This time of year, financial companies around the world publish research, outlooks and predictions, which is convenient, since we all need something to read on the train home in the dark at 5:30 p.m.

This week, I saw a retirement headline in a news alert on my phone and again on LinkedIn: “Transamerica Institute’s CEO warns of a retirement ‘perfect storm’ as even affluent Americans fall short of the $2.6 million goal.”

Two point six million dollars. 

My first reaction was to compare $2.6 million with my own savings. You might have done the same. Depending on what you’ve saved or expect to need, that comparison could leave you worried, relieved or wondering whether you’ve been aiming too high. But before I use it to judge my plans, I need to know how anyone arrived at that amount and what it’s supposed to cover.

The article, written by Fortune’s associate editor Sydney Lake, opens with a survey finding that affluent Americans say they need $2.6 million to retire comfortably, 26% more than they said a year earlier. They have saved 52% of their target on average. 

Following the links in the article, I learned that the $2.6 million figure came from HSBC’s survey of affluent investors. The “perfect storm” quote came from Transamerica Institute’s research on workers at for-profit companies. 

Fortune cites or quotes more than 10 organizations in Lake’s article. Besides HSBC and Transamerica Institute, it draws on:

• A Fidelity estimate of retirement health care costs

• A projection that Social Security’s retirement and survivors trust fund could exhaust its reserves in 2032

• A CNBC interview, quoted by Fortune, about the pressure longer lives put on pension systems

• A global pension ranking from Marsh and the CFA Institute, BlackRock CEO Larry Fink’s warnings about a retirement crisis, a 2024 comment from an AARP caregiving expert, and Bank of America research on wealthy families and their heirs.

Whew.

I’ve helped companies in tech and financial services commission, publish and promote research. As a consumer on planet Earth in 2026, I’ve also read my fair share—thousands?—of financial headlines and reports. Over the years, I’ve settled on three questions I ask before sharing research with a friend, talking about it with family or making a decision based on it. 

Question 1: Who conducted this research, and what did they want to learn?

I look for the organization that paid for the research, the firm that conducted it and the people who answered. The sponsor’s business helps explain why it wanted to ask these questions. The research firm’s methodology tells me how it collected the answers. And the description of the respondents tells me whose experience I’m reading about.

In this case, HSBC, the global bank, hired Ipsos to survey investors ages 21 to 69 in 10 countries and territories, including the U.S., in January and February 2026. Everyone surveyed had at least $100,000 in investable assets; a high-net-worth group had at least $2 million. The $2.6 million retirement target comes from the U.S. respondents.

HSBC sells banking and wealth management services to investors like these. Its October 21 press release also reports that 76% of respondents want expert guidance. The bank has a reason to ask whether potential customers want help managing their money. That doesn’t make their answers less useful, but it helps me understand why HSBC asked. I also know that someone with less than $100,000 to invest couldn’t have answered this survey. The retirement target doesn’t describe that person’s expectations.

Transamerica Institute is a nonprofit research and education foundation funded by Transamerica, a company that sells insurance and retirement products. The institute’s stated mission is to help people make informed decisions. Its research can also help employers and policymakers understand how workers are preparing for retirement. Publishing the research also puts the Transamerica name into conversations about retirement—as it does in Fortune’s article.

For Stressed and Strained: Four Generations Strive for Retirement Security, published in October 2026, The Harris Poll conducted the survey, and the institute’s researchers examined answers from 6,153 U.S. adults employed full or part time by for-profit businesses. The interviews took place in September and October 2025. The institute’s researchers wanted to understand how employees prepare for retirement while paying bills, holding down jobs and caring for family. Participants didn’t need substantial investments to qualify, so their answers describe a different group from the affluent investors in HSBC’s survey.

One important point – I never dismiss research because its sponsor has commercial interests in the field. That would be too hasty. But I do try to inform myself on the parties involved, and whose opinion was sought before I dive in deeper.

Question 2: In this research, what’s the data and what’s the narrative?

If I tell you it’s 30 degrees Fahrenheit outside, you might say it’s cold. Someone else might say it’s warm for January. We all might be right, but there’s a difference between data and a narrative.

HSBC reports that affluent Americans say they need $2.6 million to retire comfortably, a savings target 26% higher than a year earlier. In the same release, Racquel Oden, who leads HSBC’s U.S. wealth and premier banking business, says a comfortable retirement is becoming more expensive.

I can see how I’d read those sentences and remember that retirement had become 26% more expensive. But look at what the respondents were describing: how much they believe they need to save. HSBC is reporting their expectations. It isn’t reporting a calculation showing that the housing, food, health care and other expenses of retirement have risen by 26%.

Additionally, Transamerica’s release reports that 78% of surveyed employees agree that today’s high cost of living makes saving for retirement harder. Catherine Collinson, CEO and president of Transamerica Institute, describes inflation, uncertainty about Social Security, competing priorities and potential employment disruptions as “a perfect storm.”

Collinson is asking readers to consider what happens when workers face several of these problems at once. That helps me understand why she’s concerned. The employees’ answers tell me that difficulty saving is widespread, but they don’t tell me how much less people are putting away. Reading “a perfect storm” beside the finding doesn’t answer that question either. Someone who has reduced a monthly contribution and someone who has stopped contributing altogether could both agree that saving has become harder.

If I forget what the surveys asked, I could use the findings to make a decision they don’t support. I might raise my own savings target by 26%, even though HSBC hasn’t calculated what my retirement will cost. I could also have more than $2.6 million saved and feel reassured, without checking whether it would cover my expected spending and years in retirement. The survey hasn’t established that I need more money—or that I have enough. Either judgment requires looking at my expenses, income and retirement timetable with a professional.

When I come across a number beside an expert’s comment, I try reading the survey finding again on its own. This is a good way to separate data from narrative, which brings me to the third and final question in my simple framework for reading financial research.

Question 3: What do I need to understand about my own situation, and who can help me understand it?

With my first two questions, I sort out who paid for a piece of financial research, why they paid for it, what the research found and how its authors describe the findings. Because I’ve done that homework, I can turn to my third question with more confidence. That question is about my life, and I can’t answer it alone.

When I first read Fortune’s article, the more than 10 organizations it cites felt overwhelming. On a second read, I found the list useful, because each organization raised something about my own retirement I hadn’t thought through:

• Fidelity estimates that a 65-year-old retiring in 2026 will spend $185,500 on health care over the course of retirement, even with Medicare. Fidelity’s estimate doesn’t include long-term care. I want to check how much I’ve set aside for medical costs, and whether I’ve planned for care that Medicare won’t pay for.

• Social Security’s trustees project that the retirement trust fund could run out of reserves in 2032. I want to know how much of my retirement income will come from Social Security, and what I would do if my payments were smaller than I expect.

• Fortune quotes a CNBC interview about the pressure longer lives put on pension systems. If I live into my 90s, my savings have to last longer. I want to know what age my plan assumes I’ll live to.

• Marsh and the CFA Institute rank countries’ pension systems. The ranking made me want to sort my own retirement income by where it comes from: Social Security, an employer plan and my own savings.

• Larry Fink warns about a retirement crisis across the country. His warning covers millions of people. I want to know whether my own savings are on track.

• Bank of America studies how wealthy families pass money to their heirs. I haven’t decided whether I want to leave money to my family. If I do, I need to save more than my own retirement requires.

You might find it helpful, too, to write a list of questions to discuss with family or financial professionals. What surprised you? If you felt uneasy, why? If you felt confident, why?

The Story Behind Datalign’s “Aligned Perspective”

At Datalign, we end our personal finance articles with “The Aligned Perspective.” When our content team writes that section, I want us to help readers do what I’ve tried to do here: work out which questions an article raises about their own finances and what they would need to know to answer them.

More than 100,000 people have come to Datalign looking for financial help. We introduce people to participating independent advisors and receive referral fees from those advisors. Our articles are part of that business, and I want to be clear about it, just as I want to understand who commissioned the research I read. I also want our writing to be useful if you never use our service.

Our articles are one place people look for financial help. AI chatbots are another. In a PensionBee survey of 1,000 U.S. adults who use AI for personal finance, 15% said they would act on an AI tool’s suggested retirement age without checking it first. Most people can undo a canceled subscription in a week. A retirement date is much harder to take back, and a chatbot delivers a wrong answer in the same confident tone as a right answer. A chatbot also works only with what I tell it. If I asked one when I could retire and never mentioned that I might help care for a parent or need long-term care myself, its answer wouldn’t account for either. Before acting on it, I’d go back to my third question. What would the chatbot need to know about my situation? Did I tell it? Where did its numbers come from?

And, of course, there will be more reports and press releases to read before the year ends, and plenty of dark train rides home to read them on. Whether you finish them feeling worried or reassured, I hope walking through this one with me helps you decide what to ask next.