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What is a data island? Why is there still a data island in 2022?
2022-04-23 04:39:00 【Mingyue said data】
What is a data island ?
data silos ( It is often called information island ) It's a dataset that only one group of people can easily access . That means it's hard for others to get this information , Or worse , They can't access it at all .
for example , The marketing team has a list of people downloaded from the company's website , This list contains valuable information , Including key decision makers 、 Phone number and email address , These data can benefit the sales team , But other teams can't access it , Because it's not shared , This kind of isolated island may cause the company to miss many potential opportunities .
Data islands can be accidental , It is also possible to create on purpose . Usually , With the development of the organization , Departments have more control over their own data architecture , This is when data islands appear .
What's wrong with the data island ?
therefore , Data islands may bring various problems to enterprises in all walks of life , Here are some reasons why data silos affect organizations :
It can lead to data duplication . When data islands are prevalent , The Department began to collect multiple sets of data , It's a waste of time and money , And it means that information will soon become inaccurate . This means that the enterprise will make the wrong decision . Inaccurate or incomplete data can lead to poor business decisions , Employees only believe that the accuracy of the company's decision-making is only 50%. Imagine , If this number can be increased , How efficient the enterprise will be .
It can lead to low morale . When the department saves data in an island , It can lead to a poor relationship between the team and frustrated employees . Some workers may feel powerless because they can't get the information they need to complete their work . It is estimated that , Due to isolated communication , Some businesses may lose value every year 150 Million dollar working hours .
It can lead to inconsistent customer messaging . If a department has a set of data , And another department has another set of data , This may lead to unstable customer experience and mixed information .
It may be unsafe . Many data islands can be found in Excel The spreadsheet 、Google Documents even U Found on disk . This may not comply with your company's data protection policy , This increases the risk of data leakage and information falling into the wrong hands .
When data islands are not a bad thing ?
You may want to know if data silos have any advantages in the enterprise . Usually , Data islands do more harm than good . however , In some cases, they may be beneficial , for example , If the department needs to control confidential information .
Take your accounting team as an example . The team securely archives employee bank details and other sensitive information such as address and social security number. This information does not need to be provided to others .
however , When shared data is valuable and risks can be safely avoided , We need to break the data island .
Why is it difficult to get rid of data islands
The main reason why it is so difficult to get rid of the data island is usually attributed to :“ We've always done this .”
When data islands become the norm in your organization , Adapting to a new way of information sharing can be challenging , Because departments have been able to access data sets individually in this way for the past few years or even decades .
Some departments can also see themselves as part of a specific dataset “ gatekeeper ”, And feel nervous when other teams in the organization can view and edit them .
The way out of data island
that , How can we solve the problem of data islands in the workplace ? If you want to break the situation of data island , You can use the following methods :
Know all the data . The first thing you need to do is look at all the information you have in your business , Who owns it , Where is it stored , Who can access it ? This will help you understand the scope of the problem .
Focus on protecting sensitive data . Make sure you know what sensitive data your data consumers are accessing , Make sure your security policy is very clear about sensitive data ( for example , Which teams can access data in clear text , Which teams can only access data after it is masked or hashed ).
Create your IT The security policy . Creating reliable security policies will help departments understand how they need to deal with their production 、 Data used and processed , This will help your data engineering team implement the new data architecture .
Encourage communication . Encouraging departments to talk to each other can help your company understand which data sets can be used , You can do this through regular meetings or using chat software such as Tencent meetings .
Introduce cultural change . As we mentioned earlier , Many data islands arise because people don't know more information , Changing the company's culture and emphasizing transparency and cooperation helps employees collaborate .
Tool selection
For the choice of tools , Xiaobian recommends an analysis tool that can effectively solve the data island , It is intellectual analysis . Smart analytics is a new generation of cloud data analysis platform , Provide a data portal 、 The app store 、Excel Fusion analysis 、MPP Cache and other powerful features , Help yourself 、 Quickly build data analysis applications , Unleash data productivity , Promote digital operation of enterprises . Intelligent analysis summarizes the data analysis process as data connection 、 Data preparation 、 Data analysis 、 Four processes of data sharing :
Data connection : Can be connected to a variety of databases , Or with Excel Import in the format of .
Data preparation : Conventional data processing operations, such as multiple data table Association 、 Remove unnecessary lines 、 Null and outlier handling 、 Do a second calculation 、 Derive new analysis dimensions 、 Analysis index, etc . Data preparation process the data in the data connection , Then output to the data analysis of the next process .
Data analysis : For the prepared data , Conduct fixed format report 、 Flexible data exploration 、 Analysis, visual presentation and other analysis .
Data sharing : Publish the report to the data portal and share it with other users , Suitable for enterprise use , Support data access control , You can control the permissions of each account , It can also realize data isolation for each account , This is the strongest weapon to solve the problem of data island .
版权声明
本文为[Mingyue said data]所创,转载请带上原文链接,感谢
https://yzsam.com/2022/04/202204230437436862.html
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