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Echoes
Echoes
History doesn’t repeat itself, but it often echoes. Some echoes fade. Others become signals.
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Echoes: Bubble or no bubble, AI investment is still driving growth

January 20, 2026 - 8 min
Echoes: Bubble or no bubble, AI investment is still driving growth

Natixis IM Market strategist Mabrouk Chetouane analyses the academic evidence to see whether we are indeed experiencing an AI-driven market bubble and, if so, whether it poses a real and present threat for investors.

 

It is essential to remember that the key characteristic of a financial bubble is that it is unobservable. We can only infer the existence of a financial bubble either through historical comparisons or through a set of information and variables whose selection is subject to heated debate.

That said, there are two indisputable facts about bubbles:

  1. They are closely linked to investors' expectations that the price of assets held in their portfolios will continue to rise, enabling them to continue to make gains. Conversely, the bursting of a financial bubble is also based on expectations of a reversal in the price of these same assets.
  2. They, especially a financial bubble, can only be identified once they have burst. In other words, we know only after the event that we were in a bubble. This gives the phenomenon a ‘quasi-quantum’ dimension, in other words, that of being in several states at the same time.

Bubble talk echoes many of the questions facing investors regarding the new technologies sector linked to artificial intelligence (AI). Does the tech sector represent a financial bubble? It is impossible for us to answer this question with a definitive yes. Yet this observation should not prevent us from conducting an analysis based on tangible evidence and reasoning to assist investment decisions.

Does the technology sector, and the associated risk of a bubble, therefore pose a threat to investors? At this stage, based on our knowledge and the information available to us, I don’t believe the market is in a bubble. Moreover, the opportunity cost of under-exposure to technology is a penalising factor in asset allocation.
 

Creative destruction and productivity

The 2025 Nobel Prize in Economics was awarded to Philippe Aghion and Peter Howitt for their work on the knowledge economy and their contributions to the mechanisms of creative destruction in economic systems1. More generally, this work falls within the framework of endogenous growth models, which study the role of research and development and innovation on productivity and growth paths2.

These theoretical frameworks establish two fundamental propositions:

  1. Romer (1986 and 1990) develops a framework in which economic growth becomes a self-sustaining phenomenon, supported by non-decreasing returns to scale2. In other words, there are positive externalities generated by research and development expenditure that provide lasting support for factor productivity and therefore economic growth.
  2. Aghion and Howitt (1992) show how innovation creates a sustainable growth cycle in which new products and new production methods replace old ones, thereby stimulating economic growth. Growth can continue despite the negative effect of creative destruction (to use Schumpeterian terminology) that occurs during the economic cycle.

Romer, Aghion and Howitt therefore place the concepts of investment, R&D and productivity at the centre of the growth process. Over the last three years, we have seen a surge in investment in the new technology sector. More specifically, in 2024, nearly $230 billion was deployed by the leading companies in the technology sector (Amazon, Alphabet, Microsoft, Meta), representing 7.8% of US corporate investment. This figure is expected to reach $400 billion in 2025 for these same companies, an increase of more than 70%3.

Even if these expenditures do not exclusively concern research and development (investment in capital goods, intangible capital, etc), it is reasonable to believe that they will stimulate the economic fabric, generate positive externalities and ultimately support the productivity of production factors. As a result, they are likely to increase the income of the players and economies that have undertaken this effort.

In the G7, for example, AI could have a significant impact on labour productivity and, consequently, on the potential growth of economies over the next decade – as highlighted in the OECD research in Table 14. These productivity gains are dependent on the speed of deployment and, above all, adoption of these new technologies within the economic fabric of each country.

Unsurprisingly, the US dominates this sector and is likely to maintain its lead regardless of the scenario considered. Assuming an additional productivity gain of 0.41 pp for the US, the additional income generated over the next 10 years would be around £1.4 trillion.

Furthermore, Fiori et al (2025) emphasise that the time lag between substantial investments and the introduction of new technologies into production systems tends to limit productivity gains5. Put simply, procrastination does not go hand in hand with higher productivity gains. In their study, the US, followed by the UK, still largely dominate European countries.

Part of the Echoes series

Interviews and insights by seasoned investment managers from across the Natixis multi-affiliate family.

  • Key investor lessons from 25 years in markets
  • The 2000 dotcom bubble vs today’s AI-driven markets
  • How to avoid being left in freefall when a bubble bursts
  • What the GFC meant for bond markets
  • Why every market is linked to central bank decisions
  • Are we in a new paradigm for fixed income?
  • Why Covid broke the pattern

Without spending on R&D, which is the cradle of technical progress, the probability of maintaining a constant level of potential growth is low. This result applies regardless of the scale considered, whether it be a company or a country.

The difference in per capita income between the US and the eurozone has increased by nearly 40% over the past 20 years – Fiori et al (2025) attribute part of this gap to significantly higher productivity gains in the US5. However, improved productivity gains are dependent on investment dynamics, all other things being equal.

In this area, companies in the eurozone lag significantly behind their American counterparts. In the third quarter of 2025, the gap in private investment between the two zones reached 35 points in favour of the US6. What, then, is the link with the risk of bubbles?

 

Excessive expectations and the energy sector

Excessive capital accumulation, in the Marxist sense, is the result of overinvestment. Initially, this leads to sub-optimal allocation of capital and can then lead to various forms of excess, such as overproduction or a collapse in capital returns, which inevitably results in economic and/or financial crises.

Similarly, this overinvestment can raise expectations of future income growth and result in exponential price growth – a characteristic sign of a bubble. These expectations could be deemed excessive and lead to a sharp fall in prices.

Nevertheless, there is no objection to comparing the profits made by companies in the technology sector with those of the rest of the US stock market. These companies, which are in a phase of expansion, have largely outperformed companies outside the technology sector and exceeded analysts' expectations.

Despite spectacular earnings growth, the valuation levels of technology companies in the US are actually lower than at the end of the 2000s. As shown in Figure 1, another fact is that the rise in the valuation of this sector has been more gradual, even if a few hiccups have disrupted this upward trend.

Although significant investment efforts have been made, maintaining a dominant position in the areas of computing capacity and information and data storage will require further investment. Yet there is one factor that could potentially hinder the sector's long-term viability: energy.

As Figure 2 shows, installed electrical capacity in the US stood at 1,294 gigawatts in 2024 – an increase of only 3% compared to 20237. In China, installed electrical capacity reached 3,217 gigawatts over the same period, 2.5 times that of the US.

The energy issue is strategic, even vital. Logically, we can expect significant investment in this sector in the US to ensure that it does not become an obstacle, which would ultimately be a positive externality for the entire economy.

 

Figure 1:  US Stock market valuation - Price Earning ratios 

Figure 1:  US Stock market valuation - Price Earning ratios

This new ‘industrial revolution’ naturally raises questions about the relevance of investment decisions. The time frame required to see these advances materialise in terms of productivity and, more visibly, in corporate earnings, is still long.

I believe that the lead enjoyed by the US and the potential for the spread of these new technologies will enable the emergence of new players, possibly in the form of a duopoly or oligopoly, which will lead to greater adoption of these new technologies – a prerequisite for maintaining productive economies.

So, what’s the verdict? In summary, at the time of writing, all the analysis suggests the current situation does not constitute a bubble. But it’s worth acknowledging that not everyone agrees with this sentiment

Interviewed in December 2025

Echoes

Markets don't repeat, they echo. Echoes from the past, signals for the future. Learn lessons from 25 years of investing.

Echoes

1 Aghion, P and P Howitt (1992), “A model of growth through creative destruction”, Econometrica 60(2): 323-51.

2 Romer, P M (1990), “Endogenous technological change”, Journal of Political Economy 98(5): 71-102.

3 Wall Street Journal, ‘Big Tech Is Spending More Than Ever on AI and It’s Still Not Enough’, October 2025,  https://www.wsj.com/tech/ai/big-tech-is-spending-more-than-ever-on-ai-and-its-still-not-enough-f2398cfe

4 Filippucci, F, Gal, P, Laengle, K, and Schief, M, 2025, ‘Macroeconomic productivity gains from Artificial Intelligence in G7 economies’, OECD Artificial Intelligence Papers, No. 41, OECD Publishing, Paris, https://doi.org/10.1787/a5319ab5-en

5 Giuseppe Fiori, Colleen Lipa, William Wu, 2025, ‘Investment as a Source of Productivity Growth," FEDS Notes. Washington: Board of Governors of the Federal Reserve System, https://doi.org/10.17016/2380-7172.3920

6 Mabrouk Chetouane, Bloomberg, Natixis Investment Managers, 2025

7 Haag, Alex, 2025, ‘The State of AI Competition in Advanced Economies’, FEDS Notes. Washington: Board of Governors of the Federal Reserve System, https://doi.org/10.17016/2380-7172.3930

Marketing communication. This material is provided for informational purposes only and should not be construed as investment advice. Views expressed in this article as of the date indicated are subject to change and there can be no assurance that developments will transpire as may be forecasted in this article. All investing involves risk, including the risk of loss. No investment strategy or risk management technique can guarantee return or eliminate risk in all market environments. Investment risk exists with equity, fixed income, and alternative investments. There is no assurance that any investment will meet its performance objectives or that losses will be avoided. The reference to specific securities, sectors, or markets within this material does not constitute investment advice.

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