Digital tools and platforms play a crucial role in enhancing transparency:
Data Repositories: Online repositories such as CatalysisHub provide a platform for sharing data and methodologies. Electronic Lab Notebooks (ELNs): ELNs facilitate real-time documentation of experiments, making it easier to track and share information. Machine Learning: Machine learning algorithms can assist in data analysis and help identify patterns and correlations that might not be immediately evident.