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By: Tom Hannagan As I'm preparing for traveling to the Baker Hill Solution Summit next week, I thought I would revisit the ideas of risk-based loan pricing. Risk Adjusted Loan Pricing – The Major Parts I have referred to risk-adjusted commercial loan pricing (or the lack of it) in previous posts. At times, I’ve commented on aspects of risk-based pricing and risk-based bank performance measurement, but I haven’t discussed what risk-based pricing is — in a comprehensive manner. Perhaps, I can begin to do that now, and in my next posts. Risk-based pricing analysis is a product-level microcosm of risk-based bank performance. You begin by looking at the financial implications of a product sale from a cost accounting perspective. This means calculating the revenues associated with a loan, including the interest income and any fee-based income. These revenues need to be spread over the life of the loan, while taking into account the amortization characteristics of the balance (or average usage for a line of credit). To save effort (and in providing good client relationship management), we often download the balance and rate information for existing loans from a bank’s loan accounting system. To “risk-adjust” the interest income, you need to apply a cost of funds that has the same implied market risk characteristics as the loan balance. This is not like the bank’s actual cost of funds for several reasons. Most importantly, there is usually no automatic risk-based matching between the manner in which the bank makes loans and the term characteristics of its deposits and/or borrowing. Once we establish a cost of funds approach that removes interest rate risk from the loan, we subtract the risk-adjusted interest expense from the revenues to arrive at risk-adjusted net interest income, or our risk-adjusted gross margin. We then subtract two types of costs. One cost includes the administrative or overhead expenses associated with the product. Our best practice is to derive an approach to operating expense breakdowns that takes into account all of the bank’s non-interest expenses. This is a “full absorption” method of cost accounting. We want to know the marginal cost of doing business, but if we just apply the marginal cost to all loans, a large portion of real-life expenses won’t be covered by resulting pricing. As a result, the bank’s profits may suffer. We fully understand the argument for marginal cost coverage, but have seen the unfortunate end-result of too many sales — that use this lower cost factor — hurt a bank’s bottom line. Administrative cost does not normally require additional risk adjustment, as any risk-based operational expenses and costs of mitigating operation risk are already included in the bank’s general ledger for non-interest expenses. The second expense subtracted from net interest income is credit risk cost. This is not the same as the bank’s provision expense, and is certainly not the same as the loss provision in any one accounting period. The credit risk cost for pricing purposes should be risk adjusted based on both product type (usually loan collateral category) and the bank’s risk rating for the loan in question. This metric will calculate the relative probability of default for the borrower combined with the loss given default for the loan type in question. We usually annualize the expected loss numbers by taking into account a multi-year history and a one- or two-year projection of net loan losses. These losses are broken down by loan type and risk rating based on the bank’s actual distribution of loan balances. The risk costs by risk rating are then created using an up-sloping curve that is similar in shape to an industry default experience curve. This assures a realistic differentiation of losses by risk rating. Many banks have loss curves that are too flat in nature, resulting in little or no price differentiation based on credit quality. This leads to poor risk-based performance metrics and, ultimately, to poor overall financial performance. The loss expense curves are fine-tuned so that over a period of years the total credit risk costs, when applied to the entire portfolio, should cover the average annual expected loss experience of the bank. By subtracting the operating expenses and credit risk loss from risk-adjusted net interest income, we arrive at risk-adjusted pre-tax income. In my next post we’ll expand this discussion further to risk-adjusted net income, capital allocation for unexpected loss and profit ratio considerations.
1. Portfolio Management – You should really focus on this topic in 2009. With many institutions already streamlining the origination process, portfolio management is the logical next step. While the foundation is based in credit quality, portfolio management is not just for the credit side. 2. Review of Data (aka “Getting Behind the Numbers”) – We are not talking about scorecard validation; that’s another subject. This is more general. Traditional commercial lending rarely maintains a sophisticated database on its clients. Even when it does, traditional commercial lending rarely analyzes the data. 3. Lowering Costs of Origination – Always a shoe-in for a goal in any year! But how does an institution make meaningful and marked improvements in reducing its costs of origination? 4. Scorecard Validation – Getting more specific with the review of data. Discuss the basic components of the validation process and what your institution can do to best prepare itself for analyzing the results of a validation. Whether it be an interim validation or a full-sized one, put together the right steps to ensure your institution derives the maximum benefit from its scorecard. 5. Turnaround Times (Response to Client) –Rebuild it. Make the origination process better, stronger and faster. No; we aren’t talking about bionics here — nor how you can manipulate the metrics to report a faster turnaround time. We are talking about what you can do from a loan applicant perspective to improve turnaround time. 6. Training – Where are all the training programs? Send in all the training programs! Worry, because they are not here. (Replace training programs with clowns and we might have an oldies song.) Can’t find the right people with the right talent in the marketplace? 7. Application Volume/Marketing/Relationship Management – You can design and execute the most efficient origination and portfolio management processes. But, without addressing client and application volume, what good are they? 8. Pricing/Yield on Portfolio – “We compete on service, not price.” We’ve heard this over and over again. In reality, the sales side always resorts to price as the final differentiator. Utilizing standardization and consistency can streamline your process and drive improved yields on your portfolio. 9. Management Metrics – How do I know that I am going in the right direction? Strategize, implement, execute, measure and repeat. Learn how to set your targets to provide meaningful bottom line results. 10. Operational Risk Management – Different from credit risk, operational risk and its management, operational risk management deals with what an institution should do to make sure it is not open to operational risk in the portfolio. Items totally in the control of the institution, if not executed properly, can cause significant loss. What do you think? As the end of April approaches, are these still hot topics in your financial institution?
The debate continues in the banking industry — Do we push the loan authority to the field or do we centralize it (particularly when we are talking about small business loans)? A common argument for sending the loan authority to the field is the improved turnaround time for the applicant. However reality is that centralized loan authority actually provides a decision time almost two times faster than those of a decentralized nature. The statistics supporting this fact are from the Small Business Benchmark Study created and published by Baker Hill, a Part of Experian, for the past five years. Based upon the 2008 Small Business Benchmark Study, those institutions with assets of $20 billion to $100 billion used only centralized underwriting and provided decisions within 2.5 days on average. In contrast, the next closest category ($2 billion to $20 billion in assets) took 4.4 days. Now, if we only consider the time it takes to make a decision (meaning we have all the information needed), the same disparity exists. The largest banks using solely centralized underwriting took 0.8 days to make a decision, while the next tier ($2 billion to $20 billion) took an average 1.5 days to make a decision. This drop in centralized underwriting usage between these two tiers was simply a 15 percent change. This means that the $20 billion to $100 billion banks had 100% usage of centralized underwriting while the $2 billion to $20 billion dropped only to 85% usage. Eighty-five percent is still a strong usage percentage, but it has a significant impact on turnaround time. The most perplexing issue is that the smaller community banks are consistently telling me that they feel their competitive advantages are that they can respond faster and they know their clients better than bigger, impersonal banks. Based upon the stats, I am not seeing this competitive advantage supported by reality. What is particularly confusing is that the small community banks, that are supposed to be closest to the client, take twice as long overall from application receipt to decision and almost three times as long when you compare them to the $20 billion to $100 billion category (0.8 days) to the $500 million to $2 billion category (2.2 days). As you can see – centralized underwriting works. It is consistent, provides improved customer service, improved throughput, increased efficiency and improved credit quality when compared to the decentralized approach. In future blogs, I will address the credit quality component.
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With the National Automobile Dealers Association (NADA) Show set to kickoff later this week, it seemed fitting to explore how the shifting dynamics of the used vehicle market might impact dealers and buyers over the coming year. Shedding light on some of the registration and finance trends, as well as purchasing behaviors, can help dealers and manufacturers stay ahead of the curve. And just like that, the Special Report: Automotive Consumer Trends Report was born. As I was sifting through the data, one of the trends that stood out to me was the neck-and-neck race between Millennials and Gen X for supremacy in the used vehicle market. Five years ago, in 2019, Millennials were responsible for 33.3% of used retail registrations, followed by Gen X (29.5%) and Baby Boomers (26.8%). Since then, Baby Boomers have gradually fallen off, and Gen X continues to close the already minuscule gap. Through October 2024, Millennials accounted for 31.6%, while Gen X accounted for 30.4%. But trends can turn on a dime if the last year offers any indication. Over the last rolling 12 months (October 2023-October 2024), Gen X (31.4%) accounted for the majority of used vehicle registrations compared to Millennials (30.9%). Of course, the data is still close, and what 2025 holds is anyone’s guess, but understanding even the smallest changes in market share and consumer purchasing behaviors can help dealers and manufacturers adapt and navigate the road ahead. Although there are similarities between Millennials and Gen X, there are drastic differences, including motivations and preferences. Dealers and manufacturers should engage them on a generational level. What are they buying? Some of the data might not come as a surprise but it’s a good reminder that consumers are in different phases of life, meaning priorities change. Over the last rolling 12 months, Millennials over-indexed on used vans, accounting for more than one-third of registrations. Meanwhile, Gen X over-indexed on used trucks, making up nearly one-third of registrations, and Gen Z over-indexed on cars (accounting for 17.1% of used car registrations compared to 14.6% of overall used vehicle registrations). This isn’t surprising. Many Millennials have young families and may need extra space and functionality, while Gen Xers might prefer the versatility of the pickup truck—the ability to use it for work and personal use. On the other hand, Gen Zers are still early in their careers and gravitate towards the affordability and efficiency of smaller cars. Interestingly, although used electric vehicles only make up a small portion of used retail registrations (less than 1%), Millennials made up nearly 40% over the last rolling 12 months, followed by Gen X (32.2%) and Baby Boomers (15.8%). The market at a bird’s eye view Pulling back a bit on the used vehicle landscape, over the last rolling 12 months, CUVs/SUVs (38.9%) and cars (36.6%) accounted for the majority of used retail registrations. And nearly nine-in-ten used registrations were non-luxury vehicles. What’s more, ICE vehicles made up 88.5% of used retail registrations over the same period, while alternative-fuel vehicles (not including BEVs) made up 10.7% and electric vehicles made up 0.8%. At the finance level, we’re seeing the market shift ever so slightly. Since the beginning of the pandemic, one of the constant narratives in the industry has been the rising cost of owning a vehicle, both new and used. And while the average loan amount for a used non-luxury vehicle has gone up over the past five years, we’re seeing a gradual decline since 2022. In 2019, the average loan amount was $22,636 and spiked $29,983 in 2022. In 2024, the average loan amount reached $28,895. Much of the decline in average loan amounts can be attributed to the resurgence of new vehicle inventory, which has resulted in lower used values. With new leasing climbing over the past several quarters, we may see more late-model used inventory hit the market in the next few years, which will most certainly impact used financing. The used market moving forward Relying on historical data and trends can help dealers and manufacturers prepare and navigate the road ahead. Used vehicles will always fit the need for shoppers looking for their next vehicle; understanding some market trends will help ensure dealers and manufacturers can be at the forefront of helping those shoppers. For more information on the Special Report: Automotive Consumer Trends Report, visit Experian booth #627 at the NADA Show in New Orleans, January 23-26.
The automotive industry is constantly changing. Shifting consumer demands and preferences, as well as dynamic economic factors, make the need for data-driven insights more important than ever. As we head into the National Automobile Dealers Association (NADA) Show this week, we wanted to explore some of the trends in the used vehicle market in our Special Report: State of the Automotive Finance Market Report. Packed with valuable insights and the latest trends, we’ll take a deep dive into the multi-faceted used vehicle market and better understand how consumers are financing used vehicles. 9+ model years grow Although late-model vehicles tend to represent much of the used vehicle finance market, we were surprised by the gradual growth of 9+ model year (MY) vehicles. In 2019, 9+MY vehicles accounted for 26.6% of the used vehicle sales. Since then, we’ve seen year-over-year growth, culminating with 9+MY vehicles making up a little more than 30% of used vehicle sales in 2024. Perhaps more interesting though, is who is financing these vehicles. Five years ago, prime and super prime borrowers represented 42.5% of 9+MY vehicles, however, in 2024, those consumers accounted for nearly 54% of 9+MY originations. Among the more popular 9+MY segments, CUVs and SUVs comprised 36.9% of sales in 2024, up from 35.2% in 2023, while cars went from 44.3% to 42.9% year-over-year and pickup trucks decreased from 15.9% to 15.6%. 2024 highlights by used vehicle age group To get a better sense of the overall used market, the segments were broken down into three age groups—9+MY, 4-8MY, and current +3MY—and to no surprise, the finance attributes vary widely. While we’ve seen the return of new vehicle inventory drive used vehicle values lower, it could be a sign that consumers are continuing to seek out affordable options that fit their lifestyle. In fact, the average loan amount for a 9+MY vehicle was $19,376 in 2024, compared to $24,198 for a vehicle between 4-8 years old and $32,381 for +3MY vehicle. Plus, more than 55% of 9+MY vehicles have monthly payments under $400. That’s not an insignificant number for people shopping with the monthly payment in mind. In 2024, the average monthly payment for a used vehicle that falls under current+3MY was $608. Meanwhile, 4-8MY vehicles came in at an average monthly payment of $498, and 9+MY vehicles had a $431 monthly payment. Taking a deeper dive into average loan amounts based on specific vehicle types—as of 2024, current +3MY cars came in at $28,721, followed by CUVs/SUVs ($31,589) and pickup trucks ($40,618). As for 4-8MY vehicles, cars came in with a loan amount of $22,013, CUVs/SUVs were at $23,133, and pickup trucks at $31,114. Used 9+MY cars had a loan amount of $19,506, CUVs/SUVs came in at $17,350, and pickup trucks at $22,369. With interest rates remaining top of mind for most consumers as we’ve seen them increase in recent years, understanding the growth from 2019-2024 can give a holistic picture of how the market has shifted over time. For instance, the average interest rate for a used current+3MY vehicle was 8.0% in 2019 and grew to 10.2% in 2024, the average rate for a 4-8MY vehicle went from 10.3% to 12.9%, and the average rate for a 9+MY vehicle increased from 11.4% to 13.8% in the same time frame. Looking ahead to the used vehicle market It’s important for automotive professionals to understand and leverage the data of the used market as it can provide valuable insights into trending consumer behavior and pricing patterns. While we don’t exactly know where the market will stand in a few years—adapting strategies based on historical data and anticipating shifts can help professionals better prepare for both challenges and opportunities in the future. As used vehicles remain a staple piece of the automotive industry, making informed decisions and optimizing inventory management will ensure agility as the market continues to shift. For more information, visit us at the Experian booth (#627) during the NADA Show in New Orleans from January 23-26.
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typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.