As the old saying goes, the only things certain in life are death and taxes. While death is inevitable, the quality of life you experience until death is often within an individual’s control.


This is what our team at the Goldenson Center for Actuarial Research chose to focus on by developing a rigorous measure of quality of life. How many healthy years of life do you have ahead before you become unhealthy?

Everyone understands the benefits of living a long healthy life, but this also has implications for industry and society. Medical costs, financial planning and health support services are directly related to the state of health of an individual or community.

We call this measure of quality of life “healthy life expectancy” and its complement “unhealthy life expectancy.” We define entering an unhealthy state as a severe enough state of disablement that there is no recovery, so you remain unhealthy until death.

It follows that life expectancy – a measure of the total future years an individual is expected to live – is simply the two added together.

Calculating

Imagine a healthy 60-year-old male who exercises regularly, has a healthy diet and healthy body mass index and sleeps at least eight hours a night. By our estimate, he could have an additional 13 years of healthy living compared to his unhealthy counterpart. That’s 13 more years of quality living with family and loved ones.

This is quite a startling revelation, not only because of the significant difference in healthy life expectancy between these two individuals, but also because this difference is driven by lifestyle choices within the individual’s control.

So what factors contribute to a better healthy life expectancy? Two factors that are not lifestyle-related are age and gender. All other things being equal, healthy life expectancy decreases with age. Women have a longer healthy life expectancy compared to men.

We have already seen that diet, exercise and sufficient sleep positively impact healthy life expectancy. Other positive factors that we have incorporated in our model include level of education, level of income, perception of one’s own state of health, moderate alcohol intake, not smoking and absence of Type 2 diabetes. The higher the level of education and income, the higher your healthy life expectancy. Having a positive perception of your state of health helps, too.

Try it yourself

Want to know your own estimate of healthy years ahead? We developed a free online tool that lets you calculate healthy, unhealthy and total life expectancy. This is work in progress.

This is the first time such a measurement tool has been developed. While it’s too early to validate the accuracy of our calculations with actual data, we have been careful to ensure that the model assumptions are based on established actuarial sources and the modeling results are logical and consistent.

It should be noted that healthy life expectancy is simply an educated prediction. Unforeseen incidents – like being hit by a truck – could render this estimate invalid, no matter how well you manage lifestyle habits. Also, there could be other nonmeasurable factors impacting healthy life expectancy that we have not included in our model, like level of stress, a positive attitude to life or social connections.

Putting our model to work

Our team plans to explore some of these practical applications of healthy life expectancy in industry.

For example, the concept of healthy life expectancy can help with retirement financial planning. Annual retirement spending should not be level across your life expectancy. More discretionary retirement spending should happen during healthy years and less during unhealthy years, while spending on basic expenses increases during unhealthy years.

Insurance products can be also designed using healthy life expectancy measures in mind. This can protect an individual against additional basic living expenses during the unhealthy period. One such product could be a deferred long-term care or temporary deferred life annuity, where the deferral period is for healthy life expectancy and the temporary coverage is for the unhealthy period. This can be a significantly cheaper and a more needed product compared to what is available in the marketplace currently.

Since healthy life expectancy is also related to quality of life and level of health, a relative index could compare an individual’s results against a benchmark healthy life expectancy for someone with “average” characteristics. This can then be used as an underwriting tool and to predict future health care costs. Our model could also serve as a patient screening tool for medical providers by incorporating more detailed lifestyle and dietary details as well as prior medical history information.

We hope that other researchers and practitioners will continue to build on this. Then society could focus on not just prolonging life, but prolonging quality of life using our model. As the saying goes, “In the end, it is not the years in your life that count. It’s the life in your years.”

Jeyaraj Vadiveloo is Director of the Janet and Mark L. Goldenson Center for Actuarial Research, University of Connecticut

This article originally appeared on The Conversation. You can read the original version here.

  • Man’s dog suddenly becomes protective of his wife, Internet clocks the reason right away
    Dogs have impressive observational powers.Photo credit: Canva

    Reddit user Girlfriendhatesmefor’s three-year-old pitbull, Otis, had recently become overprotective of his wife. So he asked the online community if they knew what might be wrong with the dog.

    “A week or two ago, my wife got some sort of stomach bug,” the Reddit user wrote under the subreddit /r/dogs. “She was really nauseous and ill for about a week. Otis is very in tune with her emotions (we once got in a fight and she was upset, I swear he was staring daggers at me lol) and during this time didn’t even want to leave her to go on walks. We thought it was adorable!”

    His wife soon felt better, butthe dog’s behavior didn’t change.

    pregnancy signs, dogs and pregnancy, pitbull behavior, pet intuition, dog overprotection, Reddit stories, viral Reddit, dog instincts, canine emotions, dog owner tips
    Otis knew before they did. Canva

    Girlfriendhatesmefor began to fear that Otis’ behavior may be an early sign of an aggression issue or an indication that the dog was hurt or sick.

    So he threw a question out to fellow Reddit users: “Has anyone else’s dog suddenly developed attachment/aggression issues? Any and all advice appreciated, even if it’s that we’re being paranoid!”

    The most popular response to his thread was by ZZBC.

    Any chance your wife is pregnant?

    ZZBC | Reddit

    The potential news hit Girlfriendhatesmefor like a ton of bricks. A few days later, Girlfriendhatesmefor posted an update and ZZBC was right!

    “The wifey is pregnant!” the father-to-be wrote. “Otis is still being overprotective but it all makes sense now! Thanks for all the advice and kind words! Sorry for the delayed reply, I didn’t check back until just now!”

    Redditors responded with similar experiences.

    Anecdotal I know but I swear my dog knew I was pregnant before I was. He was super clingy (more than normal) and was always resting his head on my belly.

    realityisworse | Reddit

    So why do dogs get overprotective when someone is pregnant?

    Jeff Werber, PhD, president and chief veterinarian of the Century Veterinary Group in Los Angeles, told Health.com that “dogs can also smell the hormonal changes going on in a woman’s body at that time.” He added the dog may “not understand that this new scent of your skin and breath is caused by a developing baby, but they will know that something is different with you—which might cause them to be more curious or attentive.”

    The big lesson here is to listen to your pets and to ask questions when their behavior abruptly changes. They may be trying to tell you something, and the news may be life-changing.

    This article originally appeared last year.

  • Throughout history, women have stood up and fought to break down barriers imposed on them from stereotypes and societal expectations. The trailblazers in these photos made history and redefined what a woman could be. In doing so, they paved the way for future generations to stand up and continue to fight for equality.

  • ,

    Why mass shootings spawn conspiracy theories

    Mass shootings and conspiracy theories have a long history.

    While conspiracy theories are not limited to any topic, there is one type of event that seems particularly likely to spark them: mass shootings, typically defined as attacks in which a shooter kills at least four other people.

    When one person kills many others in a single incident, particularly when it seems random, people naturally seek out answers for why the tragedy happened. After all, if a mass shooting is random, anyone can be a target.

    Pointing to some nefarious plan by a powerful group – such as the government – can be more comforting than the idea that the attack was the result of a disturbed or mentally ill individual who obtained a firearm legally.


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