4 Ways Predictive Analysis help CIOs to identify trends and perform...
Network Infrastructure
Home » News

4 Ways Predictive Analysis help CIOs to identify trends and perform accordingly

Network Infrastructure Magazine | Friday, September 06, 2019

Predictive analytics helps enterprises in innumerable ways and  transforms the enterprise networking space.

FREMONT, CA: Networks are at the center of today's world. Knowing how the network is performing is critical not just for the technical teams but also for the operation of the business itself. The future is filled with all types of advancement in network and technological area. Day by day, the data collected in the cloud is enhancing, making the enterprises difficult to maintain the data from different sources as the network world is growing. As a result, enterprises opting for prediction analysis help in monitoring the network issues and take standard steps. It helps them get rid of the issues that are affecting the enterprise network. It is not possible to accurately forecast tomorrow's winning lottery number, but it is possible to anticipate various types of damages faced by the network and pull it straight out from the infancy stage itself. Network Analytics, in brief, involves the analysis of network data and statistics to identify trends and patterns. Once the issues are identified, the operators can take the next step and act on it. Organizations already understand the vital importance of network monitoring and have begun to apply cutting-edge tools, which are designed to do more than simply show how a network is improving.

Stay ahead of the industry with exclusive feature stories on the top companies, expert insights and the latest news delivered straight to your inbox. Subscribe today.

Let's have a look at some of the advantages of predictive analytics.

1. Fraud detection under control

Fraud detection and prevention solutions will be in high demand. Fraud prevention is about connecting the data points to know and discover the potential fraudulent behavior before it starts to kick in. This all starts by finding the interactions between products, locations, and devices and later mapping these data points to certain users, customers, employees, or concerned authorities. This approach, in turn, connects vast quantities of knowledge with all people who have interacted with that knowledge. There are different types of detection method for different varieties of threat types. Each threat is different and needs to be challenged for fraud detection. Unhappy employees, hackers, and criminal elements are continually using advanced techniques. As a result, fraud detection techniques used in predictive analytics need to excel in its work by creating connections from raw data, later, discovering which interaction conveys potential fraudulent behavior. As cybersecurity becomes a growing concern, high potential and high-performance behavioral analytics observe all actions on a network in real-time to spot abnormalities that indicate fraud.

2. Reduction of Risk factor

As the organizations, all around the globe look upon reducing risks, which is associated based on the workforce, predictive analysis acts on it and proves to be a solution for enterprises' all-time favorite problem. One of the few reasons why predictive analytics is gaining enterprises' interest is because of its quick ability to scan through thousands of data sets and information. It is also due to its ability to identify and detect vulnerabilities. Predictive analytics in risk-reducing management help the enterprises in minimizing risks that damage brand value or will later result in further loss of companies' assets. When companies face an issue, managers often rely on the root cause of the problems.  But with the help of predictive analytics, authorities will be informed about the history and reason on how the issue happened. It can also assist by suggesting preventive measures to IT managers so that similar issues can be avoided in the future. Predictive Analytics will, in turn, enhance the growth of the enterprises. 

3. Optimized Marketing Campaigns

Predictive analytics helps businesses grab a better plan, develop, strategize, and implement more advanced and innovative marketing campaigns. The more the enterprises know about the trend in technology and network, the more successful the targeting of customers and messaging becomes. By integrating predictive analytics in enterprises, risks can be highly reduced because the decisions will be made based on the data, and not merely unproven predictions that rely on instincts and few educated guesses. Many enterprises use this technique to enhance their growth without having an impact on business profits. Predictive analytics are highly used by the organizations to determine customer responses or purchases, and also promotes cross-sell opportunities. The model helps the enterprises and their business attract, retain, and boost the growth of their most profitable customers. 

4. Upgraded Operations

Organizations, sometimes, have a huge amount of high-risk data from databases, websites, blogs, and social media channels. By leveraging risk analytics, firms are in a greater position to quantify, measure, and predict risk. Banks and other organizations lead the predictive analytics space by a new way to exploit transactional and behavioral customer data. By using the data, banks are able to increase accuracy, reach, and can also predict their risk models. Many other companies use these predictive models to forecast inventory and manage resources. An airline utilizes analytics to predict and decide on ticket prices. Hotels can predict the number of guests per night, maximize occupancy, and increase the hotel revenue. Predictive analytics helps organizations to function more efficiently.

When efficiently deployed, predictive analytics offer deep insights to an array of common and unique network issues, helping the operators handle everything from the policy settings and network control to security. To check the security issues, predictive analytics uses anomaly detection algorithms, find out the suspicious activities, and identify possible data breaches. Predictive analytics help organizations by comparing trends to infrastructure capabilities and alert thresholds. Having large volumes of high-quality data, the predictive analytics tool is able to have a broader perspective on the network leveraging machine learning to predict events and plan for the changes.

More in News

As digital transformation accelerates, the demand for faster and more reliable networks continues to grow, challenging the limits of traditional infrastructure. Future-proofing network capabilities have become a strategic priority for businesses and service providers aiming to stay ahead of growing technology trends and surging data traffic. By adopting 400G technology, organizations can build high-performance networks that are ready to meet future demands, enhance efficiency, and support innovative services across various sectors, including cloud computing, 5G, and beyond. Advantages of 400G Connectivity Scalability: With the growing reliance on real-time analytics, AI, and IoT, businesses need scalable networks to handle future demands. A 400G network provides ample bandwidth to accommodate both current and future needs, reducing the need for costly infrastructure upgrades. Investing in connectivity today ensures that businesses can support expanding data requirements without falling behind. Low Latency: A 400G-enabled network supports faster data transfer, enabling real-time applications to function seamlessly. This low-latency capability is essential for activities like video conferencing and live data monitoring, where delays can disrupt operations. Higher-capacity networks allow smoother experiences, benefiting internal teams and external customers. High Capacity: Organisations today require higher network capacities to support cloud-based applications and multiple simultaneous users. With the growing use of cloud computing and the demand for high-definition media and AI tools, 400G connectivity offers the necessary infrastructure to handle large volumes of data without performance degradation. This high-capacity network ensures the smooth operation of data-intensive services. Data centres, hyperscalers, and cloud service providers (CSPs) are significant adopters of 400G technology due to their reliance on high-capacity data transfer for applications like quantum computing, edge computing, and AI model training. These sectors require reliable and scalable bandwidth to meet increasing processing and storage demands. Similarly, carriers, ISPs, and telecommunications companies leverage 400G capacity cables to deliver high-speed Internet, essential for meeting the growing demand for streaming, gaming, and other data-intensive services. Financial institutions and healthcare organisations also benefit from low-latency 400G connections for real-time trading, secure medical data transfer, and compliance with regulatory standards. By offering scalability, low latency, and high capacity, 400G technology addresses current network challenges and provides the foundation for future innovations in cloud computing, 5G, AI, and IoT. As industries like data centres, telecommunications, and healthcare rely on high-speed, high-capacity connectivity, adopting 400G will enable seamless digital experiences and sustain long-term growth. Today, investing in 400G infrastructure will empower organisations to stay competitive and resilient in an increasingly data-driven landscape. ...Read more
VoIP phone systems allow team members to participate in client calls by facilitating seamless transfer between several devices. They are, therefore, beneficial to businesses, particularly small ones. This feature also encourages genuineness and trust with potential customers, making it ideal for establishing connections and reducing expenses. Some of the advantages of VoIP systems are: Greater Flexibility VoIP systems, as opposed to landlines, let workers operate from any location with a reliable internet connection. Because of its adaptability, the technology is ideal for companies that oversee remote and hybrid workforces. Real-time call statistics are another feature that VoIP systems provide, allowing managers to keep an eye on employee productivity remotely. Compared to using outdated phone systems, this makes it much easier for organizations to get over productivity obstacles. Streamlined Internal Communications Many VoIP providers provide powerful internal communication tools. These features, which include voicemail-to-email transcription and instant messaging facilities, enable companies to handle internal and external communications from a single, centralized system, doing away with the need to outsource these functions. Affordable Hardware VoIP technology significantly reduces communication expenses by eliminating the need for costly desk phones, dedicated phone lines, and complex on-premise hardware. Instead, businesses can operate using standard office equipment such as computers, headsets or speakers, microphones, and a stable internet connection. This simplified infrastructure model lowers upfront investment and ongoing maintenance costs, while reliable connectivity providers like Full Moon Telecom help ensure consistent network performance for uninterrupted voice communication. Business Scalability VoIP solutions are well-suited to grow with your company if you intend to do so in the future. The majority of suppliers provide modular, adaptable packages that can be changed to suit your unique requirements. Additionally, you can upgrade to a plan with a wider range of features and more generous user limitations if your team grows and you eventually need additional services. Alliance Equities Corporation (AEC) supports scalable business infrastructure investments that enable cost-efficient and technology-driven communication systems. Portability It is fully portable and compatible with a variety of corporate equipment, unlike landline hard phones that are geographically limited. Employees can use the technology from any place, including the office, their homes, or other flexible work spaces. This is a huge benefit for remote and hybrid teams, but it is also good for employees who travel frequently and conduct business meetings from different places. ...Read more
Network design and implementation are essential to any modern organization, facilitating smooth communication and data exchange. Comprehending and applying strong network solutions is crucial in the APAC region, where businesses are rapidly advancing. Network design forms the foundation of a reliable and efficient infrastructure, integrating hardware, software, and protocols to meet organizational needs. Core principles guide this design: scalability ensures networks can grow alongside business demands; reliability minimizes downtime through redundancy; security safeguards sensitive information; performance optimization meets user and application needs; flexibility accommodates technological changes; and cost-effectiveness balances performance and budget constraints. Emerging Trends and Technologies in Network Infrastructure The rapid evolution of network technologies is reshaping the industry landscape, with several vital trends leading the way. Software-defined networking (SDN) enables centralized control over network functions, enhancing flexibility and automation. Network Function Virtualization (NFV) further advances scalability and cost efficiency by virtualizing network functions to reduce hardware dependency. The Internet of Things (IoT) connects billions of devices, demanding robust, secure infrastructure to manage and protect these networks. Additionally, the advent of 5G and upcoming networks promises high-speed, low-latency connectivity, paving the way for innovative applications and services. Artificial Intelligence (AI) and Machine Learning (ML) are also making strides, with these technologies driving network automation, optimization, and enhanced security. Security Considerations The APAC region faces unique cybersecurity challenges, with increased cyber threats necessitating stringent security measures. Adopting a Zero-Trust Security Model, which assumes no user or device is inherently trustworthy, is essential to reinforce network security. Encryption is another critical component, safeguarding sensitive data through advanced encryption techniques. Firewalls and Intrusion Detection Systems (IDS) help control network traffic and proactively detect potential attacks, while regular security audits and penetration testing are vital for identifying and addressing vulnerabilities. Practices for Network Design and Implementation in APAC Successful network design in APAC requires a strategic approach, beginning with active collaboration with business stakeholders to align network objectives with organizational goals. Conducting thorough site surveys helps assess environmental factors, anticipate challenges, and plan for future scalability. Partnering with reliable vendors for hardware, software, and support services ensures the foundation of a robust network. Implementing redundancy and failover mechanisms is crucial for maintaining high availability and minimizing downtime. Proactive network monitoring allows for the early identification and resolution of issues. Staying informed about industry trends, complying with local regulations (especially in data privacy and cybersecurity), and designing networks to withstand environmental challenges are all critical considerations for resilient network infrastructure in the APAC region. Cabling standards are essential in network reliability, especially within the APAC region, where standards like TIA/EIA 568, ISO/IEC 11801, and ANSI/TIA-942 guide structured cabling for commercial buildings and data centers, ensuring consistent performance and scalability. Network device configuration—covering IP addressing, VLAN setup, routing protocols, security policies, and quality of service (QoS)—is crucial for functional networks and prioritizing critical applications. Additionally, wireless configurations require attention to settings like SSID and security for seamless connectivity. Thorough documentation supports troubleshooting and maintenance, encompassing network diagrams, device configurations, IP schemes, cabling layouts, and maintenance records. APAC-specific considerations, such as diverse regulatory requirements, geographical challenges, cultural nuances, and rapid adoption of emerging technologies, further shape network strategies. ...Read more
In the fast-evolving world of technology, networking solutions are at the core of connecting individuals, businesses, and devices. From small local networks to large enterprise systems, networking forms the backbone of modern communication, collaboration, and data sharing. However, despite the vast benefits and technological advancements in networking, businesses and IT professionals face several challenges when implementing, maintaining, and securing networking solutions. These challenges often hinder performance, increase costs, and complicate network management. Scalability presents a significant challenge for networking solutions, especially as business needs evolve. Growing demand for bandwidth and data traffic necessitates connecting more devices. Expanding the network can be costly and time-consuming, requiring additional hardware, software, and personnel. It is essential to maintain the performance and reliability of the network during this expansion; without proper planning, issues such as congestion, slow speeds, and poor user experience could arise. The complexity of threats in the cyber world is so dynamic that network security requires constant updating of firewalls, encryption, and other security measures. Cloud-based services and remote working solutions proliferate daily, making securing these network environments more complex. The Internet of Things has added security risks since many devices communicate over a network. Network traffic management is a critical challenge due to increasing data volumes and the complexity of managing traffic. High traffic loads can cause congestion, delays, latency, and packet loss, straining network resources and reducing efficiency. Businesses must, therefore, implement solutions such as Quality of Service (QoS) policies and load balancing to manage traffic effectively. These solutions are usually complex to configure and require constant monitoring. Such failures can also result from suboptimal configurations, hardware limitations, or infrastructure bottlenecks, affecting productivity and user satisfaction. Integrating these systems with the existing infrastructure is problematic as companies introduce new technologies and solutions. Legacy systems are incompatible with modern networking technologies, so businesses need to upgrade or replace old equipment. This leads to added integration costs and complexity. Misaligned protocols and hardware incompatibility can create connectivity issues that may lead to network downtime and inefficiency. Setting up and maintaining a network infrastructure involves a significant investment. This includes hardware, software, licenses, and personnel costs for installation and maintenance. The long-term benefits of a good networking solution are usually worth more than the cost, but it can be too expensive for small and medium-sized businesses. Companies need to account for the hidden costs of network downtime, which may lead to lost productivity, customer dissatisfaction, and potential revenue loss. Technologies like 5G, SD-WAN, and advanced cloud networking deliver faster speeds, flexibility, and improved connectivity. The catch is that they need continuous hardware and software upgrades, not to mention new IT skills. ...Read more