Tag
Data Governance
Data governance refers to a framework for controlling and managing the quality, security, and usage of data held by a company or organization. This framework is essential for maintaining data consistency and reliability, supporting informed business decision-making. In today's era of digital transformation, data is regarded as one of a company's most critical assets, and the way it is managed can significantly impact a company's competitiveness. The primary objective of data governance is to ensure the quality and reliability of data. This involves implementing processes and rules that guarantee data is accurate, consistent, and up-to-date. For instance, if multiple departments within a company rely on the same data, there is a risk of erroneous decision-making if that data is not managed uniformly. Data governance mitigates such risks and optimizes data utilization across the organization. Additionally, data governance plays a vital role in ensuring data security. Policies and protocols are established to prevent unauthorized access or data breaches, ensuring that all data within the organization is adequately protected. This not only safeguards personal information but also ensures compliance, thereby enhancing the company's credibility. Effective data governance necessitates collaboration throughout the organization. First, clear definitions of data ownership and responsibilities must be established, along with rules for data management and usage. Moreover, it is crucial to conduct regular audits and evaluations to maintain consistent governance throughout the entire data lifecycle, from collection to disposal. Implementing data governance also presents several challenges. In particular, it can be difficult to strengthen governance while maintaining alignment with existing business processes and systems. Increased employee awareness and skills are also required. Since data governance involves cultural and procedural changes across the organization, strong leadership and continuous education from upper management are essential. Data governance has gained importance in recent years, with many companies actively working to implement it. For example, data lineage (tracking the flow of data from its generation to its use) and data catalogs (tools for organizing and managing data assets) are being adopted to enhance data utilization. These initiatives improve data transparency, clarify who is using what data and how, and make data usage within a company more effective. Looking ahead, data governance will evolve alongside the rise of AI and machine learning. In particular, a higher level of governance will be necessary to effectively manage the vast amounts of data generated by these technologies. Data governance is the foundation for a company's sustainable growth and competitiveness, and its significance is expected to increase in the future.
Research
OSS Startup License Selection
This article describes the major licensing issues facing OSS startups and discusses how choosing the right license can contribute to the success of your company.
Technology
The Outlook for Open Source LLM
This article details the major players and future prospects for open source LLM.
Research
Vector Databases: Leveraging Corporate Data in the Accelerating AI Era
With the rapid development of artificial intelligence (AI) and machine learning, the methods of storing and retrieving data are changing dramatically. One area that is garnering attention is the vector database. Unlike traditional relational databases or NoSQL databases, vector databases efficiently store high-dimensional data and allow for searches based on similarity. This new type of database provides innovative solutions across various fields, including AI applications and content recommendation systems.
Research
Databricks' Strategy in the Age of Generative AI
This article describes the origins of Databricks and our latest AI strategy.
Spotlight
Advancing Self-Medication and Optimizing Healthcare Costs Through Receipt Data and E-commerce: An Interview with Yoshiki Hirai of White Healthcare
In April 2023, White Healthcare re-launched "Your Medicine Box," an e-commerce platform for over-the-counter (OTC) drugs and regular medicines. Your Medicine Box" is an e-commerce site that supports members' health and self-medication by offering over-the-counter (OTC) medicines individually suited to members' needs while utilizing receipt data. In this interview, we spoke with Yoshiki Hirai about the background of providing "Your Medicine Box" and its aims.