Delivering Trust for Risk-Aware Telcos - Using Data and Analytics
Pre-screened, right-sized offers and the efficient use of ‘just-in-time’ data are helping telcos win, retain and safeguard more customers – regardless of age or credit profile
Trust lies at the heart of all successful long-term interactions – regardless of the sector. Telecommunication businesses are fighting hard with acquisition campaigns in a bid to win more trust, more business and new customers. But at the same time, consumers are keen to believe that their investment in time and money will help yield the very best experience available. Telecommunication businesses need to make the most of the real-time risk-aware insights and the mass of alternative data available. It’s a route to ensuring they consistently design digital offers around the customer to continually create trust, security, and far better experiences.
Even if they’re appealing to younger demographics, those with lean credit histories and so-called ‘thin-files’, success hinges on the perception of trust, security, appropriate risk-aware offers and the quality of customer experience. Telecom industry winners and top performers are always willing to invest to ensure they make their customer promise profitable.
Telcos and the Need for Risk-Aware Persona-Based Acquisition
The ability to deliver risk-aware, pre-screened customer offers in near-to real-time is everything for telcos. But it’s all about trust. By moving beyond the current one-size-fits-all approach, telecom operators can customise the user experience by identifying user personas and applying an analytical overlay to their customer data assets, to continually deliver critical insight and targeted customized experiences. Demographic cohort data can also be used as part of risk-aware acquisition campaigns, to hyper-personalize persona-based engagement for telcos.
Pre-Emptive Risk-Aware Product Offers Informed By The Most Accurate Data Sets
Given the mass of data available, there’s a temptation to pay for everything going. But it’s simply unnecessary. In today’s markets, providers can opt to reduce their costs by making customer decisions based on the most accurate data sets only. It drives a ‘just-in-time’ mindset towards delivering greater security with real-time, fully risk-aware and pinpoint-perfect customer acquisition offers. It also helps telecom operators stay on the right side of data regulations, asset security and steer clear of the risk of data breaches by only retaining a minimal volume of customer information. Waterfall decisioning that only requires data pulls, as needed, also reduces storage and data costs.
Smart Contracting, Faster Acquisition and Consumer-Initiated Pre-Qualification
Telecom customers routinely highlight choppy subscription processes as a key driver of low net-promoter scores and non-renewals - both of which contribute to high churn rates. Reduce this threat with a more sophisticated platform approach helping reduce manual reviews, automate more processes and create a more efficient onboarding process.
Some companies attempt to mask sluggish acquisition experiences by embedding them in the buying process. But telecoms can streamline contracts by encouraging consumer-initiated pre-qualification for initial purchases and auto-renewal notifications with pre-programmed dates and pricing. Customers with thin files can also be onboarded with alternative offers or repayment plans. Online pre-qualification provides consumers with credit transparency to better understand what they can or can’t afford.
Putting a Risk-Aware Lens on Inflation and Rising Living Costs
Dealing with inflation, rising living costs and the squeeze on household income are front-of-mind for many right now. Whether that’s making more efficient risk decisions at the point of sale, managing the customer base effectively, or even managing overheads to keep costs reigned in. Telcos are trying to figure out what to do and are realising they haven’t invested sufficiently in customer awareness surrounding risk, or risk management technology that is both agile and flexible. For instance, many telcos haven’t invested in any collections decisioning systems, or even a collections workflow tool. Instead, many have some basic treatment paths hard coded into their CRM, which can also take up to nine months to make changes.
The squeeze on household incomes is also now having a huge impact on consumer behavior and spending. Telecommunication, in common with all lenders, know they’re operating in a highly aggressive market – but want successful risk-aware, customer acquisition programmes to retain and grow market share, while maximizing profit. Success in retaining markets share while staying profitable hinges on carefully planning and optimizing their acquisition strategies from the outset.
Monitoring customer value, before automatically determining the right action for each customer, with a combination of advanced analytics, multiple data sets and informed insight, will help ensure the right action - every time. Clearly, customers’ needs can change in an instant. But Telcos’ positions can be safeguarded from these threats by developing a sophisticated, real-time risk-aware view of account performance that drives the right action at any given moment, while supporting customers, and balancing portfolio risk and profitability.
How FICO Is Helping
Embarking on two-way digital dialogue with customers will always pay dividends. It will increase a company’s understanding of their customer’s behaviour, while enabling the business to rapidly evolve its digital capability, and become ever-more friction-free with expected ease of use and transparency of messaging. Promoting simple self-service with an omnichannel approach results in happier customers, measured by significant complaint reduction, while the containment rate of customers who complete self-service payments continues to increase.
It's a process that's underpinned by FICO Platform, which also enables so-called “just-in-time” data acquisition. By only buying the data needed on each customer as needed and when needed, providers win a cost-efficient competitive advantage thanks to agile, flexible development and production environments that allow for rapid deployment, continuous learning cycles and streaming analytics. It ensures the right offer is always delivered to the right consumer every time.
FICO Platform also lends itself to joining informed, fully risk-aware acquisition decisions across the lifecycle and across multiple use cases. These include originating and onboarding, risk management, loyalty and retention, debt management and collections, fraud, margin assurance, value management and customer care. At FICO, we continually help our Telco clients ensure they have the best tools to underpin their risk-aware acquisition strategies. To deliver these types of programs, operators need to be sure that they apply the appropriate analytics to understand customers at a granular level, as well as understanding the overall make-up of their portfolios.
- Click here to read Does Your Omnichannel Strategy Offer Customers What They Want?
- Read Should You Open Your Wallet for Omnichannel?
- Click here to read Communications: Multi-Channel vs. Omni-Channel
- Read more about pursuing growth opportunities with a streamlined risk-tolerant platform.
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FICO® Score High Achievers: Is Age the Only Factor?
<p>FICO’s latest research on <a href="http://www.fico.com/en/blogs/risk-compliance/us-credit-quality-rising-the-beat-goes-on/" target="_blank">national FICO® Score distribution</a> shows that US credit quality continues to trend upwards, with an increasing number of consumers scoring in the highest scores ranges. Given that, we decided it was time to refresh our study on “<a href="http://www.fico.com/en/blogs/risk-compliance/infographic-what-does-a-high-credit-scorer-look-like/" target="_blank">FICO® Score high achievers</a>,” where we examine the credit behavioural profiles of consumers with higher credit scores.</p> <p>As expected, our latest study showed that older people generally have higher scores, as has been the case in our <a href="http://www.fico.com/en/blogs/risk-compliance/age-before-beauty-credit-worthiness-before-youth/" target="_blank">past research</a>. This is largely because they have trade lines that have been open longer, which leads to higher scores (assuming the trade lines are in good standing and all other things equal). The most credit savvy among you will remember that length of credit history accounts for roughly 15% of the overall <a href="http://www.myfico.com/CreditEducation/WhatsInYourScore.aspx" target="_blank">FICO® Score calculation</a>.</p> <p>But for younger consumers, it isn’t too helpful to say, “just wait until you are 50 years old, and that will fix things!” Thus, I decided to dive deeper with our analysis, including looking at the credit behavioural characteristics of younger consumers with high FICO® Scores.</p> <p>In this analysis, I looked at credit characteristics for the two highest score bands, 750-799 and 800-850, which have about 16% and 23% of the population, respectively. I further broke this down by looking at the characteristics of the youngest 15% in each group, which occurs at age 29 for the 750-799 group and 43 for the 800-850. We used FICO<strong>®</strong> Score 9 for our analysis, and examined typical variables of the categories that go into the make-up of the score.</p> <p><a href="http://www.fico.com/en/blogs/wp-content/uploads/2016/10/FICO-Score-High-Achiever-table.png"><img class="alignnone size-full wp-image-29367" src="http://www.fico.com/en/blogs/wp-content/uploads/2016/10/FICO-Score-High-Achiever-table.png" alt="fico-score-high-achiever-table" width="715" height="747" /></a></p> <p>Since there’s a lot to dissect in this chart, I’ll highlight a few findings that struck me: <ul> <li><strong>Credit history.</strong> Higher scores are undoubtedly associated with a longer time on file. What’s striking is the higher average time on file for the 800+ group, both overall and for revolving accounts (the most common trade line). Clearly, it helps to start credit use early in life – but that’s not the sole determining factor for high scoring. The younger cohorts in both the 800+ and 750-799 groups have time on file medians significantly less than their older counterparts.</li> <li><strong>New credit.</strong> High credit scorers do, in fact, pursue new credit. We see little variation in months since last trade line opening and last inquiry among all groups observed.</li> <li><strong>Pay on time.</strong> As you might expect, the further in the past the delinquency, the higher the score – and that’s <u>if</u> a delinquency ever happened. 95% of the 800+ people and 72% of the 750-799 group have never been delinquent, which is a striking contrast to the 57% for the total population. The percentages for the younger groups are even higher, especially so for the 750-799ers. Collection items are also scarce for these high scorers. While 23% of the national population have collection items greater than $99, the figures are only 0.5% for the 800+ group and 3% for the 750-799 group. It is clear that, in conjunction with starting a credit file early, paying on time is a key trait of the FICO® Score high achiever.</li> <li><strong>Balance and utilization.</strong> Finally, we look at how credit is being used, focusing on revolving product use. (Since most people only have one mortgage or one auto loan, variation in instalment product figures is minimal and driven by payment history, which is near perfect for high scorers, as we’ve seen.) FICO® Score high achievers tend to have more open revolving accounts. While the % active trades and utilization are generally lower, by no means do high scorers avoid the use of credit products. What drives the difference here is the amount of <u>available</u> revolving credit utilized. The 800+ group is roughly 1/4 of the national median, both in total and on their highest utilized card; they also have lower balances and more cards<em>. </em>The 750-799 group is more active and higher utilized, but still only at 2/3 of the national figures. The young 750-799 group compensate with lower revolving balances and, as a result, lower utilization, which is in line with what we see for the 800+ group.</li> <li><strong>Benchmarks.</strong> I’d like to point out that while this study provides good benchmarks of the typical credit traits of the FICO® Score high achiever, individual credit profiles will vary widely. And keep in mind that when we sort groups of consumers as a whole by different behaviours, some results may look superficially odd. For example, the 800+ band has a longer median average open account time (128 months) than average revolving months on file (140 months).</li> </ul> So, what do we conclude? A huge takeaway is that high scorers don’t have too much in the way of serious delinquencies and negative public record data.</p> <p>In most respects, the young 800+ people are like their peer group. They really only differ markedly in their shorter credit history and higher non-mortgage balance, both of which are a function of life stage. Our results show that you don’t have to be a credit product hermit; these high scorers have more credit cards. The takeaway is to start credit activity early and maintain well-managed and moderate usage.</p> <p>In many ways, the young 750-799 people are more interesting because their age profile is much younger. Their credit characteristics differ more from their peer group, particularly in terms of length of credit history. They compensate by having almost pristine credit records and lower balances.</p> <p>Ultimately, 39% of US consumers are FICO® Score high achievers, which they accomplish by following common-sense credit practices. It ain’t rocket science!</p>
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