Doctoral Speaking Skills Talk - Keerthana Gurushankar

October 22, 2026  12:00PM—1:00PM

Location:
1327 & Zoom - Wean Hall

Speaker:
KEERTHANA GURUSHANKAR, Ph.D. Student, Computer Science Department, Carnegie Mellon University
https://www.keerthanagurushankar.com/

Maximizing Match Quality in Online Skill-based Routing

When a customer calls, which agent should answer? When a new paper arrives, which reviewers should we assign it to? When an emergency occurs, which responders should we send? We study these as the problem of maximizing match quality in online skill-based routing.

We develop a simple index policy, LAG, that assigns tasks to resources not just based on instantaneous match quality, but also on the opportunity cost of consuming scarce resources. We prove that LAG is fluid-optimal when task arrival rates and the number of servers scale proportionally. We demonstrate its effectiveness on peer-review and call-center instances, where LAG achieves 83-99% of the LP upper bound and substantially outperforms greedy assignment.

In-person and Zoom 

Presented as part of the AI-SDM Seminar Series

Presented in Partial Fulfillment of the CSD Speaking Skills Requirement

Contact
Matt Stewart


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