and data analytics as anti-corruption devices by integrity actors, within and beyond government. These actors include government entities overseeing public resources such as tax authorities, procurement agencies and finance ministries, as well as accountability institutions, such as audit offices, civil society and, increasingly, civic-tech startups.

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