The Daily Spark

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  • US Households Not Saving Enough for Retirement

    Torsten Slok

    Apollo Chief Economist

    Our chart book (available here) documents the growing retirement crisis.

    The growing retirement crisis: Households not saving enough
    Gross pension wealth for average earners by gender, multiple of annual earnings
    Note: Pension wealth – a measure of the stock of future discounted flows of pension benefits – takes account of these factors. It can be thought of as the lump sum needed at the retirement age to purchase, without paying any fees, an annuity giving the same flow of pension payments as that promised by mandatory retirement-income schemes. Since women’s life expectancy is longer than men’s, pension wealth for women is higher in all countries. Sources: OECD, Apollo Chief Economist

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  • Software Maturity Wall

    Torsten Slok

    Apollo Chief Economist

    Software faces a massive $40 billion maturity wall in 2028, dominated by lower-rated B- credits, exposing the sector to refinancing risks amid AI disruption and rates higher for longer, see chart below.

    Software: 2028 maturity wall approaching
    Note: Data through February 2026. Sources: PitchBook | LCD; Morningstar LSTA US Leveraged Loan Index, Apollo Chief Economist

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  • Margin Debt at Record Highs

    Torsten Slok

    Apollo Chief Economist

    With margin debt at record highs, any downturn in stocks risks turning into a sharper correction as leveraged investors are forced to sell into falling markets, see chart below.

    Margin debt at record high levels
    Sources: FINRA, Haver Analytics, Apollo Chief Economist

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  • Our chart book (available here) looks at the simulated effects of $100 oil prices on the economy.

    What is the impact of $100 oil prices on the US economy?

    Note: Effects fade over several quarters. Source: Apollo Chief Economist

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  • K-Shaped Expansion Continues

    Torsten Slok

    Apollo Chief Economist

    Consumer spending data from the New York Fed shows a clear K-shaped pattern where growth has been faster for high-income households than low-income households, see the first chart below. The stronger growth in consumer spending for high-income households is driven by the K-shaped growth in wages and wealth, see the second and third chart.

    K-shaped pattern for consumer spending
    Sources: Economic Heterogeneity Indicators (EHIs) – FEDERAL RESERVE BANK of NEW YORK, Apollo Chief Economist
    K-shaped economy for wage growth
    Sources: Federal Reserve Bank of Atlanta, Macrobond, Apollo Chief Economist
    K-shaped economy for wealth
    Sources: Federal Reserve Board, Haver Analytics, Apollo Chief Economist

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  • Net Unauthorized Immigration

    Torsten Slok

    Apollo Chief Economist

    Dallas Fed data show net unauthorized immigration flows turning negative, meaning more individuals are leaving the US than entering, see chart below.

    Monthly new unauthorized immigration
    Sources: Federal Reserve Bank of Dallas, Apollo Chief Economist

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  • New Business Formation Exploding Higher

    Torsten Slok

    Apollo Chief Economist

    The surge in new US business formation is being fueled by AI and large language models that are dramatically reducing the cost and complexity of launching a company, see chart below. As these firms scale, they will create jobs, underscoring that AI is likely to strengthen, not disrupt, the US labor market.

    Weekly business formation exploding higher, likely driven by AI
    Sources: US Census Bureau, Macrobond, Apollo Chief Economist

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  • Single-Stock Volatility vs. Index Volatility

    Torsten Slok

    Apollo Chief Economist

    Single-stock implied volatility continues to trade at a historically wide premium to index volatility, reflecting structurally lower implied correlation and persistent demand for idiosyncratic protection. Investors appear less concerned about macro shocks and more focused on widening dispersion between winners and losers in an increasingly concentrated equity market grappling with the implications of AI.

    Single-stock volatility premium near cyclical highs
    Sources: Bloomberg, Macrobond, Apollo Chief Economist

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  • The Chicago Business Barometer for February showed strong improvements across production, employment, new orders and deliveries, see chart below. Perhaps we are underestimating the positive effects of the One Big Beautiful Bill, which took effect on January 1. The CBO estimates that it will boost GDP growth by 0.9% in 2026, and the chart below suggests that nonfarm payrolls in February could be significantly stronger than the 58,000 currently expected by consensus.

    Chicago Business Barometer points to strong growth in nonfarm payrolls in February
    Sources: Market News International, US Bureau of Labor Statistics (BLS), Macrobond, Apollo Chief Economist

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  • Wage Growth for Job Switchers Moving Higher

    Torsten Slok

    Apollo Chief Economist

    With low immigration and strong tailwinds to growth from AI spending, the industrial renaissance and the One Big Beautifull Bill, it is not a surprise that wage growth is rising for job switchers, see chart below.

    Rising wage growth for job switchers
    Sources: Federal Reserve Bank of Atlanta, Macrobond, Apollo Chief Economist

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