There is ongoing debate regarding the robustness and credibility of published scientific research. We argue that these issues stem from two broad causal mechanisms: the cognitive biases of researchers and the incentive structures within which researchers operate. The UK Reproducibility Network (UKRN) is working with researchers, institutions, funders, publishers, and other stakeholders to address these issues.