Explore the global shift from LIBOR to SOFR, its rationale, key differences, and the wide-ranging implications for floating-rate notes, syndicated loans, and derivatives markets in the CFA® 2025 Level II context.
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You might be thinking, “Wait, didn’t we only recently get comfortable with the concept of LIBOR at Level I?” Well, yes—but times, as they say, are changing. In this section of Chapter 5, we’re going to dig deep into the transition from LIBOR to SOFR. If you’ve casually followed financial headlines, you probably saw references to banks switching away from LIBOR in response to serious concerns about manipulation and decreasing liquidity in the interbank lending market. Now, SOFR (Secured Overnight Financing Rate) is the main show in town for the U.S. dollar world.
We’ll tackle the intricacies of this shift: why LIBOR needed to go, how SOFR is calculated via repo transactions, what it means for floating-rate notes, and why you should think about fallback language before you sign on any dotted line. Let’s break it all down.
LIBOR (London Interbank Offered Rate) was once the go-to reference rate for everything from mortgages to complex interest rate swaps around the globe. It was calculated by polling major banks on their estimated borrowing costs in the interbank market. Over the years, however, two major developments eroded confidence in LIBOR:
• Manipulation Scandal: Instances of collusion and false reporting by certain banks undermined trust in LIBOR’s integrity.
• Diminished Interbank Market: Interbank lending volumes decreased significantly, making the daily estimates less robust or “representative” of real-world transactions.
The Financial Conduct Authority (FCA) in the UK pulled the plug by announcing that banks were no longer required to submit LIBOR quotes after certain deadlines. That effectively spelled the end for LIBOR as we knew it. If you’re used to using LIBOR as your standard for short-term interest rates, you needed to find a new friend—fast.
For the U.S. dollar market, the Alternative Reference Rates Committee (ARRC) took the lead in selecting SOFR as the recommended replacement. Internationally, there are corresponding benchmarks like SONIA (Sterling Overnight Index Average) for GBP, ESTR for EUR, TONAR for JPY, and SARON for CHF, but our focus here (and often on the exam) remains firmly on the USD market, where SOFR is king.
SOFR (Secured Overnight Financing Rate) is based on transactions in the U.S. Treasury repurchase (repo) market. A “repo” is essentially a short-term collateralized loan. One party sells U.S. Treasuries to another party and agrees to repurchase them the next day at a slightly higher price, effectively paying interest. These transactions are considered extremely low risk, given the high-quality collateral (U.S. Treasuries) and the overnight nature of the loan.
The New York Fed publishes SOFR every business day. The rate is a volume-weighted median of all eligible repo transactions. So if there’s $1 trillion in overnight repo transactions, the actual market trades determine SOFR. Importantly:
• It’s a secured rate (collateralized by Treasuries).
• It’s based on real transactions (not estimates).
• It’s published daily and is considered more resistant to manipulation.
Below is a simplified Mermaid diagram of how SOFR is derived:
flowchart LR A["Overnight Repo Transactions <br/> in U.S. Treasury Market"] B["New York Fed <br/> Collects Transaction Data"] C["Volume-Weighted Median <br/> Calculation"] D["SOFR Published <br/> (Daily)"] A --> B B --> C C --> D
Compared to LIBOR, which was unsecured and based on banks’ best guesses, SOFR is viewed as a more robust measure of short-term borrowing costs—at least for overnight financing of U.S. Treasuries.
LIBOR was an unsecured benchmark: when those banks submitted their borrowing cost estimates, they were effectively pricing in their own credit risk (and the credit risk of the interbank market). SOFR is almost entirely free of bank credit risk because it’s based on loans secured by Treasuries.
This means that SOFR typically trades lower than equivalent unsecured interest rates, especially in times of financial stress when bank credit risk spikes. Under stress, we might see a more significant spread between an unsecured rate and a secured rate. Hence, if you’re analyzing yield spreads in your portfolio, or you’re hedging with interest rate derivatives, you have to account for that difference.
LIBOR had multiple maturities—overnight, one week, one month, three months, and so forth—quoted each day. SOFR, in its simplest form, is only published for an overnight maturity. As a result, creating a term structure for SOFR (sometimes called Term SOFR) requires additional calculations or derived products that combine daily SOFR rates over the relevant period. Because of this, you’ll often see compounding in arrears (we’ll get to that in a minute) or daily simple interest approaches to approximate longer-term interest rates.
LIBOR was based on a feedback loop of “expert judgments” from a panel of banks. SOFR, by contrast, is drawn from real, massive volumes of transactions in one of the most liquid markets around—the U.S. Treasury repo market—which helps reduce the risk of manipulation.
Historically, FRNs might say something like “Pays quarterly coupons at 3-Month LIBOR + 150 basis points.” Now, new FRNs often come out referencing SOFR. But the question arises: how exactly do we calculate a quarterly coupon if the reference is a daily, overnight rate? The solution is typically daily compounding or daily simple averaging over the coupon period, then adding the spread. The difference in calculation can produce slightly different results from what you’re used to under LIBOR.
Syndicated loans are typically large credit facilities shared among multiple lenders. Many of these were pegged to LIBOR. With LIBOR disappearing, parties must rely on fallback language that references a replacement rate (often SOFR) plus a spread adjustment. That spread adjustment is to account for the fact that LIBOR and SOFR currently differ because one is unsecured and the other is secured. If you had an existing LIBOR-based loan that runs past LIBOR’s cessation date, the fallback provision dictates what rate you pay—maybe a version of Term SOFR, daily SOFR, or possibly a different rate entirely.
The swap market underwent a major overhaul in benchmark references. Many existing swaps with LIBOR obviously cannot rely on that phantom rate after it’s discontinued. Parties must thus “amend or replace” the LIBOR-based rates. This process can involve bilateral negotiations, adherence to the ISDA (International Swaps and Derivatives Association) protocol, or other mechanisms.
Furthermore, for new swaps referencing SOFR, you may need to decide on a compounding methodology. The compounding in arrears approach means the exact rate for the period isn’t known until it’s over—some folks are used to knowing their LIBOR-based payments in advance. This can pose operational challenges.
Fallback provisions are the legal language in the contract describing what happens when the original benchmark is no longer available or is deemed unusable. Prior to 2014–2015, fallback language in many contracts was sparse, simply pointing to some “polling of reference banks” if LIBOR rates were unavailable. That’s not super helpful when the entire benchmark disappears.
In the U.S., ARRC issued recommended fallback language for various product categories—FRNs, business loans, consumer loans, securitizations, and derivatives. Typically, the fallback lands on a SOFR-based rate plus a spread adjustment that is frozen at the date of the official benchmark cessation or a “pre-cessation trigger.” For instance, if you have a floating-rate corporate bond maturing in 2027 that references 3-Month LIBOR, your fallback might say: “Upon LIBOR cessation, the rate resets to 3-Month SOFR average + X basis points,” anchored to a certain formula recommended by ARRC.
Now, let’s say half your portfolio transitions to SOFR-based fallback on a certain date, but another chunk of your portfolio transitions to a slightly different fallback rate or timing. Guess what: you may have a mismatch known as basis risk. This is that dreaded risk that two instruments intended to offset each other’s exposures end up referencing slightly different rates or have different spread adjustments.
• The net result could be unexpected gains or losses on your hedge positions.
• You might get paid on your liability leg at one fallback rate but pay on your asset leg at another fallback rate.
Trying to keep everything in sync can cause major headaches for portfolio managers.
Let’s do a mini example of daily compounding. Suppose we have a notional of $1,000,000. We track daily SOFR for each day of a 30-day period. To keep it super short, let’s assume the daily rates are constant at 2.50% for simplicity (in reality, they vary).
The daily compounding formula for interest (I) over N days can be represented as:
Where rₜ is the daily SOFR, and dₜ is the actual day count for day t (commonly 1 if we’re going day by day, but this depends on day-count conventions).
If rₜ = 2.50% (annualized) daily for 30 days, for simplicity, ignoring day-count fraction adjustments:
A quick (though slightly approximate) Pythonic snippet might look like:
1import math
2
3notional = 1_000_000
4annual_rate = 0.025
5days = 30
6
7daily_factor = annual_rate / 360
8interest_factor = (1 + daily_factor)**days - 1
9accrued_interest = notional * interest_factor
10print(accrued_interest)
This will yield the approximate interest, which is effectively compounding in arrears. In real contracts, the daily variation in SOFR (rₜ) plus holiday calendars and exact day count rules can complicate matters further. That’s precisely why the operational shift from LIBOR can still be messy.
One interesting twist is that SOFR can prove more stable under “normal” conditions because it’s anchored to the repo market. But, ironically, it might spike during times of market stress, especially at quarter-ends or year-ends when participants scramble for collateral or funding. LIBOR had its own volatility pattern tied to bank credit conditions. Now the market is learning a new pattern—linked to Treasury collateral availability.
Regulatory bodies have come out in force to ensure a smooth transition:
• Federal Reserve: Strongly backs SOFR as the new benchmark for USD transactions.
• ARRC: Provides recommended fallback language, timeline guidance, best practices, and frequently updated resources on its website.
• ISDA: Offers a standardized protocol for derivatives fallback, ensuring consistent calculation of the replacement rate and spread.
If you’re a portfolio manager or a risk manager for a bank, you’re likely following their updates closely to make sure you’re not left in the dust when your legacy LIBOR-based trades come due for conversion.
Contracts might define different trigger dates for when LIBOR-based rates switch over. Some references switch at the “cessation date” (when regulators say LIBOR is no longer representative), while others switch at a “pre-cessation trigger” (when the bank panel stops supporting LIBOR).
Yes, legal disputes can arise. If two parties interpret fallback language differently or if one party claims it’s disadvantaged by the fallback adjustment, that can lead to heated discussions and even litigation. Documentation is everything here.
On the exam, expect item-set questions focusing on the operational or basis risk angles. For instance, a question might describe a partial transition scenario within a portfolio. You might see a question like: “Should the manager convert the LIBOR-based swap now or wait until the fallback triggers? What is the cost of basis risk if partial conversion is done?”
Consider a situation where you have a five-year liability paying LIBOR + 100 basis points. Your bank expects that liability to continue even after LIBOR is phased out (the maturity extends beyond the cessation date). Meanwhile, you enter into a swap that pays you a fixed rate and require you to pay floating SOFR. For a while, those rates might move closely, but once the liability transitions to a fallback rate (targeting SOFR plus some spread), if that spread on your liability differs from the spread in your swap, you’ll face basis risk.
Exam questions may invite you to evaluate the financial impact. If the fallback spread for your liability is locked in at 0.28% but your swap’s fallback spread is 0.26%, you have a mismatch of two basis points (0.02%) on your notional. Might not sound huge for a day or two, but on a large notional across months or years, it can add up. Ensuring that both sides of the hedge line up is crucial.
On the exam, expect questions that ask for a deeper understanding of how the new reference rates are applied, how daily compounding is done, and how fallback provisions can cause basis risk. The scenario might read something like: “A portfolio manager notices that half her floating-rate note positions have fallback language referencing Term SOFR plus 19 basis points, while the other half references daily SOFR plus 16 basis points. She is deciding whether to keep these or convert early to a consistent standard.” You may need to calculate the difference in coupon payments, analyze the mismatch, or propose a hedging strategy to unify these rates.
Also, recall from Chapter 2 (Fixed Income Instruments Overview) how different coupon structures behave. Combining that knowledge with the new rate environment gives you an edge in vignettes that blend the two topics.
Finally, remember that sometimes, exam items will test not only your technical know-how but also your awareness of ethical standards—such as ensuring fair disclosures about the benchmark shift to clients. So watch out for that interplay between the CFA Institute Code of Ethics and the new rate environment.
ARRC Official Website:
https://www.newyorkfed.org/arrc
FCA Announcements on LIBOR Cessation Timelines:
https://www.fca.org.uk/
ISDA (International Swaps and Derivatives Association) Protocol Information:
https://www.isda.org/
CME Group SOFR-Based Derivatives Volumes Reports:
https://www.cmegroup.com/
For a refresher on yield measures and pricing basics, see Chapter 3 of this volume.
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