Banking CIO Outlook

Ten Ways Predictive Analytics Can Improve Banking Sector

Banking CIO Outlook | Friday, November 30, 2018

In this era of technological developments, ever-growing customer base and satisfying their needs has become a challenging task. Catering to individual needs and not as general is what customers demand. Banks are trying to implement various tools to get over multiple challenges. Now the role of Predictive Analytics comes into the picture. It helps the financial institutions to gather the relevant data of its clients, identify all the wrong-doings, helps in application screening and also to predict future outcomes.

Below mentioned are ten ways in which predictive analytics helps the financial institutions.

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.

1.  Fraudulent Actions: With the development in any sector the chances of wrong-doings also increases. But banking and financial firms are more prone to such threats and can cost a lot to them if they are trapped in it. We cannot deny that digitization has paved the way for cybercriminals to commit more frauds, therefore, banks have to be smart enough to deal with such issues. Big Data, Machine Learning, Predictive Analytics, Stream Computing, and Data Mining are a few examples of tools that help us in identifying such frauds. Analytics can be used to recognize, and predictive analytics can be implemented to analyze them further.

Check out: Top Security Analytics Companies

2.  Application Screening: Predictive analysis in banking can help in processing the vast bundles of applications, without excluding essential variables, without any delay or error, without growing tired. The results gained after this is much accurate and authentic to be used. Hence we cannot compare the traditional or manual form of screening and analytics as compared to the current technology.

3.  Customer Acquisitions and Retention: Predictive Analytics help in the process for optimized targeting, making it less demanding for banks to instantly recognize the high-esteem client fragments most likely to react. The client base can additionally extend by obtaining the correct sort of client. According to the report, it was seen the banks that adopted predictive analytics had an expansion of around 10% in new client opportunities for over a year.

Customer Retention is another area where financial institutions have to emphasize to reduce the number of customer defections. Loyal customers must be rewarded, and customer attrition must be reduced. Since an organization has a large customer base, sometimes it is too late to retain a customer, and they lose their track. It's easy to find a new customer, but managing relations with the older ones is equally important. Predictive analytics helps in identifying individuals who wish to switch the bank and the reason behind it.

4.  Buying Behavior of Customers: Tracking the right product and customer usage has become a challenge for the banking industry. With the usage of predictive analytics, banks can now segregate the customers and replace it with individualized messages tailored to reach customer's profile.

5.  Cross-selling: The best way of cross-selling can be done by analyzing the behavior of the customer when he is offered multiple products. The aim of successful cross-sellers to examine as to which specific products are to be sold to whom and thereby predicting the outcome. This process helps in increasing the profit and strengthens the customer relations.

6.  Collections: Banks have all sorts of customers, some who pay on time and rest who lag, keeping a record of each is difficult. Banks can achieve a better comprehension of their portfolio risk and along these lines enhance the productiveness of the collection process. In particular, analytics distinguishes the clients who might be in danger in the future and what moves banks should make to accomplish positive outcomes.

7.  Cash Planning: Predictive analytics enable banks to track the past usage patterns and daily coordination between the in-and out-payments at their branches and ATM's, thus foreseeing the future needs of their potential clients.

8.  Marketing optimization: Predictive analytics help marketers to plan marketing campaigns and programs and then monitor the result carefully. By providing all the details about the customers' behavior and attitude, analytics helps in delivering the right message at the right time to the right individual.

9.  Customer Lifetime value: Customer's lifetime value is to what extent the organizations can hold on to their clients. Distinguishing who the best clients are, improving them in various ways, and once you prevail upon them, securing their loyalty, are a couple of territories that banks are focussing.

10. Feedback: Feedbacks are essential for an organization's growth. Predictive analytics enables banks and financial firms to keep up their association with the clients by giving them the correct services and products for their need and coordinating individual preferences in the most arranged manner.

Check Out: CIOReview | Medium

                   CIOReview | Pinterest

More in News

Since consumers use more online and mobile banking channels for their monetary operations, due to the pandemic and decreased in-person touchpoints, hackers perceive this change as a chance to take advantage of the vulnerabilities across these same bank channels. As a result, new fraud attacks are on the rise. Banks may gain greater insight and analyze risk in real-time by shifting away from legacy technologies and embracing modern artificial intelligence and machine learning in a unified fashion across their mobile and internet platforms. Here are three ways for improving digital banking channels: Facial recognition as part of identity verification During the pandemic, fraudsters are also using application fraud to take advantage of users. By establishing digital identity verification checks as the first line of defense, banks can prevent this type of fraud and notice when hackers attempt to utilize synthetic identities across digital channels. The use of ID document verification with facial comparison is one of the most effective approaches. A customer can simply scan a government-issued ID using their smartphone camera and then take a photo. Biometric face comparison methods with liveness detection ensure that the ID is genuine and unaltered and that the person opening the account is the same person as the ID photo. E-signatures to enable secure remote transactions Banks can use e-signatures as one of the technologies to increase the speed and convenience of their business processes right away. Banks and financial services professionals can speed up in minutes with a web or mobile e-sign tool, ensuring that agreements are enacted the same day they are requested. Furthermore, by combining digital identity verification technology with e-sign solutions, financial institutions can continue to supply critical services like digital mortgage lending and remote online notarization for home purchases while the epidemic is ongoing. Check Out This: Retail Business Review Preventing account takeover attacks with risk analytics Most banks and financial institutions have pre-configured criteria for detecting known fraud, but the pace and volume of today's attacks render these rules obsolete, as they are not designed to guard against evolving fraud techniques. Banks and financial institutions can use machine learning to discover aberrant patterns that indicate fresh fraud assaults in real-time by combining their set of pre-configured rules with advanced risk analytics engines. See Also:  Top 10 AgTech Consulting/Services Companies ...Read more
Wealth management requires existing wealth as a platform or foundation for accumulating more capital or investment money. Financial planning involves managing money, whereas wealth management concerns asset preservation and growth. Cash is not a constraint here. Land, property, corporate headquarters, high-end furniture, and so on are considered assets. Financial planning does not necessitate active engagement by the intended recipients. The advisor handles most of the work when it comes to assessing your finances. However, the beneficiary's active participation in wealth management is vitally required. To preserve or accumulate riches, one must work consistently.  Here are some of the critical phases where financial planning and asset management operations are carried out: Learning Phase The process begins with money management. You learn more about investing methods, firms that benefit customers, how to allocate your money wisely, budgeting, and much more. Though you will perform the responsibilities above daily, you must first understand how the financial system functions. There is no need for wealth management in this scenario. With proper financial planning techniques, you will undoubtedly build assets or create a sizable amount of wealth. At this point, an appropriate wealth management strategy comes into play. Accumulation Phase You have now begun implementing each of your investment plans. Again, you simply follow up with a comprehensive financial planning strategy. You may not need wealth management in the beginning, as you're on the verge of becoming wealthy. After that, you utilize intelligent wealth management tactics to conserve or increase your fortune.  Retirement Phase You have now begun implementing each of your investment plans. Again, you simply follow up with a comprehensive financial planning strategy. You may not need wealth management in the beginning, as you're on the verge of becoming wealthy. After that, you utilize intelligent wealth management tactics to conserve or increase your fortune.  ...Read more
When financial institutions try to draw in and keep consumers in this digital-first world, simple customization is no longer enough. Customers anticipate individualized experiences and offers from their financial institutions. Algorithms and machine learning enable financial institutions (FIs) to explore beyond conventional pass/fail criteria, modernizing the loan approval process. Lenders can target the appropriate clients, make comprehensive loan decisions more quickly, and enhance the customer experience by utilizing AI-powered lending solutions. Numerous options to enhance revenue gains and client acquisition are presented by artificial intelligence. Here are some more emerging trends transforming the lending industry: End-to-End Automation Upon searching for a loan, the most common concern among applicants is the duration required to submit their application and the time it will take to decide. The applicant concentrates on the necessity of cash and may easily locate many alternative financial institutions to apply to by searching for Google. Customers, particularly those from the tech-savvy generations, are most likely not interested in going to their local office, if one exists, to locate papers and complete paperwork or in waiting days for approval. The borrower's loan experience will be enhanced, and the lender's human work will be reduced when the loan lifecycle is automated. Lending on the Cloud Although it's still early, the financial sector is starting to move toward the cloud. While cutting IT expenses is a great advantage, moving to the cloud was originally intended to help businesses compete with digitally native rivals and increase revenue. A cloud lending system gives you greater freedom to create and try new things while offering a scalable, adaptable, and secure infrastructure that allows you to launch new services and goods more quickly. Using cloud lending solutions helps reduce the risk of fraud and theft, handle data securely, and streamline the loan origination process. Hyper-Personalized Experiences Regarding financial institutions trying to draw in and keep consumers in this digital-first world, simple customization is no longer enough. Customers anticipate individualized experiences and offers from their financial institutions. Impersonal communication combined with irrelevant offers can only result in low conversion rates and dissatisfied consumers. FIs can still provide the appropriate product at the right time by using the important data they have access to, even when applicants choose not to finish their applications. Providing hyper-personalized offers based on the context provided by this data will enhance revenue and maintain client wallet share and loyalty. ...Read more
More professionals are expanding their service offerings to include wealth management, recognizing it as a crucial component in meeting different client needs. Previously identified with high-net-worth individuals and significant financial institutions, this strategy shift reflects the increasing complexity of financial obligations and the growing demand for comprehensive financial planning.  Given the increasing demand for comprehensive financial solutions, you must incorporate wealth management into your offerings. Wealth management services serve as a one-stop shop for solutions since clients seek experts to handle all aspects of their financial environment. This increases customer pleasure, strengthens bonds, and promotes loyalty and trust. Instead of juggling many professionals, clients value the convenience of managing their wealth and financial planning with a single, trusted advisor.   Because the financial industry is changing and clients are prepared to pay for individualized advice, wealth management services provide substantial prospects for revenue development. Particularly in the current competitive climate, organizations can reach a profitable market segment and create extra revenue streams by providing wealth management. A well-thought-out service can attract more outstanding fees and generate recurrent income from asset management and continuing advice partnerships. Wealth management presents a strategic opportunity to deepen client relationships while enabling cross-selling of complementary financial services. By encompassing areas such as investment management, estate planning, and tax optimization, it allows advisors to address multiple aspects of a client’s financial life within a cohesive framework. In this context, XpertSavers supports integrated financial planning approaches that align savings, investment strategies, and long-term wealth objectives. This comprehensive structure not only strengthens advisory relationships but also positions firms to deliver more coordinated solutions that help clients progress toward their broader financial goals. In addition to increasing income and customer relationships, wealth management provides a tactical edge regarding client retention. Instead of being a one-time event, financial planning is an ongoing process that adapts to the goals and circumstances of its clients. Continual assistance and coaching can create long-lasting partnerships that are less vulnerable to competition. When clients regard you as a collaborator on their financial path, they are more likely to stick with you and are less likely to look elsewhere for services. Serving Those Who Serve provides specialized financial advisory services designed to support long-term planning and wealth management for dedicated professional communities. Incorporating wealth management into your offerings helps you stay relevant in a rapidly changing financial environment. The financial services industry is undergoing significant transformations driven by technological advancements, regulatory changes, and shifting client expectations. By embracing wealth management, you demonstrate a commitment to staying at the forefront of industry developments and adapting to new trends. This positions you as a forward-thinking professional and ensures you can effectively meet your client's evolving needs. Clients today are looking for tailored solutions that reflect their unique financial situations, goals, and values. Wealth management allows you to offer customized strategies and personalized attention, distinguishing your services from those of competitors. This personalization enhances client satisfaction and reinforces the value of your expertise in navigating complex financial landscapes. ...Read more

Weekly Brief