Research record
40+ peer-reviewed publications are represented in the current CV record; citation count and h-index remain dynamic and are delegated to Google Scholar.
For funders
Fund the question before the tool
The common thesis is simple: a score is not a decision. The research asks where identity, context and evidence are lost when metrics become decisions about people.
Research to application
The CV records KAUST TAQADAM venture support for precision medicine in 2016 and a FekraTech innovation award/grant for emergency-department optimization in 2017.
Institutional scale
The CV reports program portfolios of approximately SAR 190M shaped or overseen; the figure is presented with its defined scope and source rather than as an independently audited financial claim.
Ready for discussion
Three research programs to shape with the funder
Duration, team, budget and partners are intentionally not invented here; they are set after aligning a program with a specific funding call.
Justice beyond aggregate performance
Compare equivalent-performing systems at the level of affected individuals, then examine which changes are necessary, avoidable or unjustified.
Accountability through inspectable evidence
Trace how changes in source data, terminology or evidence alter a recommendation, and evaluate whether the resulting explanation supports meaningful review.
Human agency and limits of delegation
Evaluate when people can detect a system’s limits, challenge its advice and revise their decisions under changed conditions.