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Governed Data

When diving into the bustling world of data science, you quickly stumble upon a compelling concept—governed data. Governed data might sound like Orwellian doublespeak, but, in reality, it's less about 'Big Brother' and more about better business. By setting clear rules and structures for how data is collected, stored, and used, businesses can unlock a myriad of advantages.

So, buckle up, data enthusiasts! We're about to embark on a thrilling journey to understand governed data and how it's steering the ship of modern data management towards safer, more efficient harbors.

Understanding Governed Data

The What and Why

To lay the groundwork, governed data is data that's managed according to pre-defined rules and policies. It's all about overseeing how data is accessed, used, and distributed within an organization. The term may sound austere, but it's nothing more than a fancy way of saying, "We've got a system for our data, and we're sticking to it."

It's akin to traffic management—where rules, signs, and signals guide the traffic to prevent chaos. In the absence of this governance, mayhem ensues. Similarly, imagine your data sets as cars—without governance, they'll crisscross, collide, and ultimately stagnate.

Governed Data vs. Ungoverned Data

Contrasting governed and ungoverned data can be likened to the classic 'tortoise and hare' race. Ungoverned data, much like the hare, may seem appealing initially with its freedom and quick access. However, it often leads to inconsistencies, errors, and, ultimately, a lack of trust in the data—slowing down the entire process. Governed data, like the tortoise, might appear slow and methodical, but it ensures accuracy and reliability, eventually taking the win.

The Advantages of Governed Data

When you embrace governed data, you're not merely adopting a system—you're fostering a culture. This culture ushers in numerous benefits:

1. Integrity and Accuracy: Governed data assures that the data is accurate, consistent, and trustworthy, avoiding the adage of "garbage in, garbage out."
2. Compliance: With data-related regulations tightening their grip, having a governance strategy helps ensure compliance with laws like GDPR and CCPA.

3. Data Democratization: By defining who can access what data and when, data democratization becomes more efficient, promoting an informed decision-making process.

Embracing the Future with Governed Data

Navigating the Era of Big Data

As we dive deeper into the era of big data, governed data serves as our compass—guiding us to make the most of the data deluge. It ensures that data isn't just abundant but also accessible, reliable, and meaningful. Without governance, we're at the risk of drowning in an ocean of data, unable to discern signal from noise.

AI and Governed Data: A Power Duo

As Artificial Intelligence (AI) continues to ascend, its bond with governed data strengthens. Without a steady supply of accurate, reliable data, AI is like a high-powered sports car running on fumes. Governed data ensures AI's engine is well-fueled, enabling it to deliver top-tier performances consistently.

Getting Started with Governed Data

Crafting a governed data strategy might feel like scaling a mountain, but don't let it daunt you! Here are a few simple steps to help you kick-start:

1. Assess your Data: Understand what data you have, where it's coming from, and how it's being used.

2. Create a Governance Framework: Define the roles, responsibilities, and processes related to data management within your organization.

3. Enforce and Monitor: Implement the policies and keep an eye on the data's life cycle—ensure it adheres to the governance plan.

Overcoming Challenges with Governed Data

Data Silos and Integration Hurdles

In today's data-driven landscape, enterprises collect information from an array of sources, leading to isolated data pools or "silos." The lack of integration between these silos impedes the flow of information, which can be detrimental for any data governance strategy. However, leveraging data integration tools, such as Extract, Transform, Load (ETL) platforms, can bridge these silos, promoting a seamless, governed data landscape.

Regulatory Compliance

Compliance with data protection regulations such as General Data Protection Regulation (GDPR) and California Consumer Privacy Act (CCPA) can be challenging. Governed data helps in easing this process as it provides a clear roadmap of data's journey within an organization, thus making adherence to regulations less of a puzzle and more of a well-choreographed dance.

Change Management

Implementing a governed data strategy requires an organizational culture shift, and like any change, it might encounter resistance. Ensuring transparent communication about the benefits of governed data and providing adequate training can help smoothen this transition.

Data Quality Assurance

With data streaming in from multiple sources, maintaining its quality is like juggling on a tightrope. But it's here that governed data takes center stage. With the right checks and measures, data governance ensures the quality of data, keeping the information reliable, accurate, and ready for consumption.

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Governed Data: Real-World Applications

Financial Services

In the financial sector, data integrity is paramount. Governed data can help ensure accurate risk assessment, sound decision-making, and regulatory compliance. Major financial institutions have already started to realize the potential of governed data, reaping its benefits.


Governed data has a transformative impact on healthcare. By effectively managing patient records, treatment histories, and other vital information, healthcare providers can offer improved patient care. Moreover, governed data allows for better research, leading to more effective treatments and even cures.


With governed data, retailers can understand their customers better. It helps in accurate trend prediction, effective inventory management, and personalization of customer experiences. As a result, governed data is changing the face of retail, one data point at a time.

Public Sector

For public sector institutions, governed data can boost transparency and public trust. It can also enhance efficiency, streamline processes, and improve decision-making. Governments worldwide are increasingly focusing on data governance to better serve their citizens.

Frequently Asked Questions (FAQs) about Governed Data:

Q: How is governed data different from data management?

A: While they may seem similar, governed data and data management are different sides of the same coin. Data management refers to the practice of collecting, storing, and processing data. On the other hand, governed data is a subset of data management and refers to the set of rules, policies, and procedures that ensure the proper handling of data throughout its lifecycle. It's the guiding principle that brings structure to data management.

Q: Can governed data improve security?

A: Absolutely! Governed data aids in security by defining who has access to what data, when, and under what circumstances. It plays a crucial role in preventing unauthorized access to sensitive information, thereby strengthening data security within an organization.

Q: Is governed data only suitable for large corporations?

A: Not at all. While governed data might seem more relevant to large corporations due to the vast amount of data they handle, it's just as crucial for small and medium businesses. Any organization that uses data to make decisions can benefit from data governance. It ensures the data they base their decisions on is reliable, accurate, and consistent.

Q: How does governed data contribute to data democratization?

A: Governed data is a cornerstone of data democratization—the practice of making data accessible to non-technical, business users. It defines clear guidelines on data access, ensuring the right people have access to the right data at the right time. This way, governed data empowers more people within an organization to make data-driven decisions.

Q: How often should a data governance strategy be reviewed?

A: A data governance strategy isn't a 'set it and forget it' initiative. As your business evolves, so will your data needs. Consequently, it's recommended to review your data governance strategy at regular intervals, typically annually. However, significant changes to business structure, industry regulations, or technology might call for an earlier review.

Q: How does governed data impact data quality?

A: Governed data has a significant impact on improving data quality. It enforces rules and guidelines that help maintain the consistency, accuracy, and reliability of data. By ensuring data follows set standards, businesses can trust their data and make decisions based on it without fear of inaccuracies.

Q: Does governed data restrict data access?

A: While it might seem like it, governed data doesn't restrict data access, it regulates it. The aim is not to limit access, but rather to ensure that the right people have access to the right data at the right time. This way, governed data can actually promote data democratization.

Q: Can governed data aid in compliance with data-related regulations?

A: Yes, one of the key benefits of governed data is that it assists in compliance with data-related regulations. By keeping track of where data comes from, where it's stored, who can access it, and how it's used, governed data makes it easier for organizations to prove they're handling data in a lawful manner.

Q: What roles are crucial for effective data governance?

A: Effective data governance requires various roles, including a data governance manager or officer, data stewards, data owners, and data users. The data governance manager oversees the entire program, data stewards ensure data quality and adherence to policies, data owners are accountable for data quality and security in their respective domains, and data users apply the data to their tasks, following the set rules.

Q: How does governed data impact Artificial Intelligence (AI)?

A: Governed data significantly impacts AI. For AI and machine learning models to work effectively, they need high-quality, reliable data. Governed data ensures the consistency, accuracy, and reliability of this data, thereby enabling the success of AI initiatives within an organization.

Harnessing the Power of Governed Data with Polymer

As we journey through the realm of governed data, it's apparent that this isn't just a buzzword but a critical component in any organization's data strategy. From ensuring data integrity, fostering trust, boosting security, aiding in regulatory compliance, to enhancing decision-making, the influence of governed data is far-reaching. It transforms the way organizations handle, manage, and leverage their data.

However, navigating the path of governed data can be complex and intricate. That's where Polymer steps in.

One of the most intuitive business intelligence tools on the market, Polymer revolutionizes the way organizations interact with their data. With its custom dashboards and insightful visuals, it presents data in an easily digestible format without the need for any coding or technical setup. Whether it's your marketing team seeking to identify top-performing channels, your sales team requiring fast access to accurate data, or your DevOps team needing to run complex analyses on the go, Polymer is the key that unlocks the door to streamlined, data-driven workflows.

What sets Polymer apart is its flexibility and integrability. It seamlessly connects with a wide range of data sources, such as Google Analytics 4, Facebook, Google Ads, Google Sheets, Airtable, Shopify, Jira, and more. You can also easily upload your own data set using a CSV or XSL file. The versatility of Polymer extends to its visualization capabilities. Users can create column & bar charts, scatter plots, time series, heatmaps, line plots, pie charts, bubble charts, funnels, outliers, ROI calculators, pivot tables, scorecards, and data tables. Such diversity not only simplifies data interpretation but also promotes engaging, meaningful insights.

In a nutshell, Polymer is more than a tool—it's a companion for your governed data journey. It takes the complexity out of data governance, enabling all teams within an organization to reap the benefits of reliable, high-quality, and well-structured data.

Intrigued? Experience the power of Polymer first-hand by signing up for a free 14-day trial at Unleash the potential of your governed data, and let Polymer guide you through the transformative journey of data-driven decision making.

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