Experience

My work spans care-delivery research, drinking-water analytical chemistry, membrane technology and field implementation, and industrial process modeling. Across each setting, I define the decision, examine the operating context, analyze the available evidence, implement a practical change, and measure what happens next.

Sep 2023 – present Safe Life Home Health Care Program Manager, Clinical Outcomes Research & Care Delivery Innovation Chicago and Lombard, Illinois. Medicare-certified home-health provider, 450+ average daily census. I use clinical, hospitalisation, visit, workflow, geographic and home-environment data to investigate care-delivery problems, then work with clinicians and operational teams to design and implement changes around assessment, documentation, handoffs and follow-up. A structured home-environment assessment used in 2,100+ evaluations.Implementation of Andy-AI ambient documentation and a shared care-coordination workflow. Aug 2021 – May 2023 George Mason University Graduate Research Assistant, Water Quality Engineering Laboratory Potomac Science Center, Woodbridge, Virginia. I developed triple-quadrupole GC-MS methods for trace disinfection byproducts in drinking water. The methods work made a simple problem visible: a compound reported as absent may only be below the instrument’s detection limit, and the substitution used for that non-detect can change a calculated toxicity estimate. Triple-quadrupole GC-MS methods for trace disinfection byproducts.A 2026 Environmental Science & Technology paper on chlorocyanurate disinfection, and an ongoing methods paper on left-censored data. Aug 2016 – Aug 2021 PakVitae, now EveryWater Co-founder and Chief Technology Officer Pakistan and Singapore. I helped take hollow-fiber treatment from early membrane formulation and prototype work through patents, manufacturing, product formats, financing and field delivery, in settings where electricity, specialist maintenance and replacement supplies could not be assumed. Three granted patents on the hollow-fiber membrane innovation: two US patents and one European patent.A unit produced, a unit delivered and a unit still providing safe water months later are not the same result. That lesson shapes how I read implementation evidence. 2016 Engro Fertilizers Chemical and Process Engineering Intern Dharki, Sindh, Pakistan. My first industrial process work, on an ammonia and urea complex where energy and water are the two largest recurring costs. I modelled the ammonia synthesis loop and reviewed cooling-tower performance, and learned that most of the savings in a running plant come from operating decisions rather than new equipment. Process simulation of an ammonia synthesis loop, and a cooling-tower performance review.Recommendations recorded by the employer as roughly $0.4M in capital and operating savings, with 7% less energy and 18% less water. Alongside Bilqees Trust Tuition and mentoring for students in Pakistan Pakistan. Bilqees Trust combines tuition support with mentoring and follow-up. It reinforced a lesson that also runs through my water work: funding is an input. Whether it helps depends on the delivery model, the people responsible for follow-up, the information collected, and the willingness to adjust.