WalletHub analyzed the 150 most populated cities in the United States to determine where retirees were better off spending the winter of their lives.

Cities with a lower score would do well to attract more older citizens, according to Maurice MacDonald, professor of personal financial planning at Kansas State University and a commenter on WalletHub's expert panel. "Communities that can attract new people at any age or with different backgrounds are inherently more vibrant and interesting. Today's retirees maintain youthful attitudes and many have more financial resources and time to participate in community activities as spenders and donors than the average community resident."

He suggested cities develop moderate-income housing and better medical services to meet those older citizens' demands, as well as invest in the cultural and outdoor activities that are unique to that city.

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Cities were scored in four equally weighted categories: Affordability, activities, quality of life and health care. The scores were then ranked from 1 to 150, with 1 being the best.

To determine the affordability score, WalletHub considered a city's adjusted cost of living, and gave a half weight to the annual cost of in-home services and the state's ranking in WalletHub's Taxpayer report (that data is only available at a state level).

Jan Cullinane, author of "The Single Woman's Guide to Retirement" and another WalletHub panelist, pointed to taxes as a particularly important consideration for retirees considering a move.

"Few people move to a new state just to reduce the tax bite, but if a decision is made to move for any or all of the other personal reasons (climate, proximity to relatives, overall cost of living, good medical care, infrastructure, etc.)," she said, retirees should also "consider the tax consequences of [their] move."

The activities score was based on the concentration of recreation and senior centers, fishing facilities and public golf courses; volunteer opportunities for adults; and WalletHub's Recreation report ranking. WalletHub also considered hiking areas at a lower weighting.

Quality of life was measured by the percentage of the population over 65; the labor market's friendliness to elder workers; and violent and property crime rates. The city's rank in WalletHub's Mild Weather report was double-weighted, and air and water quality were given half weight.

The health care score was based on the concentration of family and general physicians, dentists (at half weight), nurses, health care facilities and home care facilities.

Public hospital rankings and the death rate for people 65 and older, data for which was only available at the state level, were also considered.

Data for the report was drawn from WalletHub's own research as well as the U.S. Census Bureau, the FBI, the Council for Community and Economic Research, the U.S. Bureau of Labor Statistics, the Centers for Disease Control and Prevention, the American Lung Association's "State of the Air" report, the Environmental Working Group, the Trust For Public Land, the Centers for Medicare & Medicaid Services, Charity Navigator, Healthways.com, Yelp.com and Golf.com.

Here are the 15 worst cities for retirement, according to WalletHub:

worst cities for retirement15. Fontana, California

 

Affordability: 97

Activities: 148

Quality of Life: 69

Health Care: 135

 

 

worst cities for retirement14. Buffalo, New York

 

Affordability: 105

Activities: 70

Quality of Life: 141

Health Care: 127

 

worst cities for retirement13. Washington, D.C.

 

Affordability: 126

Activities: 30

Quality of Life: 142

Health Care: 123

 

worst cities for retirement12. San Bernardino, California

 

Affordability: 97

Activities: 145

Quality of Life: 94

Health Care: 119

 

worst cities for retirement11. Philadelphia

 

Affordability: 139

Activities: 101

Quality of Life: 103

Health Care: 105

 

worst cities for retirement10. Detroit

 

Affordability: 69

Activities: 105

Quality of Life: 137

Health Care: 148

 

worst cities for retirement

 

11. Worcester, Massachusetts

Affordability: 118

Activities: 108

Quality of Life: 116

Health Care: 132

 

worst cities for retirement8. Boston

 

Affordability: 149

Activities: 86

Quality of Life: 131

Health Care: 99

 

worst cities for retirement7. Chicago

 

Affordability: 143

Activities: 80

Quality of Life: 140

Health Care: 143

 

worst cities to retire6. Yonkers, New York

 

Affordability: 147

Activities: 138

Quality of Life: 85

Health Care: 138

 

worst city to retire5. New York City

 

Affordability: 148

Activities: 130

Quality of Life: 60

Health Care: 147

 

worst cities to retire4. Aurora, Illinois

 

Affordability: 143

Activities: 131

Quality of Life: 87

Health Care: 145

 

worst city to retire3. Providence, Rhode Island

 

Affordability: 150

Activities: 85

Quality of Life: 135

Health Care: 146

 

worst places to retire2. Jersey City, New Jersey

 

Affordability: 141

Activities: 140

Quality of Life: 108

Health Care: 149

 

10 worst cities for retirement1. Newark, New Jersey

 

Affordability: 138

Activities: 117

Quality of Life: 150

Health Care: 150

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