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Use earnings surprises to track sector momentum

Use earnings surprises to track sector momentum

07/27/2025
Giovanni Medeiros
Use earnings surprises to track sector momentum

Discover how the gap between reported and expected earnings can illuminate powerful trends across industries. By leveraging surprises, investors tap into a rich source of predictive insight.

Understanding Earnings Surprises

An earnings surprise represents a fundamental catalyst for stock price movement. It is calculated as the difference between reported earnings per share and the consensus analyst estimate. A positive earnings surprise occurs when actual results exceed forecasts; the opposite yields a negative surprise.

Beyond individual stocks, surprises aggregate at the sector level. When multiple companies within an industry beat expectations, it often signals systemic positive fundamental trends that can drive sector-wide momentum.

  • Earnings Surprise: Actual EPS minus expected EPS.
  • Momentum: Continued strong performance after surprises.
  • Sector Momentum: Collective outperformance in one industry.

How Earnings Surprises Fuel Momentum

Empirical research shows markets reward surprises more consistently than raw growth figures. Stocks delivering positive earnings surprises boost stock performance regardless of their historical growth rates. This occurs because investors adjust expectations sharply around earnings announcements, creating underreaction and follow-through effects.

Momentum strategies capture part of this effect. Approximately 41% of the price momentum premium in the first six months after selection arises around earnings dates. In other words, a significant share of momentum returns can be traced directly to the market's reaction to surprises.

Moreover, when both past returns and earnings surprises are positive, stocks show their strongest future return prospects. This dual signal often outperforms strategies based solely on price trends.

Sector-Level Case Studies

Different industries exhibit unique patterns of surprises and momentum. Examining case studies helps illustrate these dynamics in practice.

Technology Sector: Characterized by high growth expectations, tech firms frequently report mixed surprises. When they beat lofty forecasts, the resulting positive shock can propel the entire sector higher. Yet missed expectations often trigger sharp drawdowns.

Consumer Staples: With steadier expectations, staples companies can occasionally deliver unexpected upside. Even modest surprises in this sector can spark meaningful momentum, as investors rotate capital from beaten-down high-growth names.

Statistical Evidence and Theory

Regression analyses reveal that introducing the earnings surprise variable cuts the past-return coefficient nearly in half, from 5.7% to 2.9%. Yet the surprise coefficient remains significant, underscoring its predictive power for future returns. This finding supports the view that earnings momentum underlies a meaningful share of price momentum.

Serial correlation studies indicate a positive correlation in earnings surprises over short horizons (up to one year) and a reversal over longer periods. Price momentum exhibits a similar time profile, reinforcing the conceptual link between the two phenomena.

Portfolio Construction Implications

Understanding the distribution of surprises across sectors informs diversification. Since positive surprises occur in roughly half of announcements across all industries, sector-level diversification reduces concentration risk while capturing broad momentum opportunities.

Combining earnings surprises with price momentum further enhances strategy robustness. Portfolios that overweight names exhibiting both signals typically outperform those relying on either factor in isolation. Implementing a dual screening approach can lead to smoother returns and improved drawdown control.

Risks and Limitations

Despite its strengths, relying solely on earnings surprises entails risks. Unexpected changes in revenue recognition, one-time charges, or accounting adjustments can distort the surprise metric. Additionally, model mis-specification or shifting analyst behavior may erode predictive value over time.

Investors should remain vigilant about overlapping signals, such as revenue surprises. Mismatches between revenue and earnings surprises can produce conflicting momentum signals and increase portfolio volatility.

Practical Steps for Investors

  • Screen for sectors with consecutive positive surprises to identify early momentum.
  • Monitor earnings calendar to time entries and exits around announcement dates.
  • Apply equal-weighted sector allocations to maintain diversification.
  • Combine surprise signals with measures of price momentum for confirmation.
  • Regularly review factor model performance and adjust thresholds as needed.

By integrating earnings surprises into sector analysis, investors can harness a clear, data-driven approach to momentum. Actionable, evidence-based strategies empower portfolio managers and individual traders alike to navigate market cycles with confidence and precision.

Giovanni Medeiros

About the Author: Giovanni Medeiros

Giovanni Medeiros, 27 years old, is a writer at eatstowest.net, focusing on responsible credit solutions and financial education.