Zacks Investment Research highlights its proprietary Earnings ESP (Expected Surprise Prediction) tool, designed to identify stocks with a high probability of beating quarterly earnings estimates by comparing the 'Most Accurate Estimate' to the 'Zacks Consensus Estimate.' When combined with a Zacks Rank #3 (Hold) or better, this methodology has historically predicted positive earnings surprises 70% of the time, yielding an average annual return of 28.3% over a 10-year backtest. Current examples include Basic Materials companies Linde (LIN) with a +0.5% ESP and Ecolab (ECL) with a +2.16% ESP, both indicating a strong likelihood of exceeding analyst expectations in their upcoming reports and presenting potential trading opportunities.
The analysis highlights a quantitative signal, the Zacks Earnings Expected Surprise Prediction (ESP), indicating a heightened probability of positive earnings surprises for Linde (LIN) and Ecolab (ECL). For Linde, the Most Accurate Estimate of $4.05 per share surpasses the Zacks Consensus Estimate of $4.03, resulting in a +0.5% ESP ahead of its August 1, 2025 report. Ecolab shows a more pronounced signal with a +2.16% ESP, based on its Most Accurate Estimate of $1.94 versus a consensus of $1.90 for its July 29, 2025 release. This upward revision by the most recent analysts suggests access to new information pointing to stronger-than-expected performance. While both companies currently hold a Zacks Rank of #3 (Hold), indicating an expectation of in-line market performance, the positive ESP serves as a potential catalyst for a near-term stock price increase post-earnings, supported by a historical backtest showing a 70% success rate for this specific combination of factors.
AI-powered research, real-time alerts, and portfolio analytics for institutional investors.
Request a DemoOverall Sentiment
strongly positive
Sentiment Score
0.75
Ticker Sentiment