As digital technologies, the internet and social media become increasingly integrated into society, our daily lives generate unprecedented quantities of digital data. These data provide opportunities to study complex social systems in frameworks similar to those of the natural sciences with emphasis on empirical observation of patterns in large-scale data, quantitative modelling and experiments. This ‘social data science’ can generate theory-informed predictive models and underpin the way we understand and solve social problems.