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Sell-Side Signals & Supply Chains: What’s Worked & Looking Ahead
As earnings season approaches, investors and corporate leaders face the challenge of separating signal from noise in a rapidly shifting macro and cost environment. This session explores how sell-side expectations and supply-chain relationships can be combined to create a clearer, forward-looking view of earnings risk and resilience.
The discussion examines how analyst estimate revisions evolve through earnings season, how cost and margin pressures propagate through customer-supplier networks, and how these signals can be monitored in real time using integrated datasets from Visible Alpha, Business Relationship Analytics, and ProntoNLP.
What You’ll Learn
- How sell-side revisions behave through earnings season
- How supply-chain relationships transmit cost and margin pressure
- How to monitor earnings risk using integrated datasets
- How to apply a repeatable framework across reporting cycles
Who Should Attend?
- Equity investors
- Earnings-focused analysts
- Risk and portfolio managers
Speakers

Dan Sandberg
Group Manager, Product Management & Development
S&P Global Market Intelligence

Samrudhi Kaulapure
Quantitative Researcher, Quantitative Research & Solutions
S&P Global Market Intelligence

Liam Hynes
New Product Development Senior Director, Public Markets
S&P Global Market Intelligence
Register Now
Sell-Side Signals & Supply Chains: What’s Worked & Looking Ahead
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