  Today, 95% of the global population has 2G mobile phone coverage and the
number of individuals who own a mobile phone is at an all time high. Mobile
phones generate rich data on billions of people across different societal
contexts and have in the last decade helped redefine how we do research and
build tools to understand society. As such, mobile phone data has the potential
to revolutionize how we tackle humanitarian problems, such as the many suffered
by refugees all over the world. While promising, mobile phone data and the new
computational approaches bring both opportunities and challenges. Mobile phone
traces contain detailed information regarding people's whereabouts, social
life, and even financial standing. Therefore, developing and adopting
strategies that open data up to the wider humanitarian and international
development community for analysis and research while simultaneously protecting
the privacy of individuals is of paramount importance. Here we outline the
challenging situation of children on the move and actions UNICEF is pushing in
helping displaced children and youth globally, and discuss opportunities where
mobile phone data can be used. We identify three key challenges: data access,
data and algorithmic bias, and operationalization of research, which need to be
addressed if mobile phone data is to be successfully applied in humanitarian
contexts.
