ResourceLab Informatics
The analytical data management report 2022
29 May 2025In this report, ACD/Labs provides an analytical data management (ADM) report that details the latest trends and preferences regarding analytical chemistry data and its management. The report also provides information on the advantages and deficiencies of the applications and systems typically involved in the analytical data lifecycle as well as possible opportunities for improvement. ACD/Labs has been helping customers manage their analytical data and improve the efficiency of workflows for almost three decades. More recently, ACD/Labs has been supporting the migration of software and solution deployments to the cloud, and consulting on data preparation for use in data science projects.
Links
Tags
Data AnalysisData analysis hardware and software is available to make data processing straight-forward yet powerful. Data software can be used for math and stats, technical graphing and image analysis. In addition, software is available for specific data analysis of electrophoresis, densitometry, ELISA and DNA sequencing.Chem / BioinformaticsCheminformatics and bioinformatics are computational techniques used in chemistry and biology, respectively, for data acquisition, processing and storage. Cheminformatics focuses on compound information, whereas bioinformatics is mainly applied to analysis and modeling of genomics, genetic and sequencing information. Hardware and software is available for data acquisition, analysis, management and storage.Consultancy ServicesLaboratory consultancy services are available for automated systems design, research and development, lab equipment procurement and lab equipment rental.Data MiningData mining is an important process for extracting information, patterns and trends from data. Data mining software, databases, reference materials and storage packages are available to process lab data.Electronic Laboratory NotebooksElectronic Laboratory Notebooks (ELNs) are becoming increasingly popular for documenting experimental processes and for lab data management. An ELN is informatics software which can be biology specific, chemistry specific, cross-disciplinary or web-based. Advantages of an electronic lab notebook include increased data protection, efficiency and straightforward data searching and sharing.Artificial Intelligence / Machine LearningArtificial intelligence (AI) and machine learning (ML) are transformative technologies used to analyze complex data, identify patterns, and make data-driven predictions across diverse scientific fields. Automate the analysis of large or complex data sets using AI algorithms and leverage machine learning models to improve diagnostics, accelerate drug discovery, and refine experimental design. Discover the best AI/ML software, platforms, and analytical tools in our peer-reviewed product directory: compare features, read customer reviews, and request pricing directly from manufacturers.AutomationAutomation in laboratories and manufacturing processes enhances efficiency, precision, and scalability by reducing the need for manual intervention. It plays a critical role in improving productivity, minimizing human error, and accelerating workflows in fields like diagnostics, drug development, and industrial testing. Automation technologies include robotic systems, automated liquid handlers, and process control systems that streamline complex tasks and ensure consistent, reproducible results. Explore our peer-reviewed product directory to discover the best automation solutions, compare options, read user reviews, and get prices directly from manufacturers.Data ManagementArtificial Intelligence
