Tag: optimization

Optimization modeling provides actionable insights that drive decisioning, allowing businesses to achieve their marketing and growth goals.

To stay competitive and engage high-value customers, you’ll need to optimize your customer acquisition process.

Discover the different options and routes you can take to improve your debt collection process, enhance decisioning and maximize profitability. Read more!

“I saw an opportunity to create change instead of asking for it.” Day 2 was charged up with new technology; new ideas; and new, clearer visions of where we can drive change across our industries. Jeff Softley, President, Direct to Consumer, Experian Consumer Services, illustrated how the consumer is at the center of Experian’s business with countless statistics and how our consumer advocacy drives our focus, growth and mission. Wil Lewis, Global Chief of Diversity, Equity and Inclusion; Hiq Lee, President of Business Information Services; and Alex Lintner, Group President, Consumer Information Services, engaged in a panel discussion centered on reimagining inclusion.         Keynote: Allyson Felix Allyson Felix, five-time Olympian and most decorated Track & Field athlete, kicked off the day with an inspiring keynote touching on her athletic career, taking challenges head-on and using our platforms to make an impact. Felix, who is racing in the first race of her final season this weekend, is a tireless advocate, life-long learner, who seeks to empower others. “We can all start where we are,” she said. “Small things turn into big things.”       Day 2 session highlights From the breakout sessions, the theme of disruption was evident. We dove into how prescreen and prequalification have evolved, a demand that many must adapt to deliver in the post-pandemic world. Financial inclusion was a topic covered across the board, as were the strategies to be enacted to bolster these financial inclusion drivers. One such area addressed was how the rapidly growing buy now, pay later industry advances financial access and inclusion efforts. And speaking of evolution, retention must evolve as well — we heard how retention, recapture and risk strategies are transforming, particularly in the mortgage servicing space. Rapid Model Development and Deployment - Feedback from businesses reflects organizations’ desires for flexible deployment options, flexible integration with existing tech stacks, open source technology and the ability to incorporate multiple data providers. Today’s solutions address that feedback as well as solve for the most rampant market challenges in new, innovative ways.   Strategy optimization with Artificial Intelligence and Machine Learning - Over 50% of financial institutions surveyed are using AI/ML in at least one department. Challenges include data management, operation, evolving the analytics program. ML/AI starts with proper data management. For optimization, templatizing ML frameworks is a necessity.   ID Verification, Authentication and Fraud - There were $56B in identity fraud losses in 2020, $13B of which were traditional identity fraud losses and $43B related to identity fraud scams. Leveraging strategies is necessary to maintain the critical balance required for identity verification and fraud – mitigating losses and risk exposure, drive optimal customer experience, maintain regulatory compliance.   Maximizing Customer Value - The monthly data refresh is a thing of the past. When reimagining account review for risk and marketing purposes, remaining agile is key with increased data freshness for operational efficiency. Keynote: Ashton Kutcher The energy, insights and ideas have been reverberating throughout the venue for the past 48 hours, which set the stage for Ashton Kutcher’s closing keynote. The Chicago Bears fan talked about his career, how hard work wasn’t an option when he was growing up and how part of his assessment process for potential investments – determining whether they create efficiencies in the market – he sometimes thinks of a long-standing, personal benchmark – the air nailer. He talked about his philanthropy efforts, the mission behind his company Thorn, and the ability for people to impact change and achieve "a sense of agency" over the outcome of the future. “That’s the human spirit. That’s the spark that exists – that people understand that you can sit in despair, or you can do something,” he said. It has been an amazing two days – we can’t wait for Vision 2023!

Experian’s Ascend Intelligence Service platform has been named “Best Consumer Lending Product” in the sixth annual FinTech Breakthrough Awards.

Learn how to maximize your collections efforts while reducing costs, avoiding reputational damage and fines, and improving overall engagement.

One caveat of optimization is in order to choose an optimal decision you must first simulate all possible decisions.

Learn about some specific Experian solutions that are especially timely for lenders strategizing their response to the COVID Recession.

How can lenders make optimized decisions when things are changing so quickly and when so many things are unknown? The answer lies in analytics.

Debt management is becoming increasingly complex. People don’t answer their phones anymore. There are many, many communication channels available (email, text, website, etc.) and just as many preferences from consumers regarding how they communicate.

Understanding the importance of customer experience to business strategy and performance

By: Staci Baker As the economy has been hit by the hardest recession since the Great Depression, many people wonder how and when it will recover.  And, once we start to see recovery, will consumer credit return to what it once was? In a recent Experian-Oliver Wyman Market Intelligence Report quarterly webinar, 70% of the respondents in a survey said they believe consumer debt will return to pre-2008 levels.  Clearly, many believe that consumer spending and borrowing will return, despite the fact that consumer credit card borrowing recently declined for the 24th straight month*. Assuming that this optimism is valid, what can credit card lenders do to evaluate the risk levels of potential customers as they attempt to grow their portfolios? For lenders, determining who needs credit, as well as whom to lend to in this economic environment, can be quite challenging.  However, there are many tools available to assist lenders in assessing credit risk and growing their portfolio. Many lenders look at a consumer’s credit score, such as the tri-bureau VantageScore, to evaluate their credit worthiness. By utilizing an individual’s VantageScore, a lender is able to determine potential customer risk levels. Another way to evaluate a consumer’s credit worthiness is to evaluate a population using credit attributes.  Based on the attributes a lender is looking for in their portfolio, they can see improvement in evaluating risk prediction in their portfolio using pre-determined attributes, especially those specifically designed for the credit card industry. There are also models that can help lenders predict when a consumer is likely to be in the market for a new loan or account. Experian’s In the Market Models provide lenders with product-specific segmentation tools that can be combined with risk scores to enhance the efficiency and effectiveness of their offers. To identify the optimal cross-sell and line management decisions based on an individual customer’s risk score and potential value, a lender can also utilize optimization tools.  Optimization, combined with a viable risk management strategy, can assist a lender to achieve a healthy portfolio growth in a highly constrained environment. Although lenders will need to determine the best method to meet their objectives, these are just a few of the many tools available that will assist them in correctly growing their lending portfolios. ____________________ * http://www.usatoday.com/money/economy/2010-10-07-consumer-credit_N.htm

By: Wendy Greenawalt Optimization has become somewhat of a buzzword lately being used to solve all sorts of problems. This got me thinking about what optimizing decisions really means to me? In pondering the question, I decided to start at the beginning and really think about what optimization really stands for. For me, it is an unbiased mathematical way to determine the most advantageous solution to a problem given all the options and variables. At its simplest form, optimization is a tool, which synthesizes data and can be applied to everyday problems such as determining the best route to take when running errands. Everyone is pressed for time these days and finding a few extra minutes or dollars left in our bank account at the end of the month is appealing. The first step to determine my ideal route was to identify the different route options, including toll-roads, factoring the total miles driven, travel time and cost associated with each option. In addition, I incorporated limitations such as required stops, avoid main street, don’t visit the grocery store before lunch and must be back home as quickly as possible. Optimization is a way to take all of these limitations and objectives and simultaneously compare all possible combinations and outcomes to determine the ideal option to maximize a goal, which in this case was to be home as quickly as possible. While this is by its nature a very simple example, optimizing decisions can be applied to home and business in very imaginative and effective means. Business is catching on and optimization is finding its way into more and more businesses to save time and money, which will provide a competitive advantage. I encourage all of you to think about optimization in a new way and explore the opportunities where it can be applied to provide improvements over business-as-usual as well as to improve your quality of life.  

By: Wendy Greenawalt Financial institutions have placed very little focus on portfolio growth over the last few years.  Recent market updates have provided little guidance to the future of the marketplace, but there seems to be a consensus that the US economic recovery will be slow compared to previous recessions. The latest economic indicators show that slow employment growth, continued property value fluctuations and lower consumer confidence will continue to influence the demand and issuance of new credit. However, the positive aspect is that most analysts agree that these indicators will improve over the next 12 to 24 months. Due to this, lenders should start thinking about updating acquisition strategies now and consider new tools that can help them reach their short and long-term portfolio growth goals. Most financial institutions have experienced high account delinquency levels in the past few years. These account delinquencies have had a major impact to consumer credit scores. The bad news is that the pool of qualified candidates continues to shrink so the competition for the best consumers will only increase over the next few years. Identifying target populations and improving response/booking rates will be a challenge for some time so marketers must create smarter, more tailored offers to remain competitive and strategically grow their portfolios. Recently, new scores have been created to estimate consumer income and debt ratios when combined with consumer credit data. This data can be very valuable and when combined with optimization (optimizing decisions) can provide robust acquisition strategies. Specifically, optimization / optimizing decisions allows an organization to define product offerings, contact methods, timing and consumer known preferences, as well as organizational goals such as response rates, consumer level profitability and product specific growth metrics into a software application. The optimization software will then utilize a proven mathematical technique to identify the ideal product offering and timing to meet or exceed the defined organizational goals.  The consumer level decisions can then be executed via normal channels such as mail, email or call centers. Not only does optimization software reduce campaign development time, but it also allows marketers to quantify the effectiveness of marketing campaigns – before execution. Today, optimization technology provide decision analytics accessible for organizations of almost any size and can provide an improvement over business-as-usual techniques for decisioning strategies. If your organization is looking for new tools to incorporate into existing acquisition processes, I would encourage you to consider optimization and the value it can bring to your organization.

By: Wendy Greenawalt The economy has changed drastically in the last few years and most organizations have had to reduce costs across their businesses to retain profits. Determining the appropriate cost-cutting measures requires careful consideration of trade-offs while quantifying the short- and long-term organizational priorities.  Too often, cost reduction decisions are driven by dynamic market conditions, which mandate quick decision-making. Due to this, decisions are made without a sound understanding of the true impact to organizational objectives. Optimization (optimizing decisions) can be used for virtually any business problem and provides decisions based on complex mathematics. Therefore, whether you are making decisions related to outsourcing versus staffing, internal versus external project development or specific business unit cost savings opportunities, optimization can be applied. While some analytical requirements exist to obtain the highest business metric improvements, most organizations have the data available that is required to take full advantage of optimization technology.  If you are using predictive models, credit attributes and have multiple actions that can be taken on an individual consumer, then, most likely, your organization can benefit from strategies in optimizing decisions. In my next few blogs, I will discuss how optimization / optimizing decisions can be used to create better strategies across an organization whether your focus is marketing, risk, customer management or collections.