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Predictive And Prescriptive Analytics Represent The Future Of AI Its Up To Us To Use Them Wisely

In cases where decision-making is automated, there’s the risk that an algorithm will take an inappropriate course of action. Business intelligence refers to the procedural and technical infrastructure that collects, stores, and analyzes data produced by a company. Data analytics is the science of analyzing raw data in order to make conclusions about that information.

Advantages of Using Prescriptive Security

From a security standpoint, you’ll see that almost every security framework, best-practice, and regulation has SCM baked in. From a compliance perspective, your organization may require SCM to achieve regulatory compliance. In almost all cases, that regulatory requirement exists because of the security value of the control. It’s important to note that regulatory requirements may dictate specific implementation details of the control that may go beyond what would you would minimally need to address the security concerns.

It also lets you reactively address security after a breach occurs by providing a forensics trail of what happened to a system. This trail may include activity that led to the initial breach activity, along with follow-on actions an attacker may have taken to tamper with the system. You may have heard the phrase, “What’s good for security is good for compliance.” You could modify that phrase to “What’s good for security is good for IT operations,” and it would still ring true. Security, compliance, and operational requirements tend to be highly interrelated, a fact that’s reflected by the demand for FIM across all three programs for these areas.

Filtering out authorized changes from trusted sources, as in change auditing, helps you narrow the scope of change that needs to be assessed for malicious intent. While EDR is a relatively new term for this use case, the concept of using FIM as a host-based intrusion detection system is well-established. While you can allocate all of your security investment to the top of the pyramid to protect the crown jewels at all costs, that leaves the majority of the organization at the base of the pyramid completely insecure. Finding the right balance of investment is the challenge, but the pyramid figure shows that investment levels should be higher at the top and relatively low at the bottom, on a per asset basis.

Ideally, these vendors and their solutions will work together to help your organization build a cohesive, inter-connected system. The paper then gets more specific, explaining not only how to deploy FIM with Tripwire Enterprise, but also how it can help you advance your security program based on the C2M2 security maturity model. From a practical standpoint, this Prescriptive Guide leaves you with three documents for developing your own set of standard operating procedures for building, operating and maintaining your Tripwire Enterprise implementation for FIM.

Blockchain Analytics – Endless Possibilities In Data Analytics

Later, with data analytics, a massive profile of the customer is created, by which the companies can obtain insights. With data analytics, you can predict customer behavior and provide them a better-personalized experience. By this, you can see a futuristic event or a situation that may occur by presenting the data analysis. Actionable steps can be taken with the approach of prescriptive analytics, it will unfold the insight of business data. One of the purposes in the company to collect data is to make- an efficient decision.

When used effectively, it can help organizations make decisions based on highly analyzed facts rather than jump to under-informed conclusions based on instinct. The instant turnaround of data analysis and outcome prediction lets your team spend less time finding problems and more time designing the perfect solutions. Artificial intelligence can curate and process data better than your team of data engineers and in a fraction of the time.

But it’s not just operational system like change management that provide these benefits—FIM delivers even greater value when integrated with the following security controls, operational system and workflows. Once organizations can predict potential outcomes, the next logical step is to try to control them, and that’s where prescriptive AI comes in. Based on the results of predictive analytics, prescriptive analytics aims to understand what variables can be manipulated to achieve the desired outcome and how. It requires data scientists to have a deep understanding of variables’ causes and effects so they can be fine-tuned to get the results that organizations want.

What Does Prescriptive Analytics Mean?

From reading this section, you’ve learned the value that FIM provides the organization—not just from a security perspective, but also from IT operations and compliance perspectives. You’ve also discovered how FIM relates to some of the most commonly used frameworks, and the three main use cases for FIM—change logging, change auditing, and endpoint detection and response. In addition, you’ve discovered the value of integrating FIM with other security controls, operational systems and workflows to extend the value of your solution. Processes will be more formally documented and you will be incorporating more best practices used by other organizations in these areas, particularly around the use of automation. Several organizations with Tripwire Enterprise have evolved their implementation up to MIL3.