Every Market Crisis Follows the Same Twelve Steps. Most People Cannot See Past Step Four.
Twelve Stages, Three Cycles, One Economy
Tamika Tyson, Founder & Managing Partner, SCALE
April 2026 | Part 5 of 7 in the Through the Cycle series
Last week I showed you the political variable that most risk models ignore. I walked through the 2018 regulatory rollback that enabled the 2023 banking crisis, the four-year rhythm of policy decisions, and the ways political choices actively shape the credit and economic landscape. I promised you something at the end of that post: that I would put the credit cycle, the political cycle, and the investment cycle on the same timeline and show you what happens when all three move together.
This is that post.
But first, I need you to think about a fever.
Every practitioner in finance has watched the same sequence play out. The economy runs a fever. A correction arrives. Policy makers administer treatment: rate cuts, liquidity injections, stimulus. The fever breaks. Everyone declares the patient cured. And then, months or years later, the fever returns. Different symptoms. Same underlying condition. The treatment addressed the temperature, not the infection. The antibiotics were stopped the moment the patient felt better, and the infection that was never fully eliminated came back stronger.
For over twenty five years, I have been watching this cycle turn. I have seen it in energy markets, in credit markets, in the international markets where I built my career. And what I have found, after studying fifty-five years of data alongside the patterns I have lived through professionally, is not a set of identical crises. It is something more useful: the same fever, running through the same patient, six times. The symptoms changed every cycle. The underlying condition did not.
There are three cycles that drive this pattern. The investment cycle governs what market participants actually do with their capital at each stage. The credit cycle governs why they do it, because credit conditions, loose or tight, set the incentive structure that drives behavior. And the political cycle governs who creates the conditions, because central banks and governments set the policy framework that either loosens or tightens credit. These three cycles are not separate phenomena. They are three views of the same rotation.
A note on terminology: in Part 2 of this series, I introduced the credit cycle as a twelve-position Leverage Clock. That clock describes one cycle in isolation. The twelve-stage Investment Cycle I am introducing here is a broader framework that maps all three cycles onto the same timeline, with the credit cycle as one of three inputs rather than the sole driver.
I have mapped this rotation into a twelve-stage framework: the Investment Cycle. It describes one full turn, from trough to crash and back. Understanding where you are on the cycle is the single most important thing you can do for risk management, because the cycle tells you what comes next.
One Full Turn
There is nothing new under the sun. The pattern repeats. But most of the time, you are looking at what is directly in front of you, not what is around the corner. The crash is in front of you. The recovery is in front of you. The moment it starts to feel safe again is in front of you. What is around the corner, the stages where risk gets mispriced and leverage builds and the conditions for the next crash quietly assemble, requires a different kind of sight. The framework I am about to give you is the corner mirror. It lets you see what is coming before you arrive.
The cycle begins at the bottom. After a crash, fear dominates and capital sits frozen. In Stages 1 and 2, investors are in hibernation. The crash is fresh. Losses are real. Capital clings to the safest instruments available: sovereign bonds first, then reluctantly, high quality credit. The emphasis is on reluctantly. Nobody wants risk.
Then the turn begins. At Stages 3 and 4, the smart money moves first into cheaply priced quality equities, recognizing that valuations have overshot to the downside. This is where the greatest long-term returns are generated, and where the fewest participants have the courage to act. Gradually, more investors follow, moving into equities as returns in bonds and credit play out. The recovery begins to feel real. This is as far as most people can see. The crisis is behind them. The recovery is underway. They believe the story is over.
It is not.
By Stage 5, the sins of the past are forgotten. Risk starts to be mispriced. Spreads compress. Underwriting loosens. Capital chases yield rather than quality. Central banks, seeing the economy gain steam, begin normalizing interest rates at Stage 6. By Stage 7, investors have moved into higher beta equities and lesser quality credit. Covenant-lite structures appear. At Stage 8, normalization is complete and central banks shift to tightening. The credit cycle is peaking. The conditions for excess are fully in place.
Then the dangerous stages. At Stages 9 and 10, overconfidence takes hold. Gearing appears, then becomes commonplace. Structuring becomes routine. Everyone is making money. The cocktail party conversations are about returns, not risk. This is where the most dangerous behavior looks the most rational, because it has been working.
At Stage 11, the final blowoff. The market rises exponentially before the inevitable. The last wave of capital enters at the highest prices. The participants who entered at Stage 3 are now watching participants who entered at Stage 11 with a mixture of amusement and dread. Then Stage 12: the crash. Markets fall. Investors run to cash. Central banks slash rates. And the cycle begins to turn again.
Here is the full framework, with all three cycles visible at every stage:
| Stage | Investment Cycle (The "What") | Credit Cycle (The "Why") | Political Cycle (The "Who") |
|---|---|---|---|
| 1 | Hibernation. Capital moves to sovereign bonds. | Spreads wide. Defaults elevated. Lending frozen. | Central banks have slashed rates. Stimulus deployed. |
| 2 | Reluctant move into high quality credit. | Credit conditions stabilizing. Spreads beginning to narrow. | Rates at floor. Regulatory easing to encourage lending. |
| 3 | Smart money moves to cheaply priced quality equities. | Credit easing. High quality issuance resuming. | Accommodative policy continuing. Recovery narrative building. |
| 4 | Broader move into equities as bond/credit returns play out. | Lending expanding. Underwriting still disciplined. | Policy still supportive. Economy gaining momentum. |
| 5 | Sins of the past forgotten. Risk starts to be mispriced. | Spreads compress beyond fundamentals. Underwriting loosening. | Low-rate environment entrenched. Deregulatory pressure building. |
| 6 | Transition. | Credit conditions loose. Yield-seeking intensifying. | Central banks begin normalizing interest rates. |
| 7 | Higher beta equities and lesser quality credit. | Covenant-lite structures appear. Credit quality declining. | Normalization underway. Tightening not yet biting. |
| 8 | Transition. | Credit cycle at peak. Leverage elevated across system. | Normalization complete. Moving to tightening stance. GDP robust. |
| 9 | Overconfidence. Gearing appears. | Credit growth outpacing fundamentals. Shadow lending expanding. | Tightening in progress. Policy lag building. |
| 10 | Gearing and structuring commonplace. "Everyone is making money." | Risk concentrated and mispriced. Refinancing assumptions optimistic. | Tightening biting. Asset prices stretched. Political pressure to ease. |
| 11 | Final blowoff. Exponential rise before the inevitable. | Credit conditions cracking. Early defaults. Liquidity thinning. | Policy tightening delayed or reversed under political pressure. |
| 12 | Crash. Investors run to cash. | Credit markets seize. Spreads blow out. Defaults surge. | Central banks slash rates. Emergency intervention. Cycle resets. |
This is one full turn. Twelve stages. Three cycles moving in concert. The investment cycle tells you what participants are doing. The credit cycle tells you why. The political cycle tells you who opened the valve or closed it. And the fever metaphor holds: the treatment arrives at Stage 12, addresses the temperature, and stops before the infection is cured. The cycle begins again.
And then we do this again. The capitalization might be different. The industries dominating the headlines might be different. The cast of characters changes every decade. But the pattern underneath is the same. Inflation and oil in the 1970s. Savings and loans in the 1980s. Technology in the 1990s. Housing in the 2000s. Sovereign debt and oil in the 2010s. Bank balance sheets in the 2020s. The surface changes. The twelve stages do not.
If you know the stages, you can read the history. The cycle has turned five times since 1971. We are in the middle of the sixth. Let me show you the evidence.
Why 1971 Is Where the Clock Starts
Most conversations about financial crises begin with 2008. Some reach back to 2000. A few go to 1987. But 1971 is the real starting point. That is when President Nixon ended the Bretton Woods system and severed the dollar's tie to gold. That decision, made in a moment of political pragmatism, removed the physical constraint on credit expansion and opened the door to credit growth on a scale the world had never seen.
From that point forward, the constraint on credit was no longer gold or reserve requirements. It was whatever the political system would tolerate. And what the political system would tolerate turned out to be quite a lot. The fifty-five years that followed can be divided into six distinct turns of the clock. Each reveals the same underlying infection. And each one ended with a correction that surprised people who had forgotten what the previous correction looked like.
Turn 1: Stagflation and the Volcker Reset (1971-1982)
The 1970s shattered the consensus that policy makers could smoothly manage the economy. Inflation peaked above 14 percent. Unemployment sat above 7 percent. Oil shocks arrived in 1973 and again in 1979. The credit cycle was stuck between Stages 7 and 9: risk was mispriced, leverage was building in the savings and loan sector, and the political system could not summon the will to tighten.
Then Paul Volcker arrived at the Fed in 1979 and forced the clock to turn. He raised the federal funds rate to 20 percent. He crushed inflation. He also crushed growth. Unemployment peaked at 10.8 percent. The economy contracted violently. But the credit cycle broke.
Volcker's treatment was radical. It was the equivalent of putting the patient in intensive care and accepting that the recovery would be painful. The lesson from this period is that political systems resist that kind of treatment. The 1970s lasted far longer than they needed to because nobody would turn the clock. It took a central banker with unusual independence and an economic crisis so severe that it created political space to act.
Turn 2: The Great Moderation (1982-2000)
Once Volcker broke the inflation, the clock began turning again from Stage 1. A remarkable eighteen-year expansion followed. The stock market rose more than 1,300 percent in price terms from trough to peak. Inflation stayed low. Productivity accelerated. The S&L deregulation of 1982 opened the floodgates on credit. The clock moved through Stages 1 through 4 in the early 1980s, through Stages 5 and 6 in the early 1990s as the Fed normalized, and deep into Stages 7 through 10 by the late 1990s as the dot-com bubble inflated.
By 1998, the clock was at Stage 9. LTCM, a hedge fund led by Nobel Prize-winning economists, collapsed when Russia's default triggered a global flight to quality that destroyed its highly leveraged convergence trades across European and US bond markets. The crisis threatened the system. The Fed coordinated a rescue. The moment passed. And the excesses continued for two more years, pushing the clock to Stage 11.
The fever broke in 2000. But the antibiotics were stopped almost immediately.
Turn 3: False Calm (2000-2008)
The dot-com crash was Stage 12. The NASDAQ fell 78 percent. Thousands of startups failed. But here is what is crucial: Chairman Alan Greenspan, with the support of the Bush administration, chose not to allow the clock to complete its full turn. The Fed cut rates aggressively. The government ran fiscal stimulus. The correction was smoothed away. The clock was pushed back to Stage 1, but the underlying infection had not been treated.
Credit, having paused briefly, expanded again, flowing into real estate instead of technology. The clock moved through Stages 3 and 4 rapidly. Between 2001 and 2006, subprime mortgage originations grew from 8 percent to 20 percent. The clock was at Stage 5 and accelerating. Wall Street created mortgage-backed securities and collateralized debt obligations that allowed banks to originate loans, sell them immediately, and originate more. The incentive structure broke. By 2006, the clock was at Stage 10. Gearing and structuring were commonplace. Everyone was making money.
By 2007, the financial system was loaded with risk that almost no one understood. The rating agencies blessed toxic securities as safe. The regulators did not intervene. The clock reached Stage 11. The market rose on leverage and synthetic structures that amplified exposure far beyond the underlying assets.
The correction, when it came in 2007-2008, was catastrophic precisely because the infection had been allowed to spread for so long without treatment. The clock did not just tick to Stage 12. It slammed there.
Turn 4: Post-Crisis Reset (2008-2019)
I remember what it felt like from the inside. There was a stretch in the fall of 2008 when nobody I worked with knew whether the system would hold. Not whether stocks would recover, or whether the economy would bounce back. Whether the system itself, the financial infrastructure that makes everything else work, would survive the week. The conversations changed. We stopped talking about positioning and started talking about whether the counterparties we depended on would be there on Monday morning. It felt like the end was near. And then the sun came out. Not quickly. Not cleanly. But the world kept going. We kept living. The fever was the worst anyone had seen in seventy years, but the patient survived. The question is what happened to the treatment.
Congress passed TARP. The Fed cut rates to zero and began quantitative easing, purchasing trillions of dollars of assets. The clock started turning again from Stage 1. But this time, the treatment never stopped. The Fed kept rates at zero for seven years.
I entered this business when money still had a price. The federal funds rate was above 5 percent when I started my career. Credit had a cost. When you assessed a borrower, the cost of capital was real and present in every calculation. That frame, learned early, never left me. And what I watched during the post-crisis decade was an entire generation of practitioners learning their craft in a world where money was free. They built models calibrated to zero rates. They learned to assess risk in an environment where the price of risk was artificially suppressed. The clock was being held at Stages 3 and 4 by policy, not by organic recovery.
When the Fed finally began to raise rates in late 2015, the stock market sold off so violently that the Fed backed down and cut rates again in 2019. The signal was clear: the clock would not be allowed to advance. The put was permanent.
Dodd-Frank imposed new regulations in 2010, but regulators interpreted the rules loosely. Risk-taking resumed in areas outside traditional banking: private equity, private credit, structures that operated beyond the regulated perimeter. The clock crept forward despite the policy brake. By 2019, Stages 7 through 9 were fully underway. Covenant-lite loans were standard. Leveraged buyouts financed with debt that would have been unthinkable a decade earlier were routine.
And risk migrated into places nobody expected. Pacific Gas and Electric Company, a regulated utility in California, the kind of credit that is supposed to let you sleep at night, filed for bankruptcy in January 2019. The cause was not fraud or headline mismanagement. It was tens of billions of dollars in wildfire liabilities driven by aging infrastructure, decades of drought, and a regulatory framework that made the utility strictly liable regardless of negligence. No traditional credit model had that risk in it. The data was available. The wildfire exposure was visible. But the market priced PG&E as if those risks did not exist, right up until the moment they could not be denied. I was directly in that credit work, and I will tell you what made PG&E hit differently: this was not a trading shop that took wild risks. This was a regulated utility. The safe credit. When the safe credit blows up because of a variable your model does not contain, that is when you realize the infection has spread into places you were not watching.
In the spirit of credit humor, PG&E had already filed for Chapter 11 once before, in 2001, during the California energy crisis. The same company, failing twice, in two different turns of the clock, for two completely different reasons, both connected to political and regulatory decisions. In the business, we call that a Chapter 22.
The system that entered 2020 was a patient that had never fully recovered from 2008. The clock had been held artificially at Stages 3-4 for a decade with zero-rate antibiotics, and the underlying condition, the tendency toward credit excess enabled by political decisions, was as present as ever. It was about to meet the most severe shock in a generation.
Turn 5: Pandemic and Aftermath (2020-2023)
The COVID-19 pandemic forced the clock to Stage 12 in a matter of weeks. Unemployment spiked to 14.7 percent. The Fed cut rates to zero, expanded its balance sheet, and created numerous lending facilities. Congress passed stimulus packages that totaled over five trillion dollars. The clock was forced back to Stage 1 by sheer policy force.
On April 20, 2020, I was standing in a front yard in a dress and heels at a drive-by wedding. The couple had planned a real ceremony, of course, but by April 2020 nobody was planning anything except how to survive the week. So they stood in their driveway and the guests sat in lawn chairs spaced six feet apart and cars and bicycles drove past honking their horns. The wedding favors were pots of herbs and homemade cookies. The couple thought the date was funny, April 20th, because it was the day they had met.
I had my phone in my hand, watching WTI crude oil futures go negative for the first time in history. Negative. Producers were paying people to take delivery of oil. In over twenty five years in markets, I had never seen anything like it. The fever had done something it had never done before. The mother of the bride saw my face, walked over with a glass of champagne, and said: there is nothing you can do right now, so relax, sit in the lawn chair, and wave at the cars.
She was right. There was nothing I could do in that moment. But what she described without knowing it was the same principle I wrote about in the first post of this series: if you do not panic, you will not drown. Sometimes the only correct response to an unprecedented event is to be still and trust that the system will eventually find a floor.
The intervention was appropriate for the moment. But the treatment did not stop when the shock ended. By mid-2021, the economy had reopened. Unemployment was falling. But fiscal stimulus continued. The Fed kept rates at zero. The money supply grew explosively. The clock raced from Stage 1 through Stages 3, 4, and 5 in barely a year. Risk was being mispriced at a speed the cycle had never seen.
By early 2022, inflation was clearly not transitory. The Fed had to tighten aggressively. Between March 2022 and July 2023, the federal funds rate went from near zero to over 5 percent. This was the fastest rate increase in forty years. The clock jumped from Stage 6 to Stage 8 in months rather than years.
Three mid-sized banks failed in March 2023. They had deployed deposits into long-dated bonds during the zero-rate period, and when rates rose, those bonds went underwater. The clock hit Stage 12 for those institutions. But notice: the correction did not stick. Within days, the Fed established the Bank Term Funding Program. The banking crisis dissipated. The fever broke. The antibiotics were stopped. The infection remained.
Turn 6: The Current Moment (2024-2026)
We are now in the sixth turn of the clock since 1971. The immediate banking crisis has passed. Rate cuts have resumed. Inflation has come down. Employment remains solid. Asset prices have recovered.
The patient is walking around. The vital signs look acceptable on the surface. But the underlying condition has not been treated, and the data tells a more complicated story than the headline numbers suggest.
Start with where we sit on the clock. The investment cycle is between Stage 5 and Stage 7. Risk is being mispriced. Credit conditions have been loose, and the market is pricing as if they will stay that way.
Investment-grade credit spreads are at 71 basis points, the lowest level since 1998. High-yield spreads are at 270 basis points, nearly half the twenty-year average of 490. The market is pricing credit as if default risk is substantially lower than normal. But leveraged loan defaults are projected at 7.5 percent by year-end, rising to 7.9 percent in the first quarter of 2026, according to Moody's. The pricing does not reflect the risk. This is the same disconnect I described in Part 2 of this series, and it has not resolved. It has widened.
The refinancing wall makes this more urgent. The near-term pressure is roughly $94 billion in 2026-2027, but the real test arrives in 2028, when approximately $288 billion in leveraged loan maturities come due, with 52 percent of those rated B-minus or lower. Companies that borrowed cheaply during the zero-rate era will need to refinance at materially higher rates. Many of them do not have the cash flow to support it. This is the clock approaching Stage 8: normalization complete, tightening in effect, and the leveraged positions built during Stages 5-7 now facing a fundamentally different rate environment.
Private credit has grown to $3.5 trillion in assets under management and operates with minimal regulatory oversight. The shadow financial system, which I described in Part 3, now represents 51 percent of global financial assets. The risk has migrated outside the regulated perimeter, exactly as the pattern predicts at this stage of the clock.
Meanwhile, consumer balance sheets are showing stress. Credit card balances are at record levels. Auto loan delinquencies are rising. Mortgage delinquencies are ticking up from historic lows. Student loan debt, frozen during the pandemic, is unfrozen and arrears are climbing.
The political cycle is adding new variables. The current tariff regime has imposed an 11.0 percent effective tariff rate. Energy policy has reversed sharply from the prior administration. Geopolitical risks are higher than they have been in decades. These are the policy decisions that create the conditions under which the credit cycle tightens and the investment cycle moves from complacency toward correction.
The Scorecard: April 2026
Here is what the twelve stages look like when you hold them up against the present moment.
| The Pattern | April 2026 | Status |
|---|---|---|
| Political decisions loosen credit constraints | Tariff regime reshaping capital flows (11.0% effective tariff rate). IRA implementation curtailed. Energy and banking regulatory posture shifting. Trade policy uncertainty elevated. | Elevated |
| Credit expansion fuels growth | IG spreads at 71 bps (lowest since 1998). HY at 270 bps vs. 20-year average of 490. Credit priced as if risk is historically low. | Elevated |
| Growth breeds complacency | Leveraged loan defaults projected at 7.5-7.9%. Market pricing does not reflect default trajectory. Spread-to-default gap widening. | Elevated |
| Complacency leads to excess | Private credit at $3.5T with minimal oversight. $288B refinancing wall in 2028 (52% rated B- or lower). Consumer credit at records. Auto and credit card delinquencies rising. | Critical watch |
| Excess triggers correction | Commercial real estate under pressure. Late contraction signals in composite indicators. Stress fractures visible, no acute trigger yet. | Early warning |
Early warning
This is not a prediction. It is a diagnostic. The clock does not tell you when the correction will come or what form it will take. But it tells you which stage you are on and what comes next. If you revisit this scorecard quarterly and update the middle column with current data, you will see the readings either stabilize or escalate. That is the value of the long view: not certainty about the future, but clarity about the present.
What the Cycle Tells Us
The most important insight from six turns of the clock is that corrections have become less durable. The correction that would have been healthy and necessary keeps getting interrupted. The political system keeps finding reasons to push the clock back to Stage 1 rather than allowing the full turn to complete. The Fed keeps finding reasons to cut rates rather than hold steady. The result is that excesses accumulate at the margins. Risk migrates to areas that are less regulated. The shadow financial system grows. And the next correction, when it comes, is likely to be more severe because the treatment has been stopped early every single time.
This does not mean a crisis is imminent. Pattern recognition is not prediction. But the clock is recognizable. The current moment rhymes with late 2006 and mid-2019 and early 1999. Not perfectly, but unmistakably. In each of those periods, practitioners believed the conditions could continue indefinitely. In each case, they were wrong. The correction came. The participants who had studied the clock and positioned themselves accordingly survived and prospered. The participants who could not see past Stage 4 suffered.
You have now walked through six turns of the clock. You can see the mechanics. You can see the rhythm. So the question becomes: what edge do you actually have? Everyone has access to the same data now. Everyone has AI. Everyone has Bloomberg terminals and real-time feeds and machine learning models trained on the same historical distributions. In the next post, I am going to argue that the edge is not more data or better technology. The edge is better thinking. And I am going to show you exactly where AI fails and where human judgment remains irreplaceable.
I am currently in conversations with CEOs, CIOs, and investment committees mapping where we sit in the cycle and what it means for their capital deployment and governance decisions. Reach me directly at tamika@tamikatyson.com.
Sources
Nixon ends Bretton Woods gold convertibility (August 15, 1971): Federal Reserve History, "Nixon Ends Convertibility of U.S. Dollars to Gold and Announces Wage/Price Controls," federalreservehistory.org.
Inflation rate peaking above 14% and unemployment above 7% (1970s): U.S. Bureau of Labor Statistics, Consumer Price Index and Current Employment Statistics historical data.
Oil shocks of 1973 and 1979: U.S. Energy Information Administration, "Oil Market Chronology," eia.gov.
Volcker raises federal funds rate to 20% (1980-1981): Board of Governors of the Federal Reserve System, Federal Funds Rate historical data.
Unemployment reaching 10% under Volcker tightening: U.S. Bureau of Labor Statistics, Current Employment Statistics, 1982.
S&P 500 rising more than 1,300% during the Great Moderation: S&P Dow Jones Indices, historical index data, 1982-2000.
Savings and Loan deregulation (Garn-St. Germain Act, 1982): FDIC, "History of the Eighties: Lessons for the Future," 1997.
Long-Term Capital Management crisis (1998): Federal Reserve Bank of New York, "Hedge Fund Operations," 1999; Roger Lowenstein, "When Genius Failed," 2000.
NASDAQ fell 78% (2000-2002): NASDAQ Composite Index historical data, peak March 2000 to trough October 2002.
Subprime mortgage originations growing from 8% to 20% (2003-2006): Inside Mortgage Finance, Annual Mortgage Market Statistical Annual, various years; Financial Crisis Inquiry Commission, "Final Report," January 2011.
PG&E 2001 bankruptcy (California energy crisis): United States Bankruptcy Court, Northern District of California, Case No. 01-30923, filed April 6, 2001; California Public Utilities Commission, "The California Energy Crisis," cpuc.ca.gov.
PG&E 2019 bankruptcy (wildfire liabilities): United States Bankruptcy Court, Northern District of California, Case No. 19-30088, filed January 29, 2019; PG&E Corporation, 2018 Annual Report (wildfire liability disclosures); California Department of Forestry and Fire Protection (CAL FIRE), investigation reports for 2017-2018 wildfires.
California inverse condemnation doctrine and utility liability: California Public Utilities Code; Judicial Council of California, "Inverse Condemnation and Utility Wildfire Liability," various rulings.
Unemployment spiked to 14.7% (April 2020): U.S. Bureau of Labor Statistics, Current Employment Statistics, April 2020.
WTI crude oil futures going negative (April 20, 2020): CME Group, WTI Crude Oil Futures (CL) settlement data, April 20, 2020; U.S. Energy Information Administration, "Petroleum and Other Liquids: Spot Prices."
Pandemic fiscal stimulus exceeding $5 trillion: U.S. Government Accountability Office, "COVID-19: Significant Improvements Are Needed for Overseeing Relief Funds," January 2022.
Federal funds rate near zero to over 5% (March 2022-July 2023): Board of Governors of the Federal Reserve System, Federal Funds Rate historical data.
2023 mid-sized bank failures (March 2023): FDIC, "Recent Bank Failures and the Federal Regulatory Response," 2023; Federal Reserve, "Review of the Federal Reserve's Supervision and Regulation of Silicon Valley Bank," April 2023.
Bank Term Funding Program (March 2023): Board of Governors of the Federal Reserve System, "Bank Term Funding Program," March 2023.
Investment-grade credit spreads at 71 basis points, lowest since 1998: Bloomberg; ICE BofA US Corporate Index (BAMLC0A0CM), FRED, Federal Reserve Bank of St. Louis, January 2026.
High-yield spread data and 20-year historical averages: ICE BofA US High Yield Index (BAMLH0A0HYM2), FRED, Federal Reserve Bank of St. Louis; Charles Schwab, "2026 Corporate Credit Outlook."
Leveraged loan default rate projections (7.5%, rising to 7.9% Q1 2026): Moody's, "US Credit Review and Outlook," 2025; Moody's, "Will CLO performance and leveraged finance trends diverge or align in 2026?"
Refinancing wall (roughly $94B for 2026-2027, $288B in 2028, 52% rated B- or lower): Sikich, Q4 2025 Credit Market Update: Year-End Review and 2026 Outlook.
Private credit ($3.5 trillion AUM): AIMA, "Strong growth sees private credit market reach US$3.5 trillion," 2024; CNBC, "Private credit fears have ripped through Wall Street in 2026," March 30, 2026.
Nonbank financial institutions (51% of global financial assets): Financial Stability Board, "Global Monitoring Report on Nonbank Financial Intermediation 2025," December 2025.
Tariff data: Yale Budget Lab, "State of U.S. Tariffs: April 2, 2026," budgetlab.yale.edu.