Why Sentiment Tags Are the Missing Layer in Speaker Selection
Speaker selection has traditionally followed a familiar pattern: identify well-known experts, validate credentials, and build programs around visibility and reputation. […]
Speaker selection has traditionally followed a familiar pattern: identify well-known experts, validate credentials, and build programs around visibility and reputation. […]
When teams talk about expert engagement, the same names often surface first. Well-known global KOLs. High publication counts. Frequent conference
Medical and commercial teams rarely disagree on objectives. Both want relevant conversations, credible science, and measurable impact. Yet in practice,
Field and medical teams spend countless hours planning who to meet, what to discuss, and how to advance scientific conversations.
In medical affairs and field engagement, timing and context often decide the quality of every conversation. You can have the
Scientific engagement works best when it’s synchronized with how HCPs are thinking and talking today, not last quarter. That’s why
KEE targeting has evolved. Version 1.0 was spreadsheets of “top names.” Version 2.0 chased digital activity, who posts, where, and
Not all influence looks the same. Some experts write guidelines, others steer trial sites, and a growing cohort shapes thinking
Volume isn’t the same as influence. Some Key External Experts shape clinical thinking without posting daily threads or dominating conference panels. They
Identifying and engaging Key Opinion Leaders (KOLs) requires more than just counting followers or publication citations. With rapid digitalization and innovation in