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My Favorite Rx

"?!! So glad you mentioned that I didn’t even know it was an option. I’m looking forward to trying it next tax season. Sort of."
- Michael1
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$3 Trillion S&P 500 Gatecrashers

HAVE YOU GIVEN any thought to what's about to happen to your S&P 500 tracker? Three enormous IPOs are expected later this year: SpaceX, OpenAI, and Anthropic. Based on their most recent private transactions, SpaceX appears to be valued at around $1.25 trillion, OpenAI at roughly $800 billion, and Anthropic at approximately $380 billion. Combined, we could be looking at close to $3 trillion in private market value that wants to go public. To put that in perspective, the entire S&P 500 is worth roughly $60 trillion. That's not a routine year for markets. That could be a very large event indeed. I suspect the vast majority of people with money sitting in a tracker fund have absolutely no idea it's coming. Those that do might have read some of the more sensational claims I've seen about immediate, disruptive wholesale change to the S&P 500. I think those articles are getting ahead of themselves. These companies might not automatically land in your S&P 500 tracker the day they list. The index has hard rules, and two of them seem particularly relevant. A company generally needs to have been profitable for four consecutive quarters before it qualifies. OpenAI and Anthropic are both, as far as we can tell, burning through enormous amounts of capital. They may well not meet that bar at IPO. There's also a float requirement, where roughly half of a company's outstanding shares typically need to be publicly tradeable. These businesses will almost certainly debut with tiny floats, possibly somewhere between 5% and 10% of shares in public hands. That could disqualify them from day one. SpaceX is possibly the closest to profitability of the three, but the float issue likely applies across the board. One area of uncertainty is the selection committee. This has some discretion around the inclusion of larger IPOs. They could choose to move faster than the rules imply. So the story might not be your tracker being immediately and dramatically restructured. The story could be more drawn out than that, and perhaps more interesting for it. What does this mean in the short term? I can only offer informed speculation. To my mind, volatility seems likely around the listings themselves. Not necessarily because of forced index rebalancing, but because the float issue creates its own kind of pressure. Enormous companies carrying enormous implied valuations, but only a sliver of shares in circulation. Limited supply, near-unlimited institutional demand, and a market full of retail investors who've been reading about these companies for years and finally get their shot. I would guess we should expect wild price swings during those early trading days, though I could be wrong about the scale of it. Rotation risk is worth watching too, I think. Investors might pull money out of existing AI bets, the likes of Nvidia and Microsoft, and move it directly into OpenAI and Anthropic the moment they're publicly available. If that happens, the stocks that have driven your tracker's returns for the last three years could face sustained selling pressure, not because anything's wrong with those businesses, but simply because a shinier, newer version of the same trade has just arrived. A throwaway thought for anyone holding individual shares rather than trackers. The companies most at risk of ejection are those sitting at the bottom of the index. When a business loses its S&P 500 membership, every passive fund becomes an automatic seller. That can hit the share price hard, nothing wrong with the company, just forced selling as a side effect of something big happening at the very top. Worth knowing if any of those smaller names are in your portfolio. Medium term it could get more interesting still. If and when these companies do meet the profitability and float requirements, which could, I think, be years after their IPOs rather than months, every S&P 500 tracker on the planet becomes an automatic buyer. Hundreds of billions flowing into SpaceX, OpenAI and Anthropic whether fund managers want it or not. The mechanics of passive investing would turn every tracker holder into an investor in these three companies with absolutely no say in the matter. That's the bit people rarely stop to think about. Passive investing isn't neutral. It just means someone else is making your decisions for you. Then I come to the big question: do these businesses actually deserve these valuations? It's worth noting that every major IPO of recent years has tended to trade down from its private valuation once the public gets a proper look at the books. The venture capital guys who set those private prices aren't always right, and public markets have a habit of finding that out fairly quickly. If the same happens here, your tracker should hopefully be buying them at a fair price by the time they filter into the realm of inclusion within that tracker. It has to be said, that's not guaranteed. I'm not trying to be alarmist. These aren't penny stocks being hyped and I think that matters. OpenAI's revenue had already surpassed $20 billion by the end of 2025. SpaceX is targeting what could be the largest public offering in history. Anthropic has BlackRock, Blackstone, Microsoft and Nvidia on its books. These are real businesses generating real money with the biggest and most sophisticated names in global finance and technology behind them. That doesn't make them cheap at these prices, but it does make them a very different proposition from the usual IPO hype cycle. The bottom line for the average investor? We probably don't need to do anything dramatic. But it doesn't hurt to understand that the passive, set-and-forget vehicle you own may look quite different over the next few years, not necessarily in a single sudden lurch, but gradually, as these companies either earn their way into the index or don't. The index you bought into always changes but the next few years will definitely see bigger changes than normal. If nothing else, it'll be interesting to see what happens going forward…Eyes open.
Mark Crothers is a retired small business owner from the UK with a keen interest in personal finance and simple living. Married to his high school sweetheart, with daughters and grandchildren, he knows the importance of building a secure financial future. With an aversion to social media, he prefers to spend his time on his main passions: reading, scratch cooking, racket sports, and hiking.
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AI, Bubbles, and Markets

IN AN INTERVIEW a little while back, the technology investor Peter Thiel drew an uncomfortable comparison. Today’s frenzy around artificial intelligence, he said, parallels the tech stock bubble of the 1990s. To illustrate his point, Thiel pointed to Amazon. By any measure, it’s been an extraordinary success. But, Thiel points out, it hasn’t been a straight line. At one point early on, Amazon shares lost more than 90% of their value. “My suspicion is that that’s roughly where we are in AI. It’s correct as a technology, but extremely bubbly and crazed…” Thiel explained that he doesn’t doubt the importance of artificial intelligence as a technology. What he’s questioning is how these technologies are being financed. Of particular concern are financing deals in the AI ecosystem that are seemingly circular. Nvidia, for example, has invested as much as $100 billion into ChatGPT maker OpenAI, at the same time that OpenAI has committed to spending billions on Nvidia’s chips. Similarly, OpenAI signed an agreement with AMD, another chip maker, to buy tens of billions of dollars of its chips while also buying a stake in the company. Transactions like this call into question whether these companies can continue to generate earnings at the same rapid pace. Compounding this concern, market valuations are elevated. On a price-to-earnings (P/E) basis, the S&P 500 is trading at 21 times estimated earnings. That’s quite a bit above the long-term average of 16 and thus represents a risk. If investors cool on AI, both earnings estimates and P/E multiples would likely drop at the same time, causing share prices to take two steps down.  How unusual is this situation, and how concerned should we be about it? It turns out these are questions economists have been studying—and struggling with—for years. Probably the most well known research on the topic dates to the 1970s, when economist Hyman Minsky developed what he called the Financial Instability Hypothesis.  This is how Minsky described it: “A fundamental characteristic of our economy is that the financial system swings between robustness and fragility and these swings are an integral part of the process that generates business cycles.” Booms and busts, in other words, are inevitable. Why? Paradoxically, Minsky said, financial stability causes financial instability. That’s because periods of financial stability lead people to become overconfident and to assume that the good times will last forever. But that overconfidence leads to complacence and to a lack of financial discipline, especially among lenders. That then causes debt levels to rise. What happens next? Writing in Manias, Panics and Crashes, Charles Kindleberger explains that there’s typically a canary in the coal mine that causes investor sentiment to shift. Often, it’s the unexpected failure of a bank or other institution. That’s why it caught people’s attention in February when Blue Owl Capital, which operates private credit funds and has helped finance AI data centers, announced that it was halting redemptions from one of its funds. Looking at more recent research, economist Bill Janeway agrees with Minsky on the causes of bubbles but argues that they’re not all bad. He talks about “productive bubbles.” As an example, he points to the market bubbles surrounding the development of the British railway system in the 1830s and 1840s. Much like the 1990s tech bubble in the United States, investors piled into railway stocks, causing prices to spike to irrational levels. Overbuilding ensued, and that led to a number of bankruptcies. Despite the financial losses, Janeway believes the railway bubble was productive. That’s for the simple reason that, at the end of the day, the tracks were laid. Yes, there were excesses, but Janeway sees no alternative. Investor enthusiasm acts as a sort of subsidy for early-stage, uncertain technologies that the market wouldn’t otherwise finance. The evidence certainly supports Janeway’s argument. The market does a very poor job picking winners. Janeway notes that essentially the same thing happened in the 1920s, when investors piled into companies working to build out the electricity grid in the U.S. There was massive over-investment, which led to bankruptcies. But in the end, electrification projects were completed much more quickly than they might have been otherwise. The key lesson: When market bubbles roll around, we shouldn’t be surprised. They’re inevitable. And over the long term, they’re arguably a good thing, enabling technology to move forward. Nevertheless, when bubbles burst, it’s unnerving. And indeed, in Janeway’s view, the same thing will likely happen with AI stocks. If Janeway is right, how can you prepare? The solution, in my view, is straightforward: Instead of trying to guess when the AI—or any other—bubble might burst, investors should take the view that the market could drop at any time. Then structure your portfolio accordingly.  There’s more than one way to approach this, but in my view, it’s a simple two-step process: First, make sure you’re diversified at the asset class level, with enough stowed in short-term bonds or cash to carry you through a multi-year market downturn. Then go one level deeper, auditing your stock holdings for individual stocks or funds overly exposed to any one corner of the market. And if you’re in a private fund—especially a private credit fund—I’d identify the nearest exit.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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America Doesn’t Just Do Layoffs. It’s Fallen in Love With Them

"Jeff, indeed I think the suicide counseling is very rare. I believe I know what you're referring to about the questionnaire from the medical office. I see it on my annual Medicare Wellness Visit. Some companies are not very tactful when having to let go of a group of employees. I recall hearing about a meeting with a group of engineers when it was announced which of those would be let go as they went around the table...right in front of everyone including those not losing their job. A real class act from upper management."
- Olin
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Forget the 4% rule.

"A few years ago I concluded I was under withdrawing. I begin with the RMD calculations but shifted to a modified guardrails approach. I evaluated just about every approach Christine Benz writes about at Morningstar. I ran a few scenarios and decided the MGA was best for me.  I have both traditional and Roth IRAs. My largest single annual withdrawal was 10% of the total value of these accounts. However, these accounts recovered and currently indicate a peak value. That’s been generally true on December 31 of each year. Because of circumstances we haven’t spent all of our withdrawal in recent years. That’s likely to be so in 2026. We are fortunate and don’t have to exercise caution with our spending. We’ve increased our charitable giving and G is currently on the east coast caring for an elderly relative. We have no concerns about the cost of her trips, which number 3-4 each year.  I’ll probably take a larger withdrawal this year. It is really more about tax management at this point. I’m allowing our taxed accounts to increase in value although I want to avoid going up a bracket with withdrawals. I have no intention of taking additional withdrawals from the Roth IRA in the foreseeable future."
- normr60189
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When Luck Rises, Be Ready to Dig

"One of my favorite Jimmy Buffett-isms, "yesterday is over my shoulder, so I can't look back for too long...""
- Dan Smith
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Retirement in America is not a pretty picture…and not getting better.

"Yet there are HD Forum posts active right now that speak of layoffs, the state of retirement in America, and the influence of luck (or lack of same). There are times when it's not because of a choice, but rather situations with outcomes that negatively impact random folks. As has been said here on HD before, we exist in rarified air. For the most part we've grabbed the brass ring and are reaping the benefits. Everyone else (90%? 95%?) is breaking even or struggling. In times like these I like to think of the Golden Rule and wish it was more uniformly applied."
- Jeff Bond
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What happens to Medicare Supplement coverage when moving to a different state?

"Very helpful, James. I took everyone's advice and looked up Boomer Benefits, and I am impressed."
- Carl C Trovall
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Medicaid Asset Protection Trusts (MAPTs)

"My parent did pay for a portion of his care- all of his monthly income including SS, Pension and RMD paid for his care, before Medicaid paid their portion to the NH. We were only utilizing government benefits to the extent allowed by the program. In my parent's case, his monthly obligation probably paid for about 75% of the actual NH billing. The SNT allowed us to provide additional resources to my parent such as a private room and additional agency help. I don't feel you should necessarily judge the use of a government program without fully knowing the details of the family situation- each one is quite different."
- Bill C
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Tax Smart Retirement

A POPULAR JOKE about retirement is that it can be hard work. That’s because financial planning is like a jigsaw puzzle, and retirement often means rearranging the pieces. In the past, I’ve discussed two key pieces of that puzzle: how to determine a sustainable portfolio withdrawal rate and how to decide on an effective asset allocation. But there’s one more piece of the puzzle to contend with: taxes. Especially if you’re planning to retire on the earlier side, it’s important to have a tax plan. When it comes to tax planning for retirement, there’s one key principle I see as most important, and that’s the idea that in retirement, the goal is to minimize your total lifetime tax bill. That’s important because a fundamental shift occurs the day that retirement arrives: In contrast to our working years, when taxes are, to a large degree, out of our control, in retirement, taxes are much more within our control. By choosing which investments to sell and which accounts to withdraw from, retirees have the ability to dial their income—and thus their tax rate—up or down in any given year. The challenge, though, is that tax planning can be like the game Whac-A-Mole. Choose a low-tax strategy in one year, and that might cause taxes to run higher in a future year. That’s why—dull as the topic might seem—careful tax planning is important. To get started, I recommend this three-part formula: Step 1 The first step is to arrange your assets for tax-efficiency. This is often referred to as “asset location.” Here’s an example: Suppose you’ve decided on an asset allocation of 60% stocks and 40% bonds. That might be a sensible mix, but that doesn't mean every one of your accounts needs to be invested according to that same 60/40 mix. Instead, to help manage the growth of your pre-tax accounts, and thus the size of future required minimum distributions, pre-tax accounts should be invested as conservatively as possible. On the other hand, if you have Roth assets, you’d want those invested as aggressively as possible. Your taxable assets might carry an allocation that’s somewhere in between. If you can make this change without incurring a tax bill, it’s something I’d do even before you enter retirement. Step 2 How can you avoid the Whac-A-Mole problem referenced above? If you’re approaching retirement, a key goal is to target a specific tax bracket. Then structure things so your taxable income falls into that same bracket more or less every year. By smoothing out your income in this way from year to year, the goal is to avoid ever falling into a very high tax bracket. To determine what tax rate to target, I suggest this process: Look ahead to a year in your late-70s, when your income will include both Social Security and required minimum distributions from your pre-tax retirement accounts. Estimate what your income might be in that future year and see what marginal tax bracket that income would translate to. In doing this exercise, don’t forget other potential income sources. That might include part-time work, a pension, an annuity or a rental property. And if you have significant taxable investment accounts, be sure to include interest from bonds. Then, for simplicity, subtract the standard deduction to estimate your future taxable income. Suppose that totaled up to $175,000. Using this year’s tax brackets, that would put your income in either the 24% marginal bracket (for single taxpayers) or 22% (married filing jointly). You would then use this as your target tax bracket. Step 3 With your target tax bracket in hand, the next step would be to make an income plan for each year. The idea here is to identify which accounts you’ll withdraw from to meet your household spending needs while also adhering to your target tax bracket. This isn’t something you’d map out more than one year in advance. Instead, it’s an exercise you’d repeat at the beginning of each year, using that year’s numbers. What might this look like in practice? Suppose you’re age 65, retired and not yet collecting Social Security. In this case, your income—and thus your tax bracket—might be quite low. To get started, you’d want to withdraw enough from your tax-deferred accounts to meet your spending needs but without exceeding your target tax bracket. This would then bring you to a decision. If you’ve taken enough out of your tax-deferred accounts to meet your spending needs and still haven’t hit your target tax rate, then the next step would be to distribute an additional amount from your pre-tax accounts. But with this additional amount, you’d complete a Roth conversion, moving those dollars into a Roth IRA to grow tax-free from that point forward. How much should you convert? The answer here involves a little bit of judgment but is mostly straightforward: You’d convert just enough to bring your marginal tax bracket up into the target range. Some people prefer to go all the way to the top of their target bracket, while others prefer to back off a bit. The most important thing is just to get into the right neighborhood. What if, on the other hand, you’ve taken enough from your pre-tax accounts to reach your target tax rate, but that still isn’t enough to meet your spending needs? In that case, you wouldn’t take any more from your pre-tax accounts, and you wouldn’t complete any Roth conversions. Instead, you’d turn to your taxable accounts, where the applicable tax brackets will almost certainly be lower. Capital gains brackets currently top out at just 20%. Thus, for the remainder of your spending needs, the most tax-efficient source of funds will be your taxable account. What if you aren’t yet age 59½? Would that upend a plan like this? A common misconception is that withdrawals from pre-tax accounts entail a punitive 10% penalty. While that’s true, it isn’t always true, and there’s more than one way around it. One exception allows withdrawals from a workplace retirement plan like a 401(k) as long as you leave that employer at age 55 or later. In that case, as long as you don’t roll over the account to an IRA, you’d be free to take withdrawals without penalty. If you’re retiring before age 55, you’ll want to learn about Rule 72(t). This allows for withdrawals from pre-tax accounts at any age, as long as you agree to what the IRS refers to as substantially equal periodic payments (SEPP) from your pre-tax assets. The SEPP approach definitely carries restrictions, but if you’re pursuing early retirement, and the bulk of your assets are in pre-tax accounts, this might be just the right solution.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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Well That’s A Bummer!

"I doubt I will be doing a manual backcheck to validate the findings, I wouldn't finish before my funeral! I guess I could duplicate the on a different AI platform but will that be any more accurate, and if different which one is correct? During the back testing process I did have Gemini provide tables showing values for each of the 20 years, balance for stocks and bonds, % growth, number of transactions, days between transactions etc. Big picture nothing looked out if line and the activity expected during the GFC, Covid, 2022 seemed to be aligned. I did observe that AI was making assumptions, for example in one scenario the bonds dropped to $250k to buy stocks during the GFC drawdown, hence the additional prompts and guard rails put in place in subsequent scenarios. As the prompts became more restrictive the end balances reduced. There were some scenarios which had higher returns but also had higher risk. The results seemed proportionate. On the drone counts. Professionally the company I work for has been using technology to count vehicles from CCTV and LiDAR backed with AI to track passenger volumes, movements and throughput at ticketing/security in airports. These products work very well and are reliable......... assuming reliable products were being used it must have been the large group of stoned visitors 😊☘️🍺"
- Grant Clifford
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My Favorite Rx

"?!! So glad you mentioned that I didn’t even know it was an option. I’m looking forward to trying it next tax season. Sort of."
- Michael1
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$3 Trillion S&P 500 Gatecrashers

HAVE YOU GIVEN any thought to what's about to happen to your S&P 500 tracker? Three enormous IPOs are expected later this year: SpaceX, OpenAI, and Anthropic. Based on their most recent private transactions, SpaceX appears to be valued at around $1.25 trillion, OpenAI at roughly $800 billion, and Anthropic at approximately $380 billion. Combined, we could be looking at close to $3 trillion in private market value that wants to go public. To put that in perspective, the entire S&P 500 is worth roughly $60 trillion. That's not a routine year for markets. That could be a very large event indeed. I suspect the vast majority of people with money sitting in a tracker fund have absolutely no idea it's coming. Those that do might have read some of the more sensational claims I've seen about immediate, disruptive wholesale change to the S&P 500. I think those articles are getting ahead of themselves. These companies might not automatically land in your S&P 500 tracker the day they list. The index has hard rules, and two of them seem particularly relevant. A company generally needs to have been profitable for four consecutive quarters before it qualifies. OpenAI and Anthropic are both, as far as we can tell, burning through enormous amounts of capital. They may well not meet that bar at IPO. There's also a float requirement, where roughly half of a company's outstanding shares typically need to be publicly tradeable. These businesses will almost certainly debut with tiny floats, possibly somewhere between 5% and 10% of shares in public hands. That could disqualify them from day one. SpaceX is possibly the closest to profitability of the three, but the float issue likely applies across the board. One area of uncertainty is the selection committee. This has some discretion around the inclusion of larger IPOs. They could choose to move faster than the rules imply. So the story might not be your tracker being immediately and dramatically restructured. The story could be more drawn out than that, and perhaps more interesting for it. What does this mean in the short term? I can only offer informed speculation. To my mind, volatility seems likely around the listings themselves. Not necessarily because of forced index rebalancing, but because the float issue creates its own kind of pressure. Enormous companies carrying enormous implied valuations, but only a sliver of shares in circulation. Limited supply, near-unlimited institutional demand, and a market full of retail investors who've been reading about these companies for years and finally get their shot. I would guess we should expect wild price swings during those early trading days, though I could be wrong about the scale of it. Rotation risk is worth watching too, I think. Investors might pull money out of existing AI bets, the likes of Nvidia and Microsoft, and move it directly into OpenAI and Anthropic the moment they're publicly available. If that happens, the stocks that have driven your tracker's returns for the last three years could face sustained selling pressure, not because anything's wrong with those businesses, but simply because a shinier, newer version of the same trade has just arrived. A throwaway thought for anyone holding individual shares rather than trackers. The companies most at risk of ejection are those sitting at the bottom of the index. When a business loses its S&P 500 membership, every passive fund becomes an automatic seller. That can hit the share price hard, nothing wrong with the company, just forced selling as a side effect of something big happening at the very top. Worth knowing if any of those smaller names are in your portfolio. Medium term it could get more interesting still. If and when these companies do meet the profitability and float requirements, which could, I think, be years after their IPOs rather than months, every S&P 500 tracker on the planet becomes an automatic buyer. Hundreds of billions flowing into SpaceX, OpenAI and Anthropic whether fund managers want it or not. The mechanics of passive investing would turn every tracker holder into an investor in these three companies with absolutely no say in the matter. That's the bit people rarely stop to think about. Passive investing isn't neutral. It just means someone else is making your decisions for you. Then I come to the big question: do these businesses actually deserve these valuations? It's worth noting that every major IPO of recent years has tended to trade down from its private valuation once the public gets a proper look at the books. The venture capital guys who set those private prices aren't always right, and public markets have a habit of finding that out fairly quickly. If the same happens here, your tracker should hopefully be buying them at a fair price by the time they filter into the realm of inclusion within that tracker. It has to be said, that's not guaranteed. I'm not trying to be alarmist. These aren't penny stocks being hyped and I think that matters. OpenAI's revenue had already surpassed $20 billion by the end of 2025. SpaceX is targeting what could be the largest public offering in history. Anthropic has BlackRock, Blackstone, Microsoft and Nvidia on its books. These are real businesses generating real money with the biggest and most sophisticated names in global finance and technology behind them. That doesn't make them cheap at these prices, but it does make them a very different proposition from the usual IPO hype cycle. The bottom line for the average investor? We probably don't need to do anything dramatic. But it doesn't hurt to understand that the passive, set-and-forget vehicle you own may look quite different over the next few years, not necessarily in a single sudden lurch, but gradually, as these companies either earn their way into the index or don't. The index you bought into always changes but the next few years will definitely see bigger changes than normal. If nothing else, it'll be interesting to see what happens going forward…Eyes open.
Mark Crothers is a retired small business owner from the UK with a keen interest in personal finance and simple living. Married to his high school sweetheart, with daughters and grandchildren, he knows the importance of building a secure financial future. With an aversion to social media, he prefers to spend his time on his main passions: reading, scratch cooking, racket sports, and hiking.
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AI, Bubbles, and Markets

IN AN INTERVIEW a little while back, the technology investor Peter Thiel drew an uncomfortable comparison. Today’s frenzy around artificial intelligence, he said, parallels the tech stock bubble of the 1990s. To illustrate his point, Thiel pointed to Amazon. By any measure, it’s been an extraordinary success. But, Thiel points out, it hasn’t been a straight line. At one point early on, Amazon shares lost more than 90% of their value. “My suspicion is that that’s roughly where we are in AI. It’s correct as a technology, but extremely bubbly and crazed…” Thiel explained that he doesn’t doubt the importance of artificial intelligence as a technology. What he’s questioning is how these technologies are being financed. Of particular concern are financing deals in the AI ecosystem that are seemingly circular. Nvidia, for example, has invested as much as $100 billion into ChatGPT maker OpenAI, at the same time that OpenAI has committed to spending billions on Nvidia’s chips. Similarly, OpenAI signed an agreement with AMD, another chip maker, to buy tens of billions of dollars of its chips while also buying a stake in the company. Transactions like this call into question whether these companies can continue to generate earnings at the same rapid pace. Compounding this concern, market valuations are elevated. On a price-to-earnings (P/E) basis, the S&P 500 is trading at 21 times estimated earnings. That’s quite a bit above the long-term average of 16 and thus represents a risk. If investors cool on AI, both earnings estimates and P/E multiples would likely drop at the same time, causing share prices to take two steps down.  How unusual is this situation, and how concerned should we be about it? It turns out these are questions economists have been studying—and struggling with—for years. Probably the most well known research on the topic dates to the 1970s, when economist Hyman Minsky developed what he called the Financial Instability Hypothesis.  This is how Minsky described it: “A fundamental characteristic of our economy is that the financial system swings between robustness and fragility and these swings are an integral part of the process that generates business cycles.” Booms and busts, in other words, are inevitable. Why? Paradoxically, Minsky said, financial stability causes financial instability. That’s because periods of financial stability lead people to become overconfident and to assume that the good times will last forever. But that overconfidence leads to complacence and to a lack of financial discipline, especially among lenders. That then causes debt levels to rise. What happens next? Writing in Manias, Panics and Crashes, Charles Kindleberger explains that there’s typically a canary in the coal mine that causes investor sentiment to shift. Often, it’s the unexpected failure of a bank or other institution. That’s why it caught people’s attention in February when Blue Owl Capital, which operates private credit funds and has helped finance AI data centers, announced that it was halting redemptions from one of its funds. Looking at more recent research, economist Bill Janeway agrees with Minsky on the causes of bubbles but argues that they’re not all bad. He talks about “productive bubbles.” As an example, he points to the market bubbles surrounding the development of the British railway system in the 1830s and 1840s. Much like the 1990s tech bubble in the United States, investors piled into railway stocks, causing prices to spike to irrational levels. Overbuilding ensued, and that led to a number of bankruptcies. Despite the financial losses, Janeway believes the railway bubble was productive. That’s for the simple reason that, at the end of the day, the tracks were laid. Yes, there were excesses, but Janeway sees no alternative. Investor enthusiasm acts as a sort of subsidy for early-stage, uncertain technologies that the market wouldn’t otherwise finance. The evidence certainly supports Janeway’s argument. The market does a very poor job picking winners. Janeway notes that essentially the same thing happened in the 1920s, when investors piled into companies working to build out the electricity grid in the U.S. There was massive over-investment, which led to bankruptcies. But in the end, electrification projects were completed much more quickly than they might have been otherwise. The key lesson: When market bubbles roll around, we shouldn’t be surprised. They’re inevitable. And over the long term, they’re arguably a good thing, enabling technology to move forward. Nevertheless, when bubbles burst, it’s unnerving. And indeed, in Janeway’s view, the same thing will likely happen with AI stocks. If Janeway is right, how can you prepare? The solution, in my view, is straightforward: Instead of trying to guess when the AI—or any other—bubble might burst, investors should take the view that the market could drop at any time. Then structure your portfolio accordingly.  There’s more than one way to approach this, but in my view, it’s a simple two-step process: First, make sure you’re diversified at the asset class level, with enough stowed in short-term bonds or cash to carry you through a multi-year market downturn. Then go one level deeper, auditing your stock holdings for individual stocks or funds overly exposed to any one corner of the market. And if you’re in a private fund—especially a private credit fund—I’d identify the nearest exit.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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America Doesn’t Just Do Layoffs. It’s Fallen in Love With Them

"Jeff, indeed I think the suicide counseling is very rare. I believe I know what you're referring to about the questionnaire from the medical office. I see it on my annual Medicare Wellness Visit. Some companies are not very tactful when having to let go of a group of employees. I recall hearing about a meeting with a group of engineers when it was announced which of those would be let go as they went around the table...right in front of everyone including those not losing their job. A real class act from upper management."
- Olin
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Forget the 4% rule.

"A few years ago I concluded I was under withdrawing. I begin with the RMD calculations but shifted to a modified guardrails approach. I evaluated just about every approach Christine Benz writes about at Morningstar. I ran a few scenarios and decided the MGA was best for me.  I have both traditional and Roth IRAs. My largest single annual withdrawal was 10% of the total value of these accounts. However, these accounts recovered and currently indicate a peak value. That’s been generally true on December 31 of each year. Because of circumstances we haven’t spent all of our withdrawal in recent years. That’s likely to be so in 2026. We are fortunate and don’t have to exercise caution with our spending. We’ve increased our charitable giving and G is currently on the east coast caring for an elderly relative. We have no concerns about the cost of her trips, which number 3-4 each year.  I’ll probably take a larger withdrawal this year. It is really more about tax management at this point. I’m allowing our taxed accounts to increase in value although I want to avoid going up a bracket with withdrawals. I have no intention of taking additional withdrawals from the Roth IRA in the foreseeable future."
- normr60189
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When Luck Rises, Be Ready to Dig

"One of my favorite Jimmy Buffett-isms, "yesterday is over my shoulder, so I can't look back for too long...""
- Dan Smith
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Retirement in America is not a pretty picture…and not getting better.

"Yet there are HD Forum posts active right now that speak of layoffs, the state of retirement in America, and the influence of luck (or lack of same). There are times when it's not because of a choice, but rather situations with outcomes that negatively impact random folks. As has been said here on HD before, we exist in rarified air. For the most part we've grabbed the brass ring and are reaping the benefits. Everyone else (90%? 95%?) is breaking even or struggling. In times like these I like to think of the Golden Rule and wish it was more uniformly applied."
- Jeff Bond
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What happens to Medicare Supplement coverage when moving to a different state?

"Very helpful, James. I took everyone's advice and looked up Boomer Benefits, and I am impressed."
- Carl C Trovall
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Get Educated

Manifesto

NO. 23: IF WE DON’T have much money, we should compensate with time—by starting to save when we’re young, holding stocks for decades and encouraging our children to do the same.

act

CHECK YOUR portfolio percentages. Each year often brings sharply different results for stocks and bonds, U.S. and overseas shares, growth and value stocks, and large- and small-company shares. This can push your portfolio away from your target mix—and you may need to rebalance. This is best done within a retirement account to avoid triggering big tax bills.

Truths

NO. 10: WALL STREET always strives to look its best. To ensure mutual fund expenses and advisory fees appear small, they’re expressed as a percent of the dollars we invest, not as a percent of our likely gain. To make their results appear more impressive, money managers pick their benchmark indexes carefully and use cumulative return “mountain” charts.

think

LONGEVITY RISK. Spending down a retirement portfolio is tricky: You don’t know how long you will live—and hence there’s a risk you’ll run out of money before you run out of breath. To fend off that risk, limit annual portfolio withdrawals to 4% or 5%, delay Social Security to get a larger check and consider an immediate annuity that pays lifetime income.

How to think about money

Manifesto

NO. 23: IF WE DON’T have much money, we should compensate with time—by starting to save when we’re young, holding stocks for decades and encouraging our children to do the same.

Spotlight: Cars

Scared Debtless

MONEY IS ONE OF THE most emotional issues we deal with. It can create both immense stress and moments of pleasure. I’m guessing the way each of us view money, and how we handle it, is as unique as our fingerprints.
My wife’s car of 14 years was kaput and headed for the junkyard. Fixing the wiring and computer on her 2006 Jaguar would have cost $5,000—far more than the car was worth, even though it was otherwise in very good shape.

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Drive Buy

THOSE OF US WHO aspire to be shrewd investors try to buy when opportunities present themselves, while avoiding “crowded” trades.

I broke that last rule when I recently bought a second car. Yes, prices are skyrocketing as a result of supply-chain bottlenecks and strong consumer demand. But I had a good reason: My son’s entering the fulltime workforce—and he’s taking over use of my current car.

It was the worst time to put myself at the mercy of car dealers.

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Road to Nowhere

I’M DEBATING whether my life is better described by Tom Cochrane’s Life Is a Highway or Eddie Rabbitt’s Driving My Life Away. In a recent article, I noted that our family has driven our cars about 1.9 million miles. Since I’m the family’s King of the Road, I’ve been along for at least two-thirds of that ride.
I’m also, alas, the king of lost time.
The average commuting speed in the Washington,

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They’ve Gone Soft

MY WIFE AND I BOUGHT a used hybrid Toyota RAV4 recently. We saw it at a dealership and bought it that day.
This wasn’t an impulse purchase. We knew it was time to replace my 10-year-old Subaru Forester, and we’d done research on hybrids and electric vehicles. Because the new car would be our distance traveling vehicle, and my occasional work transportation, we wanted the flexibility of a hybrid. In time, we’ll replace our second car with an electric vehicle for local driving.

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Highway Robbery

LAST YEAR, I fouled up my Pennsylvania EZ Pass account. I bought a used car in Maine and forgot to add it to my EZ Pass account. Much later, when I got back up to Maine this Memorial Day, my post office box was bulging with dunning notices from Pennsylvania, New York, Maine and Delaware.
For most of a year, I had driven from Washington D.C. to Maine blissfully unaware that my EZ Pass transponder wasn’t paying a cent.

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Spotlight: Gartland

One Man’s Junk

IN MY NEIGHBORHOOD, there are signs saying “we buy junk houses” and “we buy ugly houses.” These businesses target undesirable homes—those that have fallen on hard times and can’t be easily sold. Maybe the homeowners couldn’t afford the upkeep or got tired of caring for the place. Whatever the reason, the result is houses that look sad and have lost market value. Contrarian buyers see the houses not for what they are, but for what they could be. They need to have a vision, plus the money and skills to turn a beast into a beauty. You’ve probably seen these buyers profiled on TV shows about house flippers. They tear out the ugly and replace it with stylish features that appeal to today’s buyers. Sleek kitchens. Remodeled bathrooms. Updated entertainment areas. Potential buyers flock to these formerly unloved houses. I’m witnessing a similar trend among old cars. Auctioneers routinely sell cars from the 1950s and 1960s that have gone through a makeover. The cars are either returned to their original showroom sparkle or they’ve been customized. The customized cars, like the remodeled houses, are transformed according to the designer’s wishes. Years ago, these transformed cars didn’t find a strong market. Buyers preferred cars that had been restored to their original condition. Then the market turned. Customized cars had better brakes, power steering, more reliable engines, and creature comforts like air-conditioning and a booming stereo. What buyers got was a car that appeared vintage but worked like a new model. That combination—a car that looked like you might have driven it in high school, but now with up-to-date features—has proved irresistible. In my neighborhood, when people no longer want something, they leave it at the curb. If the neighbors want it, they’ll grab it. Otherwise, it will get scooped up by…
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The Greater Good

ANY BABY BOOMER WHO grew up around New York City is probably familiar with the name Robert Moses. He was the city planner who wielded enormous power over the development of New York from the 1920s to the 1960s. Having grown up on Long Island, I saw his work firsthand in two main highways, the Long Island Expressway and the Northern State Parkway. They were designed to appear park-like, with arched bridges, wide grass run-offs and trees alongside the entire route. Then there’s Jones Beach State Park, another Moses project. Alongside wide expanses of sandy beach, there are swimming pools, a two-mile-long boardwalk, refreshment stands and enormous parking lots. I’m among the estimated six million people who visit the park each year. My wedding reception was held at a Jones Beach restaurant. Moses couldn’t stop the Brooklyn Dodgers from moving to Los Angeles, or the New York Giants going to San Francisco. He did, however, build Shea Stadium on the World’s Fair grounds in Flushing, Queens, to house the New York Mets, a recent expansion team. Moses’s contributions to the New York region are sweeping—and controversial. He bulldozed neighborhoods to make way for great highways and towering bridges. Few had the power to stand up to his far-reaching plans. I remember the expression used to justify his decisions: “the greater good.” When you cross the George Washington Bridge into New York City, most of the traffic flows onto the Cross Bronx Expressway. You’ve probably been stuck on the Cross Bronx because its width is no match for the volume of traffic it now gets. As the name implies, the expressway cuts right through the Bronx. In building the road, Moses leveled many old neighborhoods, sending the South Bronx into steep decline. Before, neighbors talked and played along the avenues. After,…
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Found Wanting

WE ALL HAVE NEEDS and wants. It’s easy to know our needs because we’re constantly dealing with them: buying groceries, paying rent, getting gas for the car. Our wants, by contrast, are only limited by our imagination. Our wants are easier to satisfy if they’re close to our current needs. You drive an older Honda Accord. Want a new Honda Accord? Not too difficult. Want a red Ferrari? That’s a different story. Your usual car budget won’t pay for a Ferrari. How do you get the Ferrari? You have to be willing to do something that you’ve rarely or never done. You might sell all your possessions. You could sell your house, stocks and certificates of deposit, and cash in your life insurance. You’d need to raise a ton of cash so you can own that dream car. Would it be worth it? If owning that Ferrari has been your lifelong dream, and you’ll only feel your life is worth living if you can drive down the street in that red Ferrari, perhaps you should go for it. On the other hand, if you own a red Ferrari but nothing else, how good would your life be? It depends on what you value. If ownership of that car is the only thing that matters to you, you’ve arrived. But if you reach that peak and discover it’s not what you wanted, you need to rethink your wants and needs. I’d venture to guess that we’ve all stretched to satisfy one or more of our wants. If it turned out to be what you truly desired, congratulations. Your focus and effort were worth it. If not, you need to move on. In all of my early jobs, I sat outside the private offices in what’s sometimes called the bullpen. It was okay,…
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Keeping It Simple

"I NEVER MEMORIZE anything I can look up." Albert Einstein, it seems, said this or something similar. I first heard the quote in my freshman physics class. The teacher asked a student to recite a formula. The student’s response: “I never memorize anything I can look up.” I’ve adopted the same philosophy. My wife loves to point out that I don’t remember the names of streets in our neighborhood. But I don’t need to know them. I don’t live on those streets. I never provide directions to anyone who wants to go down those streets. Why fill my brain with unnecessary facts? We humans make decisions on a daily basis that require remembering certain facts: your name, address, Social Security number, mother’s maiden name. You could look these up, but it’s more efficient to memorize them since they’re required on a frequent basis. But what about other facts? I have a terrible memory. I know this, and it doesn’t bother me. I write down the facts that I think I’ll need, and I know where to find them. Consider my cell phone, which I keep in my car. I don’t remember the number, but I can look it up when I need it. While president, Barack Obama owned only blue and gray business suits, so he wouldn’t have to give much thought to what he’d wear on any given day and hence make yet another decision. I understand this logic. Many people are familiar with KISS, short for keep it simple, stupid. Keeping things simple means my days are simpler—and there’s less chance that I or my wife will make mistakes. For instance, I use the same mutual fund for my Roth account as my wife uses. My theory is that, when I die and my wife consolidates our accounts,…
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Almost Magical

THE OTHER DAY, WHEN my son and I were out on our daily trash pickup walk, I found a $5 bill. No one was around, so I didn’t know who dropped it. It was just lying there. I picked it up and put it in my wallet with all my other “pocket money.” This is money I use whenever credit cards aren’t allowed. The $5 bill slipped in next to the other $5 bills. I continued walking. The beauty of walking is it allows you to think. Since you aren’t driving, you don’t need to focus and instead your mind can just drift. When I’m mowing my lawn, I’m also just walking, occasionally stopping to turn around. This becomes a great time to think about whatever. The blood is circulating but my brain is not being used for any great purpose. I come up with some of my best ideas during such walking sessions. During this particular trash pickup walk, I started to think of using my newly found $5 for something special. My first thought was to buy a $3 scratch-off ticket that has the possibility of paying $5,000 a month for life. I’d cash the winning ticket under our local first-aid squad’s name, so the squad could get guaranteed funding. Then I thought the New Jersey Lotto would need an individual’s name and Social Security number for tax purposes. In that case, I’d redeem the ticket in my name, and then donate the money every month to our first-aid squad since I found the $5 near its building. Now that I had an investment strategy, off I went to our local ShopRite grocery store to buy my scratch-off. One problem: The scratch-off I purchased wasn’t the grand-prize-winning ticket. It was a winning ticket, however. It paid $10 on…
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My Path to Peace

FORMER NEW YORK CITY Mayor Ed Koch used to frequently ask the city’s residents, “How am I doing?” When I was younger, I’d ask myself that same question. I was always trying to keep up with others, whether it was socially, academically, athletically or financially. My big fear was that I wasn’t going to make it. I could never let down my guard, relax and take it easy. I was always having to compensate for whatever I was deficient in. It became my norm. Then I retired, and everything changed. I felt like I’d crossed the finish line. I felt like I was done with making adjustments. I took an inventory of my life—everything I’d done and everything I now had. I was surprised. All the things I worried about achieving, having or overcoming, I’d managed to accomplish. A feeling of peace came over me—not a religious peace, but the satisfaction you get when you achieve or accomplish something important. I could relax and stop to smell the proverbial roses, something I’d never before let myself do. I’d been too busy trying to keep up, trying to overcome deficiencies and obstacles, with the belief that—if I didn’t—I’d fail. And it would be my fault, because I wasn’t trying hard enough. One of my hobbies, if you want to call it that, is learning about finance. I’ve always sought out articles or books to learn all that I can. What should I be doing, or not doing, to reach financial independence? During my reading, I often saw references to people trying to determine how they were doing relative to others. Do they have more or less than their neighbors, classmates or co-workers? I found that silly. The main question I have at this stage in my life is, “Do I have…
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