This document summarizes Khaled El Emam's presentation on facilitating analytics while protecting individual privacy using data de-identification. It discusses two case studies where health data was shared after analyzing privacy risks. The first was a project with the Louisiana Department of Health providing de-identified Medicaid claims data for a coding competition. The second was sharing data from Mount Sinai School of Medicine's World Trade Center Disaster Registry. The presentation outlines the methodology used to de-identify the data, including removing direct identifiers, generalizing quasi-identifiers, and techniques like date shifting to prevent re-identification.