Why We Need to Break Data Silos?
Knowledge

Why We Need to Break Data Silos?

Data silos are collections of information isolated from an organization that are not readily accessible by every level of the company. Solving the problem of data silos is expensive and time-consuming for enterprises, but the solution is relatively simple. Once you get rid of data silos, you can access the right information at the right time to help you make informed business decisions. Eliminating data silos also reduces information storage costs and duplication of information.
Published: Sep 28, 2022
Why We Need to Break Data Silos?

Data silos refer to the fact that information between different organizations is only privately owned, hidden from the outside world, and cannot be accessed by others. It’s like farmers keep the crops in their own barns, and do not exchange or trade with others, resulting in a waste of resources and reducing their potential benefits. In the era of big data, data is regarded as one of the competitive advantages of enterprises, so it is very difficult to convince everyone to share information, but we can still persuade everyone through the following points.

Why are Data Silos A Problem?

Data silos can be problematic for organizations for several reasons:

Lack of Full View

Organizations cannot have a full 360-degree enterprise-wide view when data is in silos. In this case, any relevant data links will be lost. Taking marketing activities and the profits they generate as an example, if this information can be combined with information about current sales data from the sales team for the same region, it will lead to more informed and effective decisions about marketing activities. But because of silos, such information sharing cannot happen. John Wanamaker, the father of American department stores, once said, "Half the money I spend on advertising is wasted; the trouble is, I don't know which half."

Waste of Resources

Each team has a database of customer information and saves this information in different formats, in which case there is a high chance of duplication of information. But despite the amount of duplication, organizations ultimately bear the cost of storing information from both teams. Such data silos generate higher storage costs and increase pressure on financial resources.

Inconsistent Data

When data is copied and stored together, data inconsistencies are also introduced into a company's information flow. A field of an infoset, such as a customer's address, may be stored in multiple formats, resulting in inconsistencies. Coupled with the potential for human error when entering addresses, there can be many inconsistencies in the stored data.

How Data Silos Affect Organizations?

Although the departments operate separately, they are interdependent on many levels. For example, data from the finance department can be used for analysis by the marketing and sales departments. As businesses look to gain a competitive advantage, improve operational efficiency, and open up new business opportunities, all while reducing costs, these demands will drive organizations to accomplish more with data. To this end, access to enterprise-wide information is critical to success, and data silos can hinder this development.

Restrict Data View

Because silos prevent information sharing, each department's analytics are still only applied internally. Therefore, if data cannot be shared among all stakeholders, the inefficiencies that are common in the enterprise may not be exposed and all opportunities to reduce operating costs will be lost.

Data Integrity Threats

Data silos lead to inconsistencies in departmental data, and each inconsistency continues to lead to inaccurate and useless data over time. This is common in the medical field, where patient information is stored in multiple silos, such as physician summaries, care records, medication intake, and procedure descriptions, which are disconnected, often out of sync, and lead to widespread disparity.

Unfavorable Collaborative Culture

A company's work culture fosters silos, which in turn reinforce a culture that is not conducive to collaboration. Difficult-to-access data reduces opportunities for collaboration. In today's companies, there are often complex structures or subordinate organizations, but the information between them is not necessarily as fluid as we think. For example, the place where data is stored in each team is different, some may be on the department's mainframe, some may be on the company's server, and some may even be on its own cloud drive. At this time, each department may not know what the other party is doing, resulting in each team storing the same and repeated data, wasting the company's hardware resources, and making the amount of information between teams unable to flow.

Let's take another example, usually a company of a certain size will have some data engineers scattered in different departments. Usually, engineers do not have enough resources for development. At this time, if the company's demand for data continues to grow, requiring each department to build its own database, because the data between different departments cannot be connected, each engineer needs to start from scratch. Developing systems, building the same framework and working with the same underlying data, overworked engineers and kept them from reporting to the company on time.

How Data Silos Affect the Market?

Large Data Silos Monopolize the Market

In recent years, major e-commerce companies such as Google, Amazon, and Facebook have almost monopolized the digital advertising market. Since 2016, the growth of total advertising revenue in the United States has almost come from the two leading e-commerce companies, Google and Amazon. Such an exaggerated market share makes people have a deeper understanding of their ability to manipulate the market.

But there will always be people who think, "What's wrong with this?" Google and Facebook have also launched Google Ads and Facebook Ads Manager, respectively, so users can see how well the websites they post are performing.

It may not be a problem for the market in the short term, but in the long run, if we question Google's traffic calculation mechanism today, it cannot be confirmed by a third-party platform, even because large e-commerce companies have already formed a Data Walled Garden now.

Google Ads also uses this platform to allow users to deliver advertisements. The behavior of players and referees makes it impossible for users to break the restrictions of data silos, understand the conversion rate of advertisements between different platform channels, and then expand more marketing models. It can be self-sufficient in the garden of large-scale e-commerce.

I believe that everyone has a certain understanding of data silos, and also understand that whether it is an enterprise or an individual, we should break the data silos to maximize the overall benefits.

Published by Sep 28, 2022 Source :medium

Further reading

You might also be interested in ...

Headline
Knowledge
Medical Consumables: Global Guardians of Health
Medical consumables are a wide range of products used by healthcare professionals on a daily basis, typically for a single use before being disposed of. Their primary purpose is to ensure patient care, maintain hygiene, and prevent the spread of infection. These items are crucial for everything from routine checkups to complex surgical procedures.
Headline
Knowledge
Closed Suction System: Revolutionizing Respiratory Care
In critical care, airway management is a vital part of sustaining a patient's life. When patients rely on ventilators, clearing respiratory secretions becomes a crucial aspect of daily care. This seemingly simple, yet critically important, procedure has undergone significant evolution over the past few decades, progressing from early open suctioning to today's more advanced and safer Closed Suction System (CSS).
Headline
Knowledge
Understanding Plastic Materials: A Professional Analysis and Application Guide
Plastic materials, due to their diverse properties and wide range of applications, have become indispensable in modern industries and daily life. Choosing the right plastic material for different needs is crucial for optimizing product performance and achieving environmental benefits. The following is a professional review of the characteristics, applications, and pros and cons of the main plastic materials.
Headline
Knowledge
Exploring Rubber Processing Technology: Core and Challenges of Modern Manufacturing
Rubber processing is one of the most critical stages in modern manufacturing. From vehicle tires to industrial equipment seals and various consumer goods, rubber materials are everywhere. As the demand for high-quality and efficient products rises, rubber processing technologies continue to evolve. This article explores the basic knowledge of rubber processing, key technologies, and future trends.
Headline
Knowledge
Understanding the Coffee Robot: A Comprehensive Analysis
This article provides a comprehensive overview of coffee robots—automated machines that brew and serve coffee using advanced robotics and artificial intelligence. It outlines their key features, including AI-driven customization, app connectivity, 24/7 efficiency, and diverse drink options. The report also examines their growing impact on the coffee industry, highlighting benefits for both consumers and businesses such as convenience, consistency, and reduced labor costs. Case studies like CafeXbot, Artly Coffee, and Rozum Café illustrate how coffee robots are reshaping the coffee experience and driving market growth worldwide.
Headline
Knowledge
Understanding PU Foam: Properties, Types, and Industrial Uses
PU foam is no longer merely a cushioning material. It has become a core functional component across sports, medical, fashion, and lifestyle industries. By adjusting density, thickness, and surface feel, PU can meet diverse requirements for breathability, antimicrobial performance, durability, and comfort. It also aligns with brand trends toward eco-friendly formulations and recyclable material solutions.
Headline
Knowledge
Understanding Helical Filters: A Comprehensive Overview
Helical filters are essential components in radio frequency (RF) and microwave engineering, playing a key role in signal filtering and processing. Known for their compact size, high Q-factor, and broad frequency range, these filters are widely used across various industries. This report provides an in-depth look at helical filters, including their structure, operating principles, advantages, limitations, and typical applications.
Headline
Knowledge
Boost Your Device’s Performance: A Guide to Choosing the Right Power Supply
Choosing the right power supply unit (PSU) is crucial for maximizing your device's performance, ensuring stability, and prolonging the lifespan of your components. A PSU is not just a simple component that provides power; it is the heart of your system that ensures each component receives the right amount of power safely and efficiently. This report will guide you through the essential considerations and steps to select the ideal PSU for your needs.
Headline
Knowledge
How to Choose the Ideal Wood Screws for Furniture and Cabinetry
Selecting the right wood screws is essential to building strong, stable, and visually appealing furniture or cabinets. Key factors include screw size, length, thread type, head style, and compatibility with different wood materials. Coarse threads suit softwoods, while fine threads are better for hardwoods. Choosing the proper head type ensures both function and aesthetics, while accounting for environmental changes helps maintain joint integrity. Pre-drilling pilot holes can also prevent splitting, especially in dense wood. By understanding these considerations, woodworkers can achieve durable, high-quality results in their projects.
Headline
Knowledge
How Effective Coolant Management Promotes Sustainable CNC Machining
Sustainable CNC machining increasingly relies on effective coolant management to reduce environmental impact, cut costs, and improve machining performance. Coolants are essential for lubrication, heat control, and chip removal, but improper handling leads to waste and higher expenses. Proper management practices—such as regular monitoring, filtration, recycling, automation, and using eco-friendly coolants—help extend coolant life, maintain machine health, and ensure consistent product quality. Although initial investment may be a barrier, the long-term benefits include cost savings, reduced waste, and enhanced operational efficiency. Future advancements in IoT and AI are expected to further optimize coolant systems, reinforcing sustainability in CNC machining.
Headline
Knowledge
A Complete Guide to Selecting the Ideal Paper Cups for Hot Beverages
This guide provides a detailed overview of how to choose the best paper cups for hot beverages. It explores the different types of cups—single-wall, double-wall, insulated, and eco-friendly—and explains their unique features and ideal use cases. Key factors to consider include beverage temperature, insulation needs, cup size and lid compatibility, environmental impact, and safety standards. The article also outlines best practices for both consumers and businesses to ensure safe use and responsible disposal. Ultimately, selecting the right paper cup depends on balancing functionality, comfort, sustainability, and cost.
Headline
Knowledge
Understanding the Difference Between Reverse Osmosis and Traditional Water Filters
An in-depth comparison between reverse osmosis (RO) and traditional water filters, two widely used methods for purifying drinking water. It outlines how RO uses a semi-permeable membrane to remove dissolved salts, heavy metals, and microorganisms, making it ideal for areas with highly contaminated water. In contrast, traditional filters rely on physical and chemical filtration - often using activated carbon - to improve taste and remove larger particles. While RO systems offer superior contaminant removal, they come with higher costs and water usage. Traditional filters are more affordable and environmentally friendly but less effective against microscopic impurities. The article concludes that the best choice depends on specific water quality needs, and in some cases, combining both systems can offer the most comprehensive solution.
Agree