asia is increasing. Furthermore, the reopening of China's economy will intensify competition for scarce resources. As evidence of Europe's growing uncompetitiveness, companies such as BASF have closed plants.

Will the weather be as forgiving in the future?

Fed chair testimony triggers market correction amid hawkish signals

The recent "good news is bad news" macro story is still unfolding, as Jerome Powell's recent testimony to Congress caused markets to fall sharply. The hope that the recent tightening was coming to an end seemed misplaced, as Powell made it clear that he was prepared to speed up if the steady stream of strong data refused to dry up.

Until recently, federal funds futures were pricing in a rate of around 3% for the start of 2025. However, the continued momentum in the labour market, surging retail sales, and strong CPI and PCE prints released in February seem to be forcing the Fed's hand. As a result, markets are now more hawkish, with a 30% increase in the terminal rate already priced in.

Market has revised up their Fed funds expectations during February

China's modest 5% growth target disappoints investors and hits commodities

As China emerged from its lockdown period, markets had risen strongly in anticipation of its economic resurgence and the pivotal role it could play in driving growth across the region. However, the recent announcement of a modest 5% growth target, the lowest in over 30 years, underwhelmed investors. As a result, commodities were particularly hard hit as demand forecasts were reassessed. With so much riding on China's success, can we hope that they plan to surprise on the upside this year?

China sets 2023 GDP growth target at around 5%

Early warning indicator flashes red for Sweden's banking system: Risk of housing market crash

The Bank for International Settlements (BIS) defines "Early Warning Indicators" (EWI) of banking crises as deviations of credit and asset prices from long-term trends.

Currently, for Sweden, one of these indicators is flashing red.

BIS Early warning indicators: Sweden

In the chart above, we have replicated the BIS calculations using the Hodrick-Prescott filter on the credit-to-GDP and property prices series. To highlight deviations from the long-term trend, we show a +1/-1 standard deviation band.

Stefan Ingves, who served as the Riksbank's governor from 2006 to 2022, repeatedly warned about the build-up in mortgage debt. Due to the high levels of household debt and significant proportion of floating rate mortgages, he likened the Riksbank's job as rate-setter to "sitting on top of a volcano." It appears that his warnings were prescient.

Although the overall private sector credit remains within the standard deviation band, the upper chart shows evidence of a potential housing market crash. There is a record negative gap to the long-term trend, even surpassing 1992's bloodbath.

Regression model predicts further plunge in Swedish real estate prices amid high sensitivity to rates

Continuing on the topic of the Swedish housing market, we have developed a regression model to nowcast short-term changes in real estate prices. Our model utilises several data series as inputs, such as a consumer survey for major purchases within the next 12 months, unemployment, housing inflation, the K/T coefficient (i.e. purchase price / assessed value ratio), and lending rates for housing to households.

Real estate prices in Sweden expected to keep on plunging in the coming months

The results of our model are clear: real estate prices are expected to continue to decline in the coming months, reaching levels not seen in the past 20 years.

Additionally, our model highlights the high sensitivity of Swedish housing prices to interest rates, as evidenced by the negative coefficient of -3.8 in the regression model. This sensitivity can be attributed to high levels of household debt and the extensive use of variable or short-term fixed-rate mortgages.

Japan's demographic time bomb nears detonation as births fall short of deaths

Japan's population problem is getting worse

The demographic time bomb that has been ticking in Japan since the end of the economic boom in the 1980s appears to be getting closer to detonation. Last year, there were over 600,000 more deaths than births, and in eight years' time, it's expected that the number of women of childbearing age will dwindle to a point where population decline cannot be reversed. As a result, Prime Minister Kishida Fumio has stated that Japan has been brought "to the brink of not being able to maintain a functioning society."

Low water levels in Rhine River pose challenges for German economy and European trade

The Rhine River plays a vital role in the German economy, acting as a primary conduit that connects its industries to key North European ports such as Rotterdam and Amsterdam, as well as the Black Sea. The water level of the Rhine is crucial, as low levels require cargo ships to operate with reduced loads, leading to increased shipping costs for German businesses. In addition, bottlenecks can arise, resulting in delays and additional expenses.

Paradoxically, the mild weather that contributed to reducing energy demand and prices has had negative repercussions for the Rhine.

As shown in the chart above, the water level is presently one of the lowest it has been in the last two decades, causing another headache for both the German economy and Europe as a whole.

European jobs, inflation and the markets, and entrepreneurial women

Mapping bond and equity returns in historic inflation regimes

Investment returns are highly sensitive to inflation. While the effects are more direct on bonds, equities are affected too, despite the flexibility that corporations have to react to inflationary environments.

This colourful scatterplot visualises historic US investment returns in eras of high or low inflation – choosing 5 percent CPI growth as the threshold. Plotting every calendar year going back more than a century, we charted whether returns for the S&P 500 and 10-year government bonds were positive or negative. This results in four quadrants. 

Red dots indicate the high-inflation years.

Using these quadrants, one correlation is obvious: most years with negative returns for both government bonds and equities have corresponded to years of high inflation.

The dotted diagonal line separates years where equities did better than bonds and vice versa. There are more years of equity outperformance, as the conventional wisdom would suggest.

With inflation remaining stubbornly high so far in 2023, we’re near the dead centre of this chart.

Charts of the week: Compared returns of US government bonds and equities

Eurozone unemployment eases in unison and unlike previous crises

European labour market conditions are unusually homogeneous.

This chart compares historic unemployment rates for 19 nations that use the euro (excluding Croatia, which adopted the currency this year).

The diamonds and bubbles compare the pre-pandemic readings in February 2020 with the present day. Most are back to the old normal. 

Spain, Italy and Greece have a notably healthier job market today than they did three years ago. 

The historic range for each nation, as shown with the green bar, reminds us that unemployment rates used to be wildly divergent in the eurozone; in the wake of the European sovereign-debt crisis a decade ago, Greek and Spanish unemployment surpassed 25 percent.

EA19 Unemployment Rates

In search of a model to measure zero Covid and reopening in China

As the world focuses on China’s reopening, we’ve built a composite index to capture the waxing and waning of pandemic restrictions over the past three years.

Our index uses a broad range of daily alternative datasets, including port activity, road congestion, subway usage, international flights and box-office sales. The chart measures the z-score, or deviation from the historical mean (zero).

Throughout 2022, the composite index and most of its components were almost always below average. The strong shift since the start of 2023 is obvious; the most lively indicators are the rebound in box-office revenue and flights abroad.

China: reopening composite index

Manufacturers report the shortages holding back production

Labour shortages and supply-chain bottlenecks have been a constant theme over the past year. It’s a far cry from 2019, when companies were more concerned about weak demand. 

This chart is based on surveys that ask companies in the US, Canada, Australia and the Eurozone about issues that are holding back production. Broadly, the factors measured are demand, the availability of labour and the ease of obtaining raw materials and equipment. 

The red lines are trends that are getting worse; green lines show improvement from 2019.

These four economies are sharing the same struggles. It’s hard to recruit employees; supply of inputs can be tricky. While the worst of the supply-chain disruptions may be behind us, issues such as the semiconductor shortage continue to hamper the auto sector, for instance.

Factors limiting production

Entrepreneurial women around the world

Which nations produce the most female entrepreneurs? As International Women’s Day approaches, the Global Entrepreneurship Monitor offers insights.

GEM, an academic research project, calculates what it calls the “TEA rate” – an acronym for total early-stage entrepreneurial activity: the proportion of the population aged 18 to 64 that is an owner-manager of a new business. This data point aims to capture the proportion of entrepreneurs who are driven by a sense of opportunity, rather than people who can find no other option for work.

Quite a few nations – including Morocco, Canada, Israel and China – have a higher TEA rate for women entrepreneurs, as our chart shows.

When we chart this ratio against another measure of economic dynamism, the Global Innovation Index, Sweden stands out as a nation combining a positive environment for female founders with an entrepreneurial culture focused on high-value-added activities.

Entrepreneurial Activity and Innovation

German house prices deflate

It’s no surprise that residential real estate is slumping as central banks raise rates, making it more expensive to finance a home purchase.

What might be a surprise is that German prices are down more from their peak than nations more notorious for expensive housing markets, like the UK and Sweden. Last year, UBS named Frankfurt and Munich as notable “bubble risk” markets on a global basis.

Since the peak in April 2022, German house prices have dropped more than 11 percent, according to Europace, a platform that handles property financing. Some analysts are predicting that prices will ultimately drop 25 percent from their peak.

As the European Central Bank has tightened policy, a 10-year fixed rate mortgage is now priced at 3.9 percent, compared with 1 percent at the start of last year.  

Germany: House prices have dropped -11.4% so far

Anticipating a slump in corporate profitability

For this chart, we explored the relationship between US companies’ profitability and the Institute for Supply Management’s purchasing managers index (PMI) for manufacturers.

The closely watched PMI surveys are a measure of whether economic contraction is likely, based on whether supply-chain managers are expecting growth to pick up (readings above 50) or recede (below 50).

It appears that the ISM PMI is a leading indicator of corporate net margin – closely correlated with a 12-month lag, as our chart shows. Watch for corporate profitability to deteriorate. 

How different aspects of inflation are wiping out your wage gains

Real US wage growth has fallen below its pre-pandemic trend.

As our chart of January 2023 data shows, the headline year-on-year increase in average hourly earnings appears healthy at first, but is being more than offset by inflation in housing costs, food, transport and everything else. That results in shrinking real wages.

Central bankers and employers take heed: wages might have to play catch-up in coming years if this trend continues. As economists warn of a labour shortage, central bankers will be on the lookout for a wage-price spiral – and that’s another potential headwind for corporate profit margins.

German geopolitics, Japan’s bond investors, undervalued currencies

Geopolitical risk perceptions depend on where you are sitting

In Germany, Russia’s war on Ukraine is perceived as the riskiest geopolitical crisis in 40 years. Americans are concerned, but Stateside, nothing compares to 9/11.

This chart uses measures of risk from Economic Policy Uncertainty, an academic group that measures news coverage to create indices relating to challenges ranging from infectious diseases to wars.

We used their data a year ago, after Russia invaded Ukraine. This is a different visualisation, which tracks a global geopolitical risk index against the perception of risk in nine major countries.

The “pulses,” or bubble size, reflect a deviation from the mean, i.e. the greater salience of geopolitical risk at a given moment. 

Germany is notable for how much its perception of risk surged. Europe’s biggest economy lost the source of energy that was key to its economic model and has had to pledge a military revamp as full-scale land wars return to the continent, not too far east of Germany’s borders.

Geopolitical risk index

The Japanese are selling their foreign bond holdings

Japanese investors bought enormous quantities of foreign bonds over the last twenty years, seeking yield wherever they could find it. That trend has reversed.

During the period of very low – and sometimes negative – interest rates in Japan, the nation’s investors sought out the much steeper yield curves abroad. (Japan’s companies are also famously cash-rich, and had a limited need to issue corporate bonds.)

Key to this investing strategy was the ability to inexpensively hedge currency risk. Hedging is now more expensive (and local yields are higher) amid speculation that the Japanese central bank will abandon its yield control policy and let rates rise.

The bottom panel of our chart shows how Japanese investors have been reducing foreign government and corporate bond holdings for about half a year. The top panel of our chart shows the net position on a global basis; as the chart is in negative territory, the rest of the world now holds more Japanese debt than vice versa.

Real Effective Exchange Rates

This Real Effective Exchange Rate is a weighted average of a country’s currency in relation to other major currencies, using weighting based on trade balances. When it rises, it means a country is losing trade competitiveness.

This chart shows nations’ deviation from their long-term average and five-year average REER to give a sense of which nations are benefiting from a devalued currency – Colombia and Turkey among them – or are suffering from an arguably overvalued one, as seems to be the case for the Czech Republic. 

On the right-hand side, the size of the bubbles reflect the impact on imports and exports. 

Chinese equities await earnings surprises as the next leg of optimism

The Chinese stock market has jumped as the nation unwound zero-Covid policies. For the momentum to be sustained, watch out for positive earnings surprises.

The MSCI China Index is up about 40 percent since December. The top panel of our chart shows recent measures of inflation surprises (lower price increases than expected) as well as better-than-predicted economic news. 

However, the bottom panel shows that earnings per share are still expected to shrink 10 percent year-on-year, looking 12 months out. The 12-month forward price-earnings ratio for the index is 11.3, a discount to its long-term average of 11.6.  

Will the economic rebound lead to revised profit expectations?

US inflation over the decades

Readers of a certain age will associate the 1970s with oil crises, disco and inflation. (And perhaps imagine the 1950s as a golden economic era of price stability.)

The 1980s, meanwhile, are known as the decade where central bankers conquered the inflation they had helped create with loose policy. But as our chart shows, it remains the second-most-inflationary decade in the postwar period. The Great Inflation (1965-82) persisted well into the first half of the decade. 

How will the 2020s be remembered? Some 36 months in, after the pandemic’s disruptions and hyper-stimulative monetary policy, and after the war in Ukraine upended commodity markets, we have experienced the most inflationary start to a decade since 1982-83.

What will be the ultimate shape of that 2020s line? It depends whether you are on “team transitory.” 

Chairman Powell has vowed to keep raising rates. Inflation is slowing, but remains far above the Fed’s 2% target.

The dollar is whipsawing perceptions of central bank balance sheets

The weaker dollar is having some interesting macroeconomic effects. For one, it’s complicating the picture as we assess how much central banks are tightening monetary policy.

For most of 2022, central banks were shrinking their balance sheets to unwind the extraordinary stimulus of the pandemic. But in the fourth quarter, as the dollar started weakening, their combined balance sheets started to expand again in US dollar terms. 

This happened even though most of the major central banks were indeed shrinking their balance sheet as measured in their own currencies. In dollar terms, only the Fed, Bank of Canada and ECB have succeeded in shrinking their balance sheets. 

Our chart compares the expansion, contraction and rebound of the balance sheets in dollar terms with a hypothetical scenario – slower, but steadier balance sheet shrinkage – that held the dollar’s value constant as of Jan. 1, 2021 (before the “King Dollar” rally that began halfway through that year).

Sticky inflation in Germany

This chart breaks down the components of a sticky period in German inflation. While other nations are seeing price increases ease, German inflation accelerated to 8.7 percent year-on-year in January.

The main contributor to the rebound, as our chart shows, is a grouping of some of the basic costs of living: “housing, water, electricity, gas and other fuel.”

Given this inflation picture – and some signs of a rebound in German growth, based on PMI figures and the ZEW survey – it’s no surprise that markets are starting to price in a more hawkish ECB this year. 

Chinese traffic is a bullish signal

China’s roads are filling with traffic again, as you’d expect now that the zero-Covid policy has ended.

This chart tracks the seasonal course of congestion on Chinese roads, with the lulls from the Lunar New Year holiday period clearly visible during the first two months of the year. 

The purple line for the Covid years was well below the pre-Covid trend, in green. The trajectory for 2023 so far shows we are probably back to the old normal.

That would be consistent with the recent run of positive economic data from China, including a PMI figure that showed a swing back to growth. That’s bullish for the world economy.

Transport stocks as a leading recessionary indicator

Transportation stocks have a track record of being a reliable leading economic indicator. And their relative performance recently gives cause for concern.  

This chart tracks year-on-year performance of the S&P 500’s transport index relative to its industrial index. 

Underperformance, in red, shows periods where there was a greater risk of recession. And this barometer is at a seven-year low. 

To be sure, there was no recession in 2016-17, and the red zone is far from the depths that anticipated the 2001 recession. 

Watching the global heat map for recessionary red

This table is a heat map measuring quarter-on-quarter economic growth for nations in the G20. Green means expansion. Red means contraction.

One of the great debates of 2022 was whether the US entered recession, and indeed, there were two consecutive quarters of (barely) negative economic growth.

But the US is growing again and the proportion of red on the heat map appears to be shrinking, not spreading. China’s reopening might well result in more green on the map in 2023.

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