Charts of the Week
Tech titans dominate as Nvidia and Apple lead 2024 market cap surge
What the chart shows
This table displays the market capitalization changes of major global stocks, with a particular emphasis on US-based companies, during 2024. It shows their market cap at the beginning and end of the year, with a sliding scale to visualize the growth or decline in value over the year.
Behind the data
In 2024, the US equity market outperformed its global peers, driven primarily by mega-cap tech companies. By year-end, US stocks accounted for over 50% of the total global market value.
Nvidia was a standout performer, with its market cap soaring by US$2 trillion to over US$3.3 trillion. This extraordinary growth was fuelled by its leadership in AI and graphics processing unit (GPU) technologies.
Despite Nvidia's impressive rise, Apple retained its position as the most valuable company globally, with a market cap of over US$3.7 trillion. Microsoft followed with a market value of US$3.1 trillion, while Amazon and Alphabet each surpassed US$2 trillion. These figures underscore the strength of the tech sector and enduring investor confidence in its prospects.
In contrast, Saudi Arabian Oil Co. (Aramco) saw a decline of about US$300 billion in its market cap, ending the year at US$1.8 trillion. This was likely driven by lower crude oil prices and weakening refining margins.
China’s demand-supply gap narrows, highlighting deflation risks
What the chart shows
This chart tracks demand-supply dynamics in China’s manufacturing and non-manufacturing sectors from 2007 to 2024. It uses Purchasing Managers' Indices (PMIs) reported by the National Bureau of Statistics (NBS) to record differentials between new orders (demand) and inventory (supply). It also highlights their historical trends and confidence intervals.
Behind the data
The differential between new orders and inventory provides valuable insights into the balance between demand and supply in China’s manufacturing and non-manufacturing sectors. A positive differential suggests rising demand relative to supply, often signaling inflation pressures, while a declining or negative differential points to disinflationary or deflationary trends.
Over the years, these differentials have generally decreased, reflecting weakening demand relative to supply. This aligns with broader economic trends in China, such as disinflation in consumer prices and outright deflation in producer prices in recent years. Notably, the new orders-inventory PMI differentials for both manufacturing and non-manufacturing have gravitated towards zero, underscoring significant cooling of demand.
This trend highlights potential deflationary risks in China.
How US presidencies shaped German exports to China and France
What the chart shows
This chart shows German exports to the US, China and France from 2000 to 2024, set against Democratic (blue) and Republican (red) presidencies.
Behind the data
Donald Trump’s trade policy continues to shape trade discussions in 2025. This chart examines how German exports, as a key indicator of Europe's largest exporter, have evolved under different US administrations.
During Trump's pre-COVID presidency, German exports to both the US and China grew significantly, reflecting robust global trade and possible rebalancing of supply chains. However, exports to France, Germany’s traditional European partner, saw more subdued growth over the same period.
Under Joe Biden's presidency, German exports increased overall, but exports to China declined notably. This shift may reflect geopolitical tensions, slower Chinese economic growth or evolving supply chain strategies.
Gas storage pressures mount as Europe faces new supply challenges
What the chart shows
This chart highlights seasonal trends in German gas inventories, showing historical and forecasted storage levels. The blue line represents 2024-2025 data, including forecasted values based on seasonal patterns observed over the past five years. The purple line indicates the median storage level, while the green shaded area represents the 25th to 75th percentile range. Grey shaded areas denote the historical highs and lows since 2016. This visualization of both past and projected storage levels provides insights into Europe’s energy supply dynamics.
Behind the data
European natural gas futures surged to their highest levels in months after Russian gas flows to Europe via Ukraine ceased due to an expired transit deal. This disruption drove the Dutch TTF benchmark upward before stabilizing, spurred by freezing temperatures and fears of supply shortages. The cessation of flows through Ukraine, a significant transit route for EU natural gas imports, has accelerated storage withdrawals, depleting inventories more quickly than usual.
While an immediate energy crisis is unlikely, Europe faces increased market volatility and higher costs to replenish reserves. Central European nations, particularly those heavily reliant on the Ukrainian route, will be most affected. To mitigate risks, the European Commission has proposed alternative supply routes, such as sourcing gas from Greece, Turkey and Romania.
However, rising gas prices could strain EU households, undermine industrial competitiveness and complicate efforts to prepare for future winters. This chart underscores the urgency of diversifying energy supplies and maintaining sufficient storage levels to weather potential disruptions.
Treasury yields reflect post-pandemic economic reality
What the chart shows
This chart displays the 10-year US Treasury yield from 1990 to 2024, highlighting linear trends for pre- and post-COVID periods alongside 95% confidence intervals. The blue line represents the yield, while the green line indicates the long-term trend before and after the pandemic. Periods of US recessions are also highlighted to provide context.
Behind the data
The linear trendlines reflect two distinct economic environments: a pre-COVID era marked by slower growth, reduced inflation and lower interest rates, and a post-COVID period defined by resilient growth, above-target inflation and elevated interest rates.
The 10-year yield fell temporarily below the upward 95% confidence band between early September and early October last year, influenced by softer labor market data. However, it quickly rebounded as solid economic releases supported higher yields. Policy dynamics, such as Trump's economic and trade measures, could contribute to further upward pressure on bond yields.
While expectations for rate cuts have moderated, further monetary easing may still weigh on bond yields, creating a balancing act for the bond market.
Dollar rises as markets bet on a Fed pause in January
What the chart shows
This chart compares the US Dollar Index (DXY) with market expectations for the Federal Reserve to maintain an unchanged policy rate after its January meeting. The green line represents the probability of a Fed pause, while the blue line tracks the DXY.
Behind the data
The US economy continues to show resilience, buoyed by a strong labor market, as highlighted in last week’s robust jobs report. This has prompted investors to reassess their expectations for Fed policy. Fed funds futures now suggest a strong likelihood of rates holding steady in January.
Entering 2025, market sentiment points to only one rate cut this year, a significant shift from prior expectations of more aggressive monetary easing. This has boosted the US dollar, which has climbed to its highest level since November 2022. This upward momentum aligns with the broader mini cycle that began in October, when yields, equities and the dollar bottomed out.
Housing affordability gap widens between US cities
What the chart shows
This chart ranks apartment purchase affordability across the 30 largest US cities, using Numbeo’s Property Price to Income Ratio. This metric divides the median price of a 90-square-meter apartment by the median familial disposable income, providing a standardized measure of affordability for an average household.
Lower ratios signify greater affordability, meaning residents in these cities need fewer years of income to purchase a standard-sized apartment. Conversely, higher ratios indicate that housing is less accessible, often due to high property prices, lower income levels, or both.
Behind the data
The US real estate market shows significant variation in affordability between cities, reflecting differing economic, demographic and geographic factors. According to Numbeo’s data, New York City and Washington D.C. are the least affordable, followed by four Californian cities, Boston and Phoenix – highlighting the high cost of living in major metropolitan and coastal areas.
In contrast, cities in the north-Midwest, such as Detroit, Indianapolis and Milwaukee, rank as the most affordable.
Nationally, the average property price-to-income ratio has hovered between 3 and 4 in recent years, providing a benchmark for US housing affordability. However, the stark disparities seen in this chart show the importance of localized analysis when assessing housing trends and their implications for both residents and policymakers.
A note to our readers
After more than two years of sharing Charts of the Week with you, we’ve decided to conclude this series to focus on an exciting new initiative: Macrobond Mondays, a roll-up of high-value charts coming soon.
Thank you for your engagement and support over the years. While this is the final edition of Charts of the Week, we’re eager to continue delivering high-value content. Stay tuned for updates in the coming weeks!
We’re honoured to have been part of your weekly routine and look forward to continuing to provide you with valuable insights.
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The Macrobond Team
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Post-election market winners and losers: Bitcoin surges, safe havens slip
What the chart shows
This table provides a comparative view of the performance of key asset classes from 4 November to 13 November, capturing the immediate market reaction to Donald Trump’s election victory on 5 November. Asset classes are categorized by percentage changes, highlighting the top-performing and underperforming segments.
Behind the data
Trump’s victory triggered significant rallies in certain asset classes, led by Bitcoin, which surged to a new all-time high as renewed optimism in digital assets drew investors to cryptocurrencies. US equities also reacted positively, with small-cap stocks outperforming as investor optimism favoured growth-focused domestic assets. This highlights optimism in sectors more closely tied to the US economy, reflecting expectations that Trump’s policies could favour domestic industries.
In contrast, traditional safe-haven assets such as gold, crude oil and emerging market (EM) equities saw declines. Gold faced selling pressure as investors reallocated toward higher-risk assets expected to benefit from potential growth-friendly policies. Crude oil’s decline mirrors similar investor shifts. Chinese and European equities also underperformed, a sign of apprehension over potential trade realignments and economic impacts stemming from renewed US policies.
USD strengthens post-election, echoing 2016 gains against global currencies
What the chart shows
This chart tracks the performance of the US dollar against a range of global currencies following the US presidential elections in 2016 and 2024. It compares the one-, two-, and three-month performance after Trump’s 2016 victory with the post-election reaction this year. Shaded areas indicate the range of USD strength during the initial three-month period following the 2016 election, providing a historical benchmark against which current movements can be assessed.
Behind the data
Following Trump’s 2016 victory, the USD Index experienced a steady rise, fueled by expectations of tax cuts, growth-focused policies and heightened geopolitical tensions that increased demand for the dollar. The currency’s strength was particularly notable against the Turkish lira (TRY) and Mexican peso (MXN), reflecting regional uncertainties and the prospect of potential trade disputes.
This year, a similar trend of USD appreciation is emerging as markets respond to anticipated policy shifts under Trump’s leadership. The dollar strengthened broadly in the days following the election. While initial gains are strong, the duration of this rally may depend on future macroeconomic variables such as interest rate differentials and growth expectations, which could alter dollar movements as 2025 approaches.
Major coins outshine Altcoins amid post-election crypto rally
What the chart shows
This chart compares the performance of two composite indexes in the crypto market: the Major Coin Composite Index and the Altcoin Composite Index. The Major Coin Composite includes cryptocurrencies with a market cap exceeding 1% of the total crypto market, while the Altcoin Composite represents those with a market cap below 1%. To improve comparability, the data was standardized and smoothed over a one-week period. This chart highlights the diverging performances of major and smaller-cap coins, particularly around key market events and regulatory developments.
Behind the data
Trump’s election victory triggered a post-election wave of euphoria in the crypto market, led by high-profile coins like Bitcoin and Dogecoin, which captured much of the spotlight as investors redirected funds towards these major assets. This shift toward major coins had been developing since early 2023, driven by a cooling crypto market and regulatory shifts, such as the SEC's approval of spot Bitcoin ETFs.
Historically, altcoins have been highly volatile and even occasionally outperformed major coins, as seen during the 2022 crypto rally. But the trend reversed in 2023, as broader market slowdowns and changing investor sentiment favoured more established cryptocurrencies. Trump’s re-election further amplified this trend, with major coins reacting more strongly than altcoins in the recent post-election rally.
VIX and MOVE indexes fall as markets stabilize post-election
What the chart shows
This chart compares equity volatility (VIX index) and bond market volatility (MOVE index) following Trump’s victory, showing how volatility in both types of securities has shifted in response to the US election outcome.
Behind the data
Trump’s decisive victory removed a major source of uncertainty from the stock market, resulting in a drop in the VIX index, a.k.a. the market’s "fear gauge." Last Thursday, the VIX dropped to 15.20 and has since fallen further, dipping below 15, indicating reduced risk perceptions among equity investors. The MOVE Index provides a complementary view, showing how both equity and bond market investors are adjusting their expectations in the post-election environment.
US-China tensions reshape global trade flows
What the chart shows
This chart displays shifts in regional market shares for US imports and Chinese exports from 2018 to the present, covering the period when tariffs and trade tensions between the US and China intensified. It is designed to show how the US-China trade war and other geopolitical factors have influenced global trade flows.
Behind the data
The US-China trade war has reshaped global trade patterns, driving notable shifts in the market shares of US import sources and Chinese export destinations. These changes reflect adjustments made by countries and businesses in response to tariffs and geopolitical risks, with many countries realigning their trade relationships accordingly. Since 2018, China’s share of US imports has declined by more than five percentage points to 12.2%, while Chinese exports to the US have decreased by over 2.5 percentage points to 15.5%. At the same time, other regions, particularly ASEAN (Association of Southeast Asian Nations), have seen increased shares in both US imports and Chinese exports, indicating their growing role in global supply chains.
Slowbalization: Global trade openness stalls and growth slows post-GFC
What the chart shows
The chart provides a long-term view of global trade openness and trade growth from 1970 to the present. The top pane displays global trade openness, highlighting the average levels from 2010 to 2017 and from 2018 to the present. The bottom pane shows global trade growth, comparing trends before and after the Global Financial Crisis (GFC) and the US-China trade war.
Behind the data
The end of the Bretton Woods system in the 1970s marked the start of a more market-driven exchange rate era. During this period, trade liberalization expanded, particularly in emerging markets where trade barriers were gradually lowered. These developments fostered greater economic integration, leading to a steady rise in global trade openness and annual trade growth rates averaging around 10%.
However, since the GFC, trade reforms have slowed, influenced by US-China trade tensions and other geopolitical conflicts. This has led to increased regionalization and slower growth – a phenomenon often referred to as “slowbalization.” The trend reflects a move away from rapid globalization toward more regionally focused trade networks, with global trade openness stagnating and trade growth slowing since 2018.
China outpaces the US in global innovation race
What the chart shows
This chart displays granted patents from the World Intellectual Property Organization since 1986, with shaded areas representing the share of patents granted to each region or country. In 2023, China accounted for nearly 46% of all patents granted globally, a figure nearly three times that of the US at 15.7%. In other words, out of about 2 million patents granted worldwide, 920,000 were awarded to China – reflecting the country’s increasing prowess in innovation, research and technology.
Behind the data
China has emerged as a leading source of innovation, with patent activity surging over the past 20 years due to heavy investment in research and development. China’s R&D budget has grown 16-fold since 2000, according to The Economist, and its emphasis on fields such as biotechnology, quantum computing, telecommunications and artificial intelligence has propelled it to scientific prominence. This intense focus on intellectual property comes as the US and China intensify a technological arms race, where control over patents and proprietary technologies will be critical in securing leadership in cutting-edge industries.
IMF flags rising debt levels as fiscal pressures mount
What the chart shows
This chart displays the debt-to-GDP ratio across various global economies, segmented into three sectors: general government, households and nonprofit institutions serving households (NPISHs), and non-financial corporations. Key groupings, such as the G20, Emerging Markets, and Advanced Economies are also highlighted to provide a broad perspective on global debt distribution.
Behind the data
In its October 2024 Fiscal Monitor, the IMF projects that global public debt will exceed $100 trillion by the end of the year, with the global debt-to-GDP ratio expected to approach 100% by 2030. Rapid debt accumulation is concentrated in major economies, including the US and China, but the pace and composition of debt vary significantly worldwide.
The IMF identifies several key risks to public debt: rising costs from technology innovation, climate adaptation, demographic pressures, political volatility, and optimism bias in economic projections. To address them, it has introduced a “debt-at-risk” framework to help policymakers assess various debt scenarios under adverse conditions.
The analysis shows that, under current fiscal policies, most countries will be unable to stabilize their debt-to-GDP ratios without further adjustments. The IMF recommends gradual, people-centric fiscal adjustments to safeguard growth, warning that deep cuts to public investment could harm long-term economic stability. However, countries with strong fiscal institutions are better positioned to protect critical investments, even during crises.
Rising rates trigger historic losses on US investment securities
What the chart shows
This chart displays the unrealized gains and losses on US investment securities from 2006 to the present, focusing on two key categories: ‘available for sale’ and ‘held to maturity.’ It shows the value fluctuations in these securities for each year. The chart highlights the impact of recent interest rate hikes on banks’ balance sheets.
Behind the data
The recent historic surge in interest rates has had a notable impact on banks’ balance sheets, significantly reducing the market value of Treasuries and government-backed mortgage securities. As rates rise, the value of these securities falls, leading to substantial unrealized losses. Even though the Fed has started a rate-cutting cycle, these unrealized losses remain elevated, currently exceeding $500 billion. This is considerably higher than those observed during the Global Financial Crisis (GFC), highlighting the scale of recent rate increases and their prolonged effects on asset valuations.
US yields defy expectations in latest Fed cutting cycle
What the chart shows
This chart shows the response of US 10-year Treasury yields to the first rate cut in each of the past seven Fed rate-cutting cycles. The initial cut in each cycle is marked as Day 0, with yield movements tracked over the following 50 days.
Historically, yields have tended to decline within 50 days of a cut, reflecting market expectations of slower economic growth and further easing. In contrast, in the current cycle, the 10-year yield has climbed about 50 basis points in the 50 days since the Fed’s cut on 19 September.
Behind the data
Normally, Fed rate cuts signal slowing economic growth and lower inflation expectations, which often lead to lower long-term yields. However, this cycle has been different. Despite the recent cuts, the US economy remains strong, with consumer demand and the labor market showing resilience. This economic strength has tempered expectations for further easing, and as a result, yields have risen rather than fallen.
At the same time, investors are worried about another bout of inflation amid political uncertainty ahead of the election – further driving yields upwards. The potential for impactful policy shifts could alter inflation expectations, and markets are closely watching how yields may respond after the 5 November election.
Trump election odds and Treasury yields in lockstep as inflation fears grow
What the chart shows
This chart tracks two significant indicators related to the US macroeconomic and political outlook. The blue line reflects the 10-year US Treasury yield, while the green line represents the probability of a Trump election victory according to Polymarket odds. Both lines have demonstrated a strong correlation, generally moving in tandem over the past four months, with notable increases through September and October.
Behind the data
The simultaneous upward movement in both 10-year yields and Trump election odds reflects a convergence of economic and political factors, heightening investor anticipation of inflation pressures.
The first is the Fed’s recent policy actions. In September, it cut rates by 50 basis points, signalling a significant shift in monetary policy despite a robust labor market and overall economic growth. This aggressive easing has fuelled fears that inflation could re-emerge. Investors have thus adjusted their expectations, leading to a rise in long-term yields as they demand higher returns to offset anticipated inflation.
The second factor is the increasing likelihood of a second Trump presidency. Markets anticipate that his proposed policies—such as large tariffs, tax cuts and expansive deficit spending—could be inflationary. With Trump now favoured to win, yields are adjusting in line with his rising odds, reinforcing expectations of higher inflation if these policies materialize.
Pessimistic sentiment persists across China’s key economic sectors
What the chart shows
This chart shows the historical z-scores of China’s consumer, manufacturing, and real estate sentiment indices from 2000 to the present. A z-score represents the number of standard deviations a data point is from the mean, allowing us to see how sentiment levels deviate from long-term averages. A z-score near zero indicates sentiment close to historical norms, while extreme positive or negative scores indicate unusually high or low sentiment.
Behind the data
Despite recent monetary and fiscal stimulus packages, sentiment in China’s main economic sectors—consumer, manufacturing and real estate—remains pessimistic. Although consumer spending and manufacturing activity are expected to be primary growth drivers, sentiment indices suggest that confidence has not yet recovered. The real estate sector, facing significant structural challenges, shows particularly low confidence. Given all this, achieving the government’s 5% growth target for this year and in the coming years will be challenging. The data shows that while short-term boosts from stimulus measures may help, more structural reforms may be needed to address underlying weaknesses and restore long-term confidence.
Global equity returns show elevated risk amid macro uncertainty
What the chart shows
This scatter chart depicts the relationship between MSCI All Country World Index (ACWI) returns and global macro risk (using the Citi short-term global macro risk index) over the past ten years. It highlights their inverse correlation, depicted through a fitted linear trend line, alongside one and two standard error bands, which help illustrate the degree of deviation from the trend.
Behind the data
Although global stock indices have generally risen over the past decade, this chart underscores the persistent financial vulnerabilities associated with elevated debt levels and a growing disconnect between geopolitical tensions and financial market performance. By comparing global equity returns with global macro risk, we can see that MSCI ACWI returns over the past month are positioned between the +1 and +2 standard error bands, suggesting they may be moderately overvalued relative to historical trends. This positioning may indicate an increased level of risk relative to typical macro conditions. Increased vigilance in investment decisions may be needed because global equity markets may be pricing in a level of optimism that could be vulnerable to shifts in macro risk factors.
Argentina leads emerging market bond returns amid reform push
What the chart shows
This chart ranks the annualized gross performance of government bonds across 12 emerging markets, using the ICE BofAML fixed-income indices, which track USD-denominated bonds across all maturities. The highest-performing markets are ranked at the top for each year.
Behind the data
Argentina's bonds have recently surged to the top, reaching a critical psychological threshold for international investors with a remarkable 72% year-to-date return. Since taking office last December, President Javier Milei has implemented a series of reforms to curb government spending, narrow the fiscal deficit, and foster a more investor-friendly environment. These measures appear to have significantly boosted investor confidence, driving Argentina's bonds to new highs.
Other emerging markets trail Argentina’s returns, led by Pakistan and Egypt. Pakistan’s bonds have demonstrated stable returns, maintaining a consistent position within the rankings. Egypt’s bonds have posted a sharp rise, delivering nearly 32% in returns this year – up from just 5% in 2023. This underscores a significant shift in emerging market performance, highlighting how fiscal and policy changes in specific economies can drive notable variations in bond market returns.
US government deficit surges despite strong economic conditions
What the charts show
Both charts use outlays and receipts data from the US Treasury to illustrate how government revenue supports current spending. The first chart breaks down the sum of government receipts over the past 12 months. It also highlights the $1.83 trillion deficit – the gap between revenue and spending.
The second chart builds on this, showing the 12-month rolling sum of receipts as a percentage of total spending and how the composition of these receipts has evolved over time.
Behind the data
Over the past year, the US government has spent $6.75 trillion but only collected $4.92 trillion in revenues, leaving a $1.83 trillion shortfall. This deficit, accounting for 27% of all government spending, is financed through the issuance of Treasury securities, effectively borrowing to cover the gap.
Such hefty deficit spending raises concerns about sustainability, especially given the current economic environment. The US economy is experiencing solid GDP growth, a healthy labor market and cooling inflation – conditions typically associated with lower deficit spending. However, the fact that the deficit remains so large during a period of relative economic strength suggests that it could balloon even further during the next downturn or recession. Without significant adjustments to revenue or spending, the government’s reliance on borrowing is likely to increase, adding further pressure to fiscal sustainability.
10-Year Treasury yields diverge from macro conditions, signaling inflation risk
By Huw Roberts, Head of Analytics, Quant Insight
What the chart shows
This chart consists of two panels, each offering a perspective on the relationship between US 10-year Treasury (UST) yields and macroeconomic conditions. The bottom panel tracks the "Qi Fair Value Gap.” The grey horizontal line separates periods where UST yields are either "too high" (above) or "too low" (below) compared to fair value based on macroeconomic inputs. The chart highlights how the 10-year UST yield has stayed mostly below its fair value until recently, indicating that yields are now above macroeconomic expectations.
The top panel compares the actual UST 10-year yield with the Quant Insight (Qi) model value, which represents the expected yield based on macroeconomic factors. Grey boxes highlight instances where the yield "catches up" to macro conditions. Recent data shows that UST 10-year yields are at their highest divergence compared to what macro conditions would suggest, signaling that current yields may be overextended relative to fundamentals.
Behind the data
There are two key takeaways from the Qi model. First, the ‘Qi Fair Value Gap’ indicates that 10-year UST yields currently screen as approximately 12.5 basis points too high relative to aggregate macroeconomic conditions. This divergence of +0.5 sigma is modest, but it's the largest positive gap observed in the past year. This suggests that while yields are not drastically misaligned, they are now at an elevated point compared to the macroeconomic backdrop.
Second, the model highlights the sensitivity of 10-year yields to inflation, while showing minimal response to GDP growth. This reinforces the view that USTs are no longer serving as a hedge against recession risks, but rather are reflecting inflationary concerns. Despite the dominance of the inflation-driven short-duration narrative, these yield levels may not be ideal for initiating new bearish positions on bonds, as yields have already ‘caught up’ to macroeconomic factors.
Betting markets show nearly 50% chance of Republican sweep in 2024
What the chart shows
This chart tracks Polymarket betting odds for the balance of power following the 2024 US elections. It helps visualize how market sentiment has shifted over time regarding these potential election outcomes.
Behind the data
As the 2024 election approaches, financial markets appear less anxious about the political uncertainties than initially expected. Market participants seem to have grown more comfortable with the range of potential outcomes. According to Polymarket betting odds, there is now an almost 50% chance of a Republican sweep, where Donald Trump wins the presidency and Republicans control both the House and the Senate. Conversely, the odds of a Democratic sweep under Vice President Kamala Harris have diminished, while the likelihood of a split Congress – whether under Trump or Harris – continues to fluctuate.
China faces deflationary pressures despite stimulus efforts
By Saeed Amen, Co-Founder, Turnleaf Analytics
What the chart shows
This chart compares realized and forecasted year-over-year non-seasonally adjusted (YoY NSA) Consumer Price Index (CPI) for China. The green-shaded area tracks actual realized CPI. From October 2024, it shows two lines projecting future CPI trends: the blue line represents Turnleaf Analytics’ model forecast, while the grey line shows the benchmark consensus forecast from the Asian Development Bank (ADB.)
The Y-axis ranges from -1 to 5, capturing potential deflation and inflation up to 5%. The key takeaway is that both forecasts predict inflation to remain well below 2% over the next 12 months.
Behind the data
In late September, Beijing introduced monetary and fiscal measures to boost demand and stabilize the weak property market, aiming for a 5% growth target in 2024. Despite these efforts, price pressures remain low, reflecting subdued consumer confidence.
Around 70% of household wealth is tied to real estate, which has declined by 3.36% over the past year. Rising youth unemployment (+13.11% YoY) has further weakened demand, spilling over into key sectors like manufacturing and exports. Deflationary risks are intensifying, with liquefied petroleum gas exports dropping nearly 30% in the past month and steel and sheet metal inventories down 15.7% and 29.4% month-over-month, respectively. Vehicle exports also fell 27.3% MoM, exacerbated by the EU’s recent decision to impose tariffs on Chinese electric vehicles.
While Beijing’s stimulus aims to mitigate these issues, the weak property market, declining exports and low consumer sentiment continue to weigh heavily on China’s economic outlook.
Global earnings revisions tilt downward amid economic uncertainty
What the chart shows
This chart tracks broad equity earnings revisions—net up and downward changes—over the past 100 trading days for major markets in global stock benchmarks. It compares current earnings revisions with those from three, six and 12 months ago. The chart also displays the interquartile ranges and the 10th to 90th percentile ranges to provide insight into the historical distribution of revisions for each country.
Behind the data
Amid ongoing economic uncertainty, global risk appetite has fluctuated, while there has been a general trend of downward earnings revisions across multiple countries. Notably, France, China and the UK have seen the most significant net downgrades, with revisions falling below the 10th percentile, indicating substantial pessimism. Canada, South Korea, Brazil, the US and India also experienced net earnings downgrades. Japan, while still reflecting some negativity, is closer to neutral, suggesting relatively stable earnings prospects.
In contrast, Taiwan stands out with significant net upgrades, indicating more positive revisions and a brighter earnings outlook.
The data underscores the downside risk to earnings in many regions, suggesting that investors may need to adopt more vigilant and flexible strategies.
Gold hits new highs while platinum group metals show signs of cooling
What the chart shows
This chart uses Z-scores to compare the historical price dynamics of seven precious metals: gold, silver, and five platinum group metals (PGMs): platinum, palladium, iridium, rhodium and ruthenium. The Z-scores provide a standardized measure of each metal’s price relative to its 30-year rolling average.
Behind the data
The recent surge in gold prices has captured significant attention in 2024, with the metal reaching multiple all-time highs as investors flock to safe-haven assets amid economic uncertainty. Silver has also begun to climb, driven by similar demand dynamics. Both metals reflect heightened market anxiety, leading to a strong bid for traditional store-of-value commodities.
In contrast, the price movements of the PGMs have remained relatively stable over the past year, suggesting more subdued demand. Given that these metals are crucial to electric vehicle (EV) production – particularly for catalytic converters – their price stagnation may signal a potential cooling of growth in the EV industry.
China’s credit may struggle to fuel growth
What the chart shows
The chart tracks China’s credit impulse (a measure of new credit as a share of GDP) offset by three months to align with the Li Keqiang Index, which measures total bank loans, electricity consumption and rail cargo volume. This reflects the strong five-year rolling correlation between the two measures.
Behind the data
China has rolled out fiscal measures, including bond issuances worth 6 trillion yuan ($850 billion), following earlier monetary steps. This move is expected to inject liquidity into the economy, possibly pushing the credit impulse into positive territory and spurring economic activity. However, with economists voicing doubts about the country meeting its 5% GDP growth target as we enter Q4 2024, the effectiveness of these measures remains in question.
Rocketing toward long-term gains
What the chart shows
This chart compares the performance of the MSCI Space Explorer Index, which tracks companies in the space exploration industry, against the broader MSCI IMI (which includes large, mid and small-cap stocks), particularly after key space missions. The aim is to assess how space-related milestones influence market sentiment compared to general market performance.
Behind the data
SpaceX’s successful Starship test flight, where the Super Heavy booster was recovered using mechanical arms, marks a significant step toward rocket reusability – a development that could revolutionize space travel economics. The heatmap shows how various space missions have led to mixed reactions in the space exploration sector, with notable market fluctuations. With each new milestone, investors are increasingly evaluating whether this sector is poised for long-term growth or if challenges like regulatory hurdles and cost efficiencies will temper enthusiasm. Here is an alternative visualization of the chart:
Polling vs betting: Can Harris hold her lead in critical swing states?
What the chart shows
This chart compares polling data from 14 swing states with betting odds, providing a snapshot of the US election race. The left column shows polling averages from FiveThirtyEight, while the right column presents Polymarket betting odds. For example, a 62.6% polling figure for Kamala Harris in in California indicates that of the votes cast between her and Donlad Trump, Harris is expected to win 62.6%. Both major candidates typically poll slightly lower overall in each state as third-party candidates capture a small portion of the vote. To simplify the chart, potential third-party votes have been excluded.
Behind the data
The US election is shaping up to be decided by a few critical swing states, with Pennsylvania, Michigan, Wisconsin, and Nevada showing the tightest contests, according to Polymarket odds. Although Harris holds a polling lead in these states, betting markets still slightly favor Trump, reflecting his past outperformance of polling predictions. This gap between polling data and market odds suggests that investors are factoring in historical trends more heavily than current polls.
ESG vs energy: How regional differences shape risk-adjusted returns
What the chart shows
This chart compares the 10-year Sharpe ratios – a measure of risk-adjusted returns – of ESG stocks (MSCI ESG Leaders Index) and energy stocks (MSCI Energy Sector Index) across developed markets including Australia, Canada, Europe, Japan, the UK and the US.
Behind the data
ESG stocks are often seen as aligning with broader social and environmental goals, but how do they perform against traditional energy stocks? To explore this, we analyzed the risk-adjusted returns of ESG stocks versus counterparts in the fossil fuel sector using the 10-year Sharpe ratio.
In markets like Australia, Canada, Europe and the US, the ESG leaders have outperformed traditional energy stocks, demonstrating their potential for both ethical and financial returns. However, in Japan and the UK, oil and gas stocks have delivered comparable or even superior risk-adjusted returns, highlighting how regional factors such as energy policies and market structures can influence investment outcomes.
Can innovation drive profits? The link between R&D spending and earnings
What the chart shows
This scatter chart examines the relationship between R&D spending and earnings per share (EPS) across 23 developed and emerging markets over the past decade, highlighting how investments in innovation can drive profitability.
Behind the data
Our analysis reveals a positive correlation between higher R&D spending and EPS, particularly in markets like the Netherlands, the US and Denmark, where sustained innovation investment has contributed to robust profit growth. However, Switzerland, despite similar levels of R&D investment, has seen lower earnings, indicating that that heavy spending on innovation alone doesn’t always guarantee success. Greece, with historically weak earnings, likely reflects the impact of low innovation investment, through broader economic factors also play a role.
This suggests that while R&D spending is often a critical driver of growth, market-specific conditions can heavily influence the outcomes.
Chinese equities show relative attractiveness
What the chart shows
This chart presents the earnings yield gaps – the difference between stock yields (the inverse of P/E ratios) and bond yields – of China’s A-shares and large-cap stocks over the past 15 years. It includes the mean, as well as ±1 and ±2 standard deviation bands, illustrating how current yields compare to historical trends.
Behind the data
China’s recent monetary easing has supported a stock market rally, which has reduced the earnings yield gaps. Despite this, the equity risk premia remain above long-term averages, signaling lingering skepticism about the impact of China’s stimulus measures. This skepticism has pushed risk premia up to +2 standard deviations, yet Chinese stocks continue to look attractive when compared to bonds.
Modest decline in US mortgage rates challenges expectations of housing market boom
What the chart shows
This chart shows consensus forecasts from Blue Chip Economics for the average US mortgage rate over the next six quarters. The blue line represents the mean forecast for each quarter. The grey box highlights the 25th to 75th percentile range, while the green box represents the 10th to 90th percentile range.
Behind the data
Even though the Federal Reserve (Fed) is expected to continue cutting interest rates over the coming quarters, US mortgage rates are projected to decline much more modestly. This is likely because the anticipated Fed Funds rate cuts have already been largely priced into current mortgage rates. As a result, the average mortgage rate is expected to decrease by only 34 basis points from now until the end of Q1 2026.
This forecast contradicts a common narrative in the US housing market, which suggests that decreasing interest rates will spark a new boom in mortgage demand. However, if mortgage rates do not drop significantly, this demand may not materialize as expected.
Term premium poised for upside amid Fed easing and elevated bond volatility
What the chart shows
This chart illustrates the decomposition of the 10-year US Treasury yield into its components from two perspectives: risk neutrality and term premium, further broken down into breakeven inflation and real yield from 1999 to the present. It also highlights periods of recession during this timeframe.
Behind the data
Considering the periods of relatively high inflation – both before the Global Financial Crisis (GFC) and after the COVID pandemic – recent risk neutrality and inflation expectations appear close to their historical norms. At the same time, long-term real interest rates have already leveled up.
The term premium shows some upside room, as it was positive pre-GFC but has remained flat lately. This upward risk is also reflected in the heightened bond-implied volatility observed in recent years.
Despite the Fed's easing cycle, upward pressure on bond yields could stem from the term premium.
Surge in major hurricanes across the US as climate volatility intensifies
What the chart shows
This chart tracks the number of hurricanes in the US across different five-year time periods from 1855 to the present. The hurricanes are categorized according to the Saffir-Simpson Scale: major hurricanes (Category 3, 4 and 5) and regular hurricanes (Category 1 and 2.) The Y-axis shows the total number of hurricanes in each five-year period.
Behind the data
Hurricane Milton left a trail of destruction across Florida when it made landfall on Wednesday. The Category 5 storm came just two weeks after Hurricane Helene, which also caused widespread destruction and fatalities.
As the chart shows, the rising number of major hurricanes hitting the US since 2020, compared to the previous peak of seven major hurricanes between 1915 and 1919, is notable. With five major hurricanes already recorded this decade, and the National Oceanic & Atmospheric Administration (NOAA) yet to include hurricanes Helene and Milton, the tally will likely set a new record once updated. The increasing frequency of severe hurricanes points to broader patterns of climate volatility, which may be contributing to this trend.
China's economic stimulus sparks surge in tech investment
What the chart shows
This chart visualizes weekly net fund flows to China using data from Emerging Portfolio Fund Research (EPFR). The data is categorized into four groups of stock market sectors.
Behind the data
In late September, the People’s Bank of China (PBoC) announced an ambitious plan to revive the struggling Chinese economy by implementing significant fiscal stimulus. The market’s response was swift, with both institutional and retail investors substantially increasing their exposure to Chinese assets. By the end of September, these inflows had reached their highest level in 2024, signaling a renewed confidence in the country's economic outlook.
However, the inflows were notably sector-specific. While several sectors experienced a moderate uptick in interest, the technology and telecommunications sector attracted a disproportionately large share of the capital. Does this show of investor preference for tech-driven industries reflect optimism about China’s digital economy?
Chinese equities lead global markets amid stimulus-driven rally
What the chart shows
This chart displays the 2024 year-to-date performance of Chinese, regional and global equity indices, with a focus on quarterly performance. It gives a clear visual comparison of how these indices have fluctuated throughout the year.
Behind the data
In late September, China's stimulus—monetary easing and fiscal support signals—triggered rallies in Chinese equities. Large cap stocks, with significant representation in the consumer discretionary and communication services sectors, fueled market optimism, growing by about 22% in Q3 2024. During the same quarter, the MSCI China and CSI 300 indices also posted significant gains of about 21% and 16%, respectively.
However, as Q4 2024 began, skepticism surrounding the sustainability of fiscal expansion led to more cautious market sentiment, which tempered further gains in Chinese stocks. Despite this, Chinese equities continued to outperform both regional and global indices year-to-date.
China's automotive growth outpaces profitability, while US and Europe find balance
What the chart shows
This scatter chart compares the compound annual growth rate (CAGR) over a 15-year period with the return on equity (ROE) of the Automobiles & Components industries in the US, Germany and China to show the potential for long-term financial growth and profitability across the three markets.
Behind the data
Last Friday, the EU Commission voted to impose definitive tariffs on China-made battery electric vehicles. The decision sparked mixed reactions, with many politicians supporting the move as a way to protect Europe’s automotive industry, while major European carmakers, such as Mercedes-Benz and BMW expressed concerns over potential market disruptions and cost increases. This European initiative mirrors a similar action taken by the US earlier this year and is seen as a direct response to China’s rapid expansion in the global auto market, driven by competitively priced vehicles.
The chart shows the impact of these measures. Both US and European carmakers show a positive correlation between CAGR and ROE, meaning that as profitability (ROE) increases, so does the long-term growth rate (CAGR). In contrast, the Chinese automotive industry demonstrates an inverse relationship, where a higher CAGR is associated with a lower ROE. This trend may indicate that Chinese carmakers are prioritizing rapid expansion and market share over short-term profitability, particularly as they aggressively price their vehicles to compete in global markets.
US dollar weakens against Asian currencies as Fed begins rate cuts
What the chart shows
This chart displays the year-to-date (YTD) performance of the US dollar (USD) against a range of global currencies. It ranks currencies from the largest YTD appreciation to the largest depreciation.
Behind the data
As the US labor market has been showing signs of softening and the Federal Reserve (Fed) has started its easing cycle with an oversized rate cut, the USD’s strength has begun to unwind. While the US Dollar Index (DXY) has remained above 100, the dollar has depreciated significantly against several Asian currencies, including the Malaysian ringgit (MYR) and Thai baht (THB), with drops of 5-8%. Conversely, the USD has appreciated the most against Latin American currencies like the Mexican peso (MXN), as well as the Turkish lira (TRY). As the Fed continues its dovish policy, the USD may face further downward pressure.
US labor market weakens as majority of states face rising unemployment
What the chart shows
This chart tracks unemployment trends from January 2019 to August 2024 for all 50 states in the US as a group. It highlights whether their unemployment rate has increased, decreased or remain unchanged compared to the previous month. According to the latest data recorded, 31 states experienced an increase in unemployment, five saw a decrease, and 14 had no change.
Behind the data
The US jobs market is showing signs of softening. The national unemployment rate has climbed from a low of 3.4% in 2023 to 4.2% as of October 2024. This increase has not been spread evenly across states. Rhode Island, South Carolina and Ohio have seen the largest increases in their unemployment rate over the past year, each climbing by more than a percentage point. Conversely, unemployment rates have fallen in Arizona, Mississippi, Connecticut, Wisconsin, Iowa, Maine, Tennessee, Arkansas and Hawaii.
Given that promoting maximum employment is one of the Fed’s dual mandates, continued labor market deterioration could prompt more aggressive interest rate cuts from the Federal Open Market Committee (FOMC).
Chinese 10-year bonds show low sensitivity to global macro factors
What the chart shows
This chart illustrates the sensitivity of the 10-year Chinese government bond (10y CGB) to various global macro factors including GDP growth, inflation expectations, central bank policies, credit markets, and commodities, based on data from Quant Insight. Sensitivity coefficients show how many basis points (bp) the bond yield could change for each one standard deviation (s.d.) shift in a macro factor, with data spanning the past ten years.
Behind the data
Overall, the 10y CGB shows low sensitivity to global macro factors, with yield fluctuations typically within ±1 bp for a one s.d. shift. However, certain factors have had more pronounced impacts recently. For example, iron ore prices and expectations of quantitative tightening by the Bank of Japan (BoJ) have been linked to positive effects on the bond yield, while copper prices and European Central Bank (ECB) rate expectations have contributed to more negative consequences. These insights could be useful for positioning Chinese sovereign bonds.
Global trade under pressure as shipping rates soar amid port strikes
What the chart shows
This chart compares global trade growth with key shipping rate indices to highlight the relationship between global trade activity and fluctuations in shipping costs, which can serve as a key indicator of supply chain pressures.
Behind the data
Shipping has become a major issue in recent years, impacted by events such as the pandemic, the Suez Canal blockage, and now the latest concern: the International Longshoremen’s Association (ILA) strike. Nearly 50,000 ILA members have walked off the job, halting operations at ports along the East and Gulf Coasts. This disruption has affected the flow of a wide range of goods, from perishable items like bananas and European alcohol to cars, furniture and industrial parts, potentially leading to shortages and price hikes. While many holiday goods have already been shipped, continued delays could drive up prices for perishable products and other imports, further straining supply chains and fueling inflation.
Energy stocks strongly correlate with crude oil prices but not with other sectors
What the chart shows
This chart displays the daily return correlation over the past year between MSCI US and European sectoral indices and crude oil prices (WTI and Brent). It highlights sector sensitivity to oil price movements and shows how crude oil may impact sector performance in the US versus Europe.
Behind the data
The results show strong positive correlations between energy sector equities and crude oil returns in both the US and Europe, with coefficients ranging from approximately 0.5 to 0.6. In contrast, other sectors exhibit relatively low correlations with crude, with some showing small positive or negative coefficients. While crude prices play an important role in energy stock valuations, they appear to have little influence on most other sectors.
Hedge funds lag global equity benchmarks
What the chart shows
This table presents a heatmap comparing the year-to-date (YTD) and recent performance of various hedge fund strategies – such as absolute return, multi-strategy, systematic diversified, market directional, multi-region, and fundamental growth equity – against global equity benchmarks.
Behind the data
The heatmap reveals that these hedge funds have generally underperformed stock benchmarks like the S&P 500, MSCI World, and MSCI EM indices, possibly driven by factors such as the rise of AI, the resilience of the US economy amid recent softening, continued Fed’s accommodation, and renewed stimulus from China.
So, despite being exposed to higher risks, hedge funds did not necessarily outperform equities during this period.