Code Ocean has resulted in an overall improvement in collaboration reliability in my organization, helping us improve reproducibility and audit requirements, which are essential for some of our research-heavy or regulated workflows or tasks, and has also shortened review cycles and increased confidence in the shared results. Our review cycles have been reduced by up to 20%, and while some improvements cannot be measured in metrics, the overall reproducibility and audit requirements have also been improved, allowing us to spend less time debugging environment issues and more time focusing on analysis and results. Overall, there is improvement in our return on investment. We don't have to go through all the long review cycles, and most of our extra efforts involved in managing access and improving environment consistency have been reduced, which has removed excess efforts that we needed to put in and allowed us to spend less time debugging environment issues.
