Tag: customer

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Consumer behavior is constantly evolving — from the channels they prefer to the economic trends spurring varying interest and activity. It’s no surprise that businesses find it challenging to know what their customers want today or tomorrow. But knowing and understanding this information is essential to growing your bottom line. Through years of working with businesses across every vertical, we’ve found that a solid approach to growing your business revolves around your customers. The better you know your customers, the better you can achieve your goals. Seeing the future. How well can you identify and rank your current customer population? Are you leveraging that insight to acquire new customers, manage current customers and prioritize collections efforts? If so, you’re probably using custom models in your business strategy. But if your organization is like many businesses, you may use a more traditional approach. In our highly competitive market, strategy and decisions must be based on the right data and insights. No excuses. The data is there, and we can help you turn it into actionable insights. Implementing a custom model can maximize your return on investment and help you make more profitable business decisions — now and in the future. No palm reading required. Without visiting your local fortuneteller, you still can predict the future. You need a model, but not the “runway” type. What constitutes a highly predictive and effective model? Many factors. A highly predictive custom model should incorporate robust data, advanced modeling methodologies, analytical expertise and attributes. Having these foundational components is essential to knowing your customers and making confident decisions. Models aren’t one-size-fits-all. When you take an innovative approach to model development, the model is targeted to support your specific business goals while providing the documentation required for regulatory reviews. Consider these items as you develop your custom model: Data — It all starts with the right data. Combining multiple data assets — your master-file data, our credit data and any additional data sources — is key to developing a robust model development sample. In other words, a model development sample should represent your future through-the-door population. Model design — To ensure the custom model is designed to help you achieve your specific goals, you’ll want to incorporate the latest analytics and modeling methodologies. An experienced analytics team will be essential here. Segmentation — With the right model development and segmentation strategies, you can identify optimal segments that will result in a more predictive custom model. This way, each consumer is scored on a scorecard developed using a credit profile similar to theirs. Validation — To ensure the model’s predictive ability and longevity, validate each custom model on a holdout sample and compare it with other scores to ensure it accounts for the current and future (through-the-door) consumer populations, as well as policy rule and behavioral changes. Regulatory review — Don’t forget about the documentation needed for compliance. While audits are unpleasant , fines and extensive scrutiny can significantly impact your business. Take your fortunetelling to the next level. Machine learning is all the rage. This cutting-edge technology can be embedded in your predictive models to help uncover patterns in data that may not be apparent otherwise. This can be done by comparing the performance of the machine learning model with your existing models. Once you know that machine learning can add the lift you’re looking for, you can apply that methodology to develop a custom model focused on stability, cost-efficiency, transparency and predictive performance. Predicting behavior across the Customer Life Cycle. How can a custom model benefit you? From improving baseline performance and increasing profitability by approving more good accounts to uncovering opportunities within your target market, custom models can provide the confidence needed to grow your business. Which one of these models can help you achieve your business goals? When it comes to accurately predicting customer behavior, you don’t need a crystal ball. You need a well-built, highly predictive custom model. Use the data that’s available to gain insight into your customers and grow your bottom line. If you need help, we’re here. We have the data, analytics and expertise to help you get started.

Published: July 30, 2019 by Guest Contributor

Who is the ideal dealership customer? Wouldn’t they be one that buys or leases a car and becomes a repeat customer? Loyal customers are ideal because they prefer to go to your dealership to purchase a vehicle, get their vehicle serviced, and even have their family and friends purchase from you. This brings up an important question: what is customer loyalty worth to you? According to the White House Office of Consumer Affairs, on average, loyal customers are worth up to 10 times as much as their first purchase. They also found that it is six to seven times more expensive to acquire a new customer than it is to keep a current one. Marketing Metrics found the probability of selling to a new prospect is only between 5-20%. But if you are selling to an existing customer, the probability rises to 60-70%. So, knowing this, what holds dealers back from actively conquesting loyal customers? Time, money, resources, expertise, priority, process and systems, and data are the key factors that keep them from pursuing these ideal customers. Even though you may stare across the street at them every day, you must remember that your competition is much bigger than the dealerships next door to you. According to recent Experian® research, Whether it is a new, certified used, or non-certified used vehicle, auto manufacturers will have the highest level of loyalty by owned vehicle acquisition. Next to that, you have the Make of a vehicle followed the Model.  Dealerships rank last in loyalty against these major factors. This leads to asking a few “what-ifs”. What if you have the unique opportunity to improve customer loyalty, make more money, and prevent defection to the competition? What if you had actionable insights to know your customer’s buying and loyalty propensities with a high degree of accuracy? How about if you had knowledge of timing on when to engage with your customers to appropriately deliver the right message and offers with the highest potential conversion rate? Finally, what if you had an easy, cost-effective, yet powerful way to unify big data relating to consumer, vehicle, and market and your customer data to make better marketing decisions? Thanks to Experian® and Auto HyperConnect™, you don’t have to ask those questions anymore. Auto HyperConnect leverages the most robust combination of data assets under one roof.  Our loyalty component is called Auto HyperMonitoring™ and takes loyalty to the next level. Auto HyperMonitoring is an event-based customer loyalty measurement solution that gives you the ability to more effectively manage and strengthen your customer retention efforts.  With insights derived from the monitoring of both macro- and micro-environments relating to the vehicle, consumer events, and the overall automotive landscape, clients can quickly gain a deep understanding of consumer loyalty propensities and can create and execute initiatives that maximize their customer loyalty opportunities. Starting with a client’s customer file, Auto HyperMonitoring provides data hygiene that verifies the VIN matches the customer household and will only monitor the VINS that have a match. Next, there is monitoring for vehicle events such as accidents or airbags going off.  Consumer events equate to having a baby or moving.  Market events involve incentives, OEM loyalty, and warranty expiration. Data events are phone numbers, email address, or VIN verification through the hygiene process.. These events feed into the creation of analysis & insights to identify your customers’ behavioral patterns attributed to loyalty, purchasing, and other factors.  When key opportunities are identified, there is client notification. This is used to manage the customer relationship and loyalty through a dealer’s CRM system and comes in an email. How you would use Auto HyperMonitoring? It can be used to bring customers back into the showroom or service lanes in a few different ways. Initially, Dealers can call consumers to open the lines of communication. Next, sending consumers emails and direct mail with special offers are both effective. Finally, Auto HyperMonitoring can also be used to activate digital media targeting campaigns to better reach them where they’re spending their time. Finally, we have the product benefits of Auto HyperMonitoring. First off, it enhances customer engagement & loyalty. By proactively engaging with clients at the right moment based on important and relevant vehicle, customer, and market-related event triggers, loyalty can be systematically strengthened. Second, it improves marketing efficiency. Knowing when to engage with your customer base to minimizes the risk of over and under marketing exposure; improve conversion and reduce cost. Third, complete, accurate, & actionable data is delivered in a timely manner. Auto HyperMonitoring leverages both a client’s customer file and Experian’s rich data assets to enable a complete view of customer opportunities. Finally, Auto HyperMonitoring compliments and supports OEM/dealer loyalty programs. Maximizing revenue opportunities by achieving/surpassing OEM/Dealer loyalty program goals is possible with Auto HyperMonitoring. Customer loyalty is important and will directly impact dealership sales in both your showroom and your service lanes – including the benefit of referral customers. The challenges of competing with manufacturers and other dealerships are mitigated with Experian’s Auto HyperConnect suite and Auto HyperMonitoring. With these, you will have greater success when targeting customer loyalty and using data to keep the relationship between the dealership and the customer alive.

Published: June 5, 2018 by James Maguire

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