R&D captures experiment data in hardcopy note books, which makes it difficult to search for and archive information. It also increases dependency on individuals to conduct the experiment.
Without digitalization, maintaining complex workflows and sample tracking in workflow is difficult. Managing the complex data by using manual analyses methods can sometimes lead to errors. Tracking of equipment maintenance schedules and keeping all equipment calibrated is complicated. Ensuring timely communication between all stakeholders of an experiment is challenging.