This article examines the construction of statistics on labor emigration to France and the attempt of the Algerian state to integrate this emigration into development planning after independence. It draws on extensive primary sources in France, Algeria, and Switzerland, including colonial records, the ministries and offices of independent Algeria, international organizations and academic studies. To trace colonial legacies, it first considers the colonial expertise of the 1950s before turning to the Algerian emigration planning projects in the 1960s. Extending the work of James Scott and Timothy Mitchell, it argues that Algerian planners both recognized the biases embedded in colonial representations of migration, and sought to develop a form of statistical modernity that was critical and reflexive. They engaged in careful assessments of available data while simultaneously valuing it as a tool for action. In particular, critiques and reflections within the Algerian Ministry of Labor on the 1969 emigration planning model point to the need for a nuanced understanding of statistical modernity. Rather than perpetuating a colonial gaze on society, the introduction of this model primarily sought to address the limited informational capacities of the independent state. Demographic statistics thus became the main instrument for regulating emigration, but they were valued out of pragmatism rather than ideology. Given the limitations of other socio-economic indicators, such as unemployment rate, population statistics were among the few reliable sources available to allocate exit permits fairly across the regions of origin of prospective emigrants.