When the data goes dark

When the data goes dark

Markets thrive on numbers, models and forecasts, but sometimes those signals go dark. If the Global Financial Crisis and the COVID-19 Pandemic taught us anything, it’s that the most impactful events in markets are often those no spreadsheet could see coming.

In a recent article, we learned that in a world of rapid change, relying too heavily on “what’s worked before” can leave portfolios exposed. What do you do when the data you rely on suddenly disappears?

3 risks for investors when the data goes dark

  1. Unknown unknowns (Knightian Uncertainty): Events you can’t model or predict, such as paradigm shifts, big regulatory changes, pandemics and social movements aren’t captured well by standard risk models.
  2. Overreliance on what's worked before: When you lean too heavily on historical data or quantitative risk models, you may be blindsided by the future.
  3. Fragile portfolios when over-optimized: Portfolios that are tuned for specific scenarios may break under pressure when the unexpected hits. Overconcentration, excess leverage or lack of flexibility can increase vulnerability in volatile markets.

2 reasons it matters more than ever:

  1. Heightened global shifts & disruption: Between AI transforming industries, accelerating climate risk, political instability and evolving financial norms like crypto and central bank digital currencies, the landscape is always changing – increasing exposure to uncertainty.  
  2. Markets reward resilience, not just predicted performance: In unpredictable environments, those who accept uncertainty, and plan for it, are better positioned not only to withstand shocks, but also to take advantage of them.

1 key takeaway for investors

  1. Build for uncertainty: You can’t model everything, but you can prepare for anything. Don’t chase precision or certainty; instead, design portfolios that are resilient. Investing isn’t just about crunching numbers—it’s about acknowledging the limits of what we know and building portfolios with the potential to be strong enough to handle what we don’t. The future may be uncertain, but your strategy doesn’t have to be.

For a more details on this topic, listen to this MoneyTalk video with Jeff Evans, CFA, Vice President & Director, Lead of Empirical Research & PM Support, TD Asset Management Inc.


The information contained herein has been provided by TD Asset Management Inc. and is for information purposes only. The information has been drawn from sources believed to be reliable. The information does not provide financial, legal, tax or investment advice. Particular investment, tax, or trading strategies should be evaluated relative to each individual’s objectives and risk tolerance.

Certain statements in this document may contain forward-looking statements (“FLS”) that are predictive in nature and may include words such as “expects”, “anticipates”, “intends”, “believes”, “estimates” and similar forward-looking expressions or negative versions thereof. FLS are based on current expectations and projections about future general economic, political and relevant market factors, such as interest and foreign exchange rates, equity and capital markets, the general business environment, assuming no changes to tax or other laws or government regulation or catastrophic events. Expectations and projections about future events are inherently subject to risks and uncertainties, which may be unforeseeable. Such expectations and projections may be incorrect in the future. FLS are not guarantees of future performance. Actual events could differ materially from those expressed or implied in any FLS. A number of important factors including those factors set out above can contribute to these digressions. You should avoid placing any reliance on FLS. TD Asset Management Inc. is a wholly-owned subsidiary of The Toronto-Dominion Bank.

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