Muniba believes in centering marginalized people and communities in all analyses, organizational development, and field building. She uses interdisciplinary analytic methods, design frameworks, and compelling visualizations to make sense of qualitative, quantitative, and spatial data and to advance equity.

Muniba joined ORS Impact in May 2022. Prior to joining ORS Impact, Muniba held technical and advisory roles at public health and climate organizations. Her public health expertise includes developing community health needs assessments (CHNAs) and advancing health equity in community health planning processes. Within climate, she quantified foundation funding flows to develop regional, sectoral, and temporal analyses of climate change mitigation philanthropy. Muniba holds Bachelors degrees in Public Health and Psychology from the University of California Berkeley, and a Masters degree in Urban Planning from the Harvard Graduate School of Design. During her graduate studies, Muniba focused on using spatial data methods in urban planning proposals for health and community development.

Muniba lives in the San Francisco Bay Area and spends maybe too much of her time trying new recipes.