Dynamic Targeting

Case Study

Before I joined ZS, the firm had spent more than $1M on a sales rep routing solution that no clients purchased. The team was tasked with re-imagining the product in light of learnings from ZAIDYN Field Insights.

See also: a blog post about Dynamic Targeting.

A diagram illustrating two concepts: on the left, understanding the representative's location to bring the geographic center of value closer to healthcare providers (HCPs) planned visits. On the right, using an optimized center of value to recommend additional targets for the week.

Company & Position

ZS Associates, Associate Partner (2011-2017)

Details

The effort required close collaboration: data scientists used behavioral insights to refine algorithms; engineers refined the data feed based on its impact on the weekly experience; and product marketing incorporated research insights into product-level messaging at launch.

Actions

  • Revisited prior user research with a focus on how reps move productively through distinct territories; identified an opportunity to augment daily plans rather than replace them.
  • Developed concepts and double-blind tested with research panels and clients; iterated based on findings.
  • Collaborated with engineering to evaluate the data feed and its impact on the interface; provided behavioral insights to data scientists to inform algorithm refinement.
  • Advocated for and drove integration with ZAIDYN Field Insights rather than shipping as a standalone product.

Outcome & Impact

  • Shipped new product, part of a suite enabling 130+ companies and 100K sales personnel globally.
  • Product well-received at launch; ultimately integrated with ZAIDYN Field Insights, addressing a real unmet need as part of a broader field enablement suite.
Case study on dynamic targeting by a biopharmaceutical company highlighting challenges, solutions, and impacts.

© 2026 Natalie Hanson

Discover more from Natalie Hanson, Ph.D.

Subscribe now to keep reading and get access to the full archive.

Continue reading