For organizations, it's imperative to have the ability to analyze data sources, harmonize disparate data elements, and communicate the results of the analysis in an effective manner to stakeholders. Created by certified enterprise data architect Jeff Voivoda, this simple guide to data analysis and harmonization begins by identifying the problems caused by inefficient data storage. It moves through the life cycle of identifying, gathering, recording, harmonizing and presenting data so that it is organized and comprehensible. Other key areas covered include the following: Seeking out the right experts Reviewing data standards and considerations Grouping and managing data Understanding the practical applications of data analysis Suggesting next steps in the development life cycle. It's essential to understand data requirements, management tools, and industry-wide standards if you want your organization to succeed or improve on its already strong position. Determine your next strategic step and manage your data as an asset with "Data Analysis and Harmonization.""