How will you die? Researchers say 1 of these 9 ways

older people and the ways they will die
Knowing the trajectories of death can better plan end of life care

A Rutgers Health analysis of millions of Medicare records in the United States has laid the groundwork for improving end-of-life care by demonstrating that nearly all older Americans follow one of nine trajectories in their last three years of life. Will you die at home, land up in a nursing home or spend your last few years on a beach in Thailand?

“Identifying which paths people actually take is a necessary precursor to identifying which factors send different people down different paths and designing interventions that send more people down whatever path is right for them,” said Olga Jarrín, the Hunterdon Professor of Nursing Research at Rutgers and corresponding author of the study published in BMC Geriatrics.

The team pulled the final three years of clinical records from a randomly selected 10 percent of all 2 million Medicare beneficiaries who died in 2018. Analysis of how much personal care each patient received and where they received care revealed three major care clusters – home, skilled home care and institutional care. Each cluster contains three distinct trajectories.

Roughly 59 percent of patients fell into the “home” cluster, meaning they spent most of their last three years at home while friends and family helped them with any tasks they couldn’t do for themselves. Such patients typically received little professional care, either in their own homes or in nursing homes, until the last year of life.

Another 27 percent of patients fell into the “skilled home care” cluster, meaning nurses and other skilled professionals helped friends and family care for them inside their own homes for most of their final three years.

The final 14 percent of patients fell in the “institutional care” cluster and spent most of their final three years either in hospitals or (more commonly) nursing homes, receiving nearly all necessary care from paid professionals.

The researchers used a group-based trajectory modeling approach, evaluating associations between care trajectories and both sociodemographic and health-related metrics. Patients in both the skilled home care and institutional care clusters were more likely than patients in the home cluster to be female, Black, enrolled in Medicaid or suffering from dementia. Extensive use of skilled home care was more prevalent in Southern states, while extensive use of institutional care was more common in Midwestern states.

The study is the first of several the researchers plan to base on their analysis of the Medicare data. Now that they have identified the trajectories that people actually follow in their last years of life, they will look for the key factors that direct people down each path and interventions that will help more people stick to the path they prefer.

For most but not all people, that means one of the paths in the home cluster.

“Most people want to stay at home with minimal professional help,” said Jarrín, who also is the director of the Community Health and Aging Outcomes Laboratory within Rutgers Institute for Health, Health Care Policy, and Aging Research. “However, the goal for a significant minority of people is to avoid being a burden to family and friends, and such people tend to want professional care.”

Jarrín added: “Our goal isn’t forcing people toward any particular type of care. It’s helping them to plan for and get the care that’s right for them.”

Read More

TRENDING

How Responsible Tourism Could Help Protect the World’s Last Wild Places

From Antarctica and South Georgia to the Galápagos and Thailand, fragile destinations are finding ways to manage tourism without shutting visitors out. Visitor caps, conservation fees, biosecurity rules and controlled access can reduce environmental damage while helping fund the protection of wild places.

How Slow Travel Is Changing the Way We Explore

From trekking fees in Nepal and wildlife conservancies in Kenya to visitor limits in Patagonia and strict Arctic rules in Svalbard, responsible adventure travel can help fund conservation, protect habitats, and create sustainable income for local communities.

How Responsible Adventure Travel Can Protect the World’s Wild Places

From trekking fees in Nepal and wildlife conservancies in Kenya to visitor limits in Patagonia and strict Arctic rules in Svalbard, responsible adventure travel can help fund conservation, protect habitats, and create sustainable income for local communities.

Here is how Europe is still buying Russian gas

Greek-linked shipping vessels transported an estimated €2.35 billion worth of Russian Arctic liquefied natural gas to European ports during the first seven months of 2026, according to new analysis from Urgewald, a Germany-based environmental and human rights organization that investigates the financial institutions and companies supporting fossil fuel and other environmentally damaging industries.

Ancient Jewish New Year for Animals revived with global campaign against factory farming

Jewish Vegan Life has launched a global campaign celebrating the New Year for Animals, with synchronized events in Washington, D.C., Los Angeles, Pittsburgh, Montreal and Jerusalem, alongside an international livestream on August 9 featuring partners including Mercy for Animals, The Good Food Institute and Freedom Farm Animal Sanctuary.

The Essential Guide To Sustainability in Project Management

Sustainability is an approach where businesses and individuals balance the environmental, social, and economic aspects of a project such that current and future stakeholders are not overburdened with the impacts of the project in future.

Yerukim Forms a New Green Economy Where the Money is Really Green

The Yerukim members who pick up the recyclables get to keep the monetary reward, the public earns "green" bills that can be used in shops, and business owners get to be associated with environmentalism.

Choosing Riyadh over Dubai? What Investors Should Know

Saudi Arabia is deploying capital at unmatched scale to catalyze tourism and advanced industry while rewiring its power-and-water backbone. The investable frontier is widening—especially in renewables, grid storage, water efficiency/desal retrofits, and hospitality operating platforms. Prudent investors will insist on phased delivery, enforceable KPIs (energy, water, biodiversity), and RHQ/zone compliance—while pricing political-economy and reputational risks alongside growth upside.

Sell your cooking oil for biodiesel money

Want to make money on old french fry oil? Sell it.

Qatar Alternative Energy Summit Pairs Investors And Innovators

Alternative energy investors and innovators can meet n' greet in Doha, Qatar March 16 and 17.

Here’s How To Implement The Four Pillars Of Employee Engagement

If you throw a party for your work team and they are vegans, don't make it a barbecue. Know the sustainability values of your team to boost moral and retain good people.

Locals From Rishon Fight IKEA

Big Box stores are a pretty new concept in Israel, and thank God that not every Israeli city wants them in their backyard. A word from someone who has see the beautiful farmland around her hometown Newmarket, Ontario stripped and converted into vulgar strip malls of big box shops: they have no place in a healthy and sustainable town or city.

The Jewish National Fund Meets An Inconvenient Truth

According to the JNF, it has transformed thousands of acres of barren land into green forests in Israel. They state that each person emits about 23 tons of carbon per year, estimating that each tree planted can absorb one ton of carbon in its lifetime. That's a whole lot of trees you'd need to be planting. Could so many fit in Israel?

Popular Categories