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Be it outbreak, epidemic, or pandemic—human or zoonotic—the goal is to get reliable information on infectious diseases, quickly. Abt experts Laura Edwards and Sung-Woo Cho discuss strategies for harnessing machine learning and data visualization to provide actionable information—at scale—that can help stem a health crisis.

What is humanity’s best defense against a pandemic or other major threat? You’d be partially right to think: high-tech equipment in gleaming new health facilities, a computer farm in the cloud to collect and share data, highly qualified clinical staff, vast sums for vaccine research and development, and expansive budgets funding expensive national public health systems.

Our analysis of HPOG subgroups defined by program experiences found weak evidence that long-term credentials led to meaningfully larger earnings impacts.

The pandemic may have made it harder for participants in the Health Profession Opportunity Grants program to find good jobs in healthcare.