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Erich. In: Database systems of the 90s : international symposium Melee, Berlin, FRG, November 5 7, 1990 ; proceedings / A. Laser ... (ed.). Berlin u.a. Springer, 1990. S. 135153. (Lecture notes in
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How to fill out the evolution of data models:

01
Understand the current data model: Before starting the evolution process, it is important to have a clear understanding of the existing data model. Analyze its structure, schema, relationships, and any limitations or issues it may have.
02
Identify the pain points: Determine the specific pain points or challenges that the current data model is facing. This could include issues with scalability, performance, flexibility, or outdated technology. Knowing these pain points will help guide the evolution process.
03
Set clear goals and objectives: Define the goals and objectives for the evolution of the data model. These could include improving system performance, enhancing data accessibility, optimizing data storage, or accommodating new data types. Setting clear goals will ensure that the evolution process remains focused and targeted.
04
Research and evaluate potential solutions: Conduct thorough research to identify potential solutions that can address the identified pain points and achieve the defined goals. This could involve exploring new technologies, methodologies, or best practices in data modeling.
05
Develop a roadmap: Create a detailed roadmap that outlines the steps and milestones for achieving the evolution of the data model. This roadmap should consider factors such as budget, resources, timelines, and potential dependencies with other systems or processes.
06
Collaborate with stakeholders: Involve relevant stakeholders, such as data analysts, database administrators, developers, and business users, in the evolution process. Their input and feedback can provide valuable insights and ensure that the evolved data model aligns with their requirements and expectations.
07
Implement and test: Once the roadmap is developed, start implementing the necessary changes to the data model. This could involve modifying the schema, adding or deleting data entities, restructuring relationships, or incorporating new technologies. Thoroughly test the evolved data model to ensure its correctness, integrity, and performance.
08
Monitor and iterate: Continuously monitor the performance and usability of the evolved data model. Gather feedback from users and stakeholders and make necessary adjustments as needed. Data models are not static and may need to be continuously evolved to meet changing business needs and technological advancements.

Who needs evolution of data models?

01
Organizations experiencing data growth: As the volume and complexity of data continue to grow, organizations need to evolve their data models to efficiently handle and manage the increasing data size.
02
Businesses undergoing digital transformation: Digital transformation initiatives often require a more agile and scalable data model to support new technologies, data sources, and analytics capabilities.
03
Companies aiming for data-driven decision making: To enable effective data-driven decision making, it is crucial to have a well-designed and adaptable data model that can integrate various data sources and provide meaningful insights.
04
Enterprises dealing with data quality issues: Data models can evolve to address data quality issues, ensuring data consistency, accuracy, and integrity throughout the organization.
05
Organizations implementing new software or solutions: When implementing new software or solutions, existing data models may need to be evolved or amended to integrate with the new system and ensure smooth data flow.
06
Businesses seeking to optimize performance and efficiency: An evolved data model can improve system performance, enhance data accessibility, and streamline data processing, leading to increased efficiency and productivity.
By following the step-by-step process and considering the needs of these various stakeholders, you can successfully fill out the evolution of data models and drive positive changes in your organization.
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Evolution of data models refers to the process of updating and refining data models over time to meet changing business requirements.
Data architects, database administrators, and other professionals involved in managing data within an organization are typically responsible for filing evolution of data models.
Evolution of data models can be filled out by documenting changes to data structures, relationships, and attributes within a data model using tools such as ER diagrams or data modeling software.
The purpose of evolution of data models is to ensure that data structures accurately reflect the business requirements and enable efficient data management and analysis.
Information such as changes to entity relationships, attributes, data types, and constraints must be reported on evolution of data models.
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