Best- & Worst-Run Cities in America (2023)

The past year has been a true test of the effectiveness of local leadership. City leaders have had to facilitate the transition from the worst of the COVID-19 pandemic back to a state much closer to normal, including loosening restrictions and distributing the vaccine.

Even when the U.S. isn’t dealing with a pandemic, running a city is a tall order. The larger the city, the more complex it becomes to manage. In addition to representing the residents, local leaders must balance the public’s diverse interests with the city’s limited resources. That often means not everyone’s needs can or will be met. Leaders must carefully consider which services are most essential, which agencies’ budgets to cut or boost and whether and how much to raise taxes, among other decisions.

But how do we measure the effectiveness of local leadership? One way is by determining a city’s operating efficiency. In other words, we can learn how well city officials manage and spend public funds by comparing the quality of services residents receive against the city’s total budget.

Using that approach, WalletHub compared the operating efficiency of 150 of the largest U.S. cities to reveal which among them are managed best. We constructed a “Quality of Services” score made up of 38 metrics grouped into six service categories, which we then measured against the city’s per-capita budget.

Table of Contents

Main FindingsDetailed Breakdown by CityAsk the ExpertsMethodology

Main Findings

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Best-Run Cities in America

Overall Rank*CityQuality of City ServicesTotal Budget per Capita
1Nampa, ID211
2Boise, ID33
3Fort Wayne, IN622
4Nashua, NH99
5Lexington-Fayette, KY346
6Lincoln, NE1119
7Las Cruces, NM695
8Oklahoma City, OK658
9Missoula, MT5012
10Durham, NC5111
11Virginia Beach, VA236
12Rapid City, SD1084
13Raleigh, NC1329
14Billings, MT7713
15Provo, UT538
16Chesapeake, VA1034
17Sioux Falls, SD4421
18Salem, OR2426
19Manchester, NH5320
20Mesa, AZ3025
21Huntington Beach, CA155
22Charleston, SC844
23Albuquerque, NM11510
24Madison, WI1942
25Arlington, TX2731
26Columbus, GA9116
27Greensboro, NC7123
28Cedar Rapids, IA2539
29Huntington, WV10315
30Bismarck, ND1548
31Louisville, KY10017
32Aurora, IL3637
33Tucson, AZ11214
34Phoenix, AZ4635
35Warren, MI7228
36Lewiston, ME6830
37Tulsa, OK9222
38El Paso, TX3350
39Warwick, RI6143
40Grand Rapids, MI4747
41St. Petersburg, FL2854
42Corpus Christi, TX8441
43Worcester, MA5452
44Portland, ME1469
45Colorado Springs, CO6351
46Las Vegas, NV2661
47Reno, NV6749
48Mobile, AL9932
49Fort Worth, TX6653
50Wichita, KS13224
51Eugene, OR2971
52Aurora, CO8156
53Hialeah, FL2378
54Topeka, KS11840
55Des Moines, IA6462
56Spokane, WA5868
57Fort Smith, AR12833
58Baton Rouge, LA13727
59San Diego, CA497
60Fairbanks, AK12045
61Fargo, ND4379
62Santa Ana, CA3881
63Little Rock, AR12246
64Indianapolis, IN8860
65Jackson, MS1497
66Rutland, VT8767
67Portland, OR1795
68Omaha, NE5286
69Frederick, MD6108
70Casper, WY7680
71Garland, TX4889
72Montgomery, AL12358
73Boston, MA22100
74Gary, IN14718
75Miami, FL3296
76Fremont, CA7113
77Dover, DE11064
78Jacksonville, FL10570
79Columbia, SC9376
80Tallahassee, FL7985
81Akron, OH11665
82Houston, TX10673
83Springfield, MA12563
84Tampa, FL31101
85Austin, TX12117
86San Antonio, TX45103
87Dayton, OH11974
88New Orleans, LA13457
89Salt Lake City, UT37106
90Anchorage, AK11182
91Bakersfield, CA9586
92Columbus, OH8392
93Charleston, WV12677
94San Jose, CA20121
95St. Paul, MN60104
96Providence, RI12772
97Norfolk, VA10788
98Richmond, VA8098
99Burlington, VT40114
100Bridgeport, CT12483
101Dallas, TX9893
102Stockton, CA13075
103Shreveport, LA14159
104Orlando, FL49118
105Anaheim, CA70111
106Kansas City, MO11791
107Toledo, OH13966
108Lubbock, TX94101
109Fort Lauderdale, FL57120
110Cincinnati, OH78112
111Modesto, CA89109
112Charlotte, NC41126
113Knoxville, TN42130
114Nashville, TN109105
115Sacramento, CA86122
116Fresno, CA121107
117Minneapolis, MN59133
118Seattle, WA18140
119Birmingham, AL13594
120Pittsburgh, PA74129
121Riverside, CA85127
122Wilmington, DE104119
123Milwaukee, WI13890
124Syracuse, NY97123
125Atlanta, GA82132
126Long Beach, CA39139
127Buffalo, NY113125
128Cheyenne, WY90135
129Los Angeles, CA56143
130Baltimore, MD140110
131New Haven, CT131124
132Denver, CO75141
133St. Louis, MO14884
134Philadelphia, PA129128
135Memphis, TN143115
136Kansas City, KS142116
137Yonkers, NY73144
138Rochester, NY114138
139Tacoma, WA102142
140Chicago, IL136136
141Gulfport, MS101145
142Hartford, CT144131
143Oakland, CA96147
144Flint, MI146134
145Detroit, MI15099
146Cleveland, OH145137
147Chattanooga, TN133146
148New York, NY35148
149San Francisco, CA16149
150Washington, DC55150

Notes: *No. 1 = Best-Run
The columns in the table above depict the relative rank of that city, where a rank of 1 represents the highest quality of city services, and the smallest budget per capita, respectively.

Best- & Worst-Run Cities in America (1)

Long-Term Debt Outstanding per Capita

Lowest

  • 1. Nampa, ID
  • 2. Casper, WY
  • 3. Boise, ID
  • 4. Huntington, WV
  • 5. Cheyenne, WY

Best- & Worst-Run Cities in America (2)

Highest

  • T-144. Atlanta, GA
  • T-144. New York, NY
  • T-144. Nashville, TN
  • T-144. San Francisco, CA
  • T-144. Washington, DC

Best City vs. Worst City: 37x Difference

Nampa, ID vs. Washington, DC

Best- & Worst-Run Cities in America (3)

High School Graduation Rate

Highest

  • 1. Austin, TX
  • 2. Tallahassee, FL
  • 3. Birmingham, AL
  • 4. Frederick, MD
  • 5. Lubbock, TX

Best- & Worst-Run Cities in America (4)

Lowest

  • 144. Denver, CO
  • 145. Washington, DC
  • 146. Columbia, SC
  • 147. Toledo, OH
  • 148. Richmond, VA
(Video) Best- & Worst-Run Cities in the U.S.

Best- & Worst-Run Cities in America (5)

Infant Mortality Rate

Lowest

  • 1. San Jose, CA
  • 2. San Francisco, CA
  • T-3. Huntington Beach, CA
  • T-3. Anaheim, CA
  • T-3. Santa Ana, CA

Best- & Worst-Run Cities in America (6)

Highest

  • 135. Topeka, KS
  • 136. Jackson, MS
  • 137. Shreveport, LA
  • T-138. Toledo, OH
  • T-138. Rapid City, SD

Best City vs. Worst City: 6x Difference

San Jose, CA vs. Rapid City, SD

Best- & Worst-Run Cities in America (7)

Violent Crime Rate

Lowest

  • 1. Warwick, RI
  • 2. Virginia Beach, VA
  • 3. Provo, UT
  • 4. Nashua, NH
  • 5. Fremont, CA

Best- & Worst-Run Cities in America (8)

Highest

(Video) 2022’s Best & Worst Run Cities in America

  • T-141. Baltimore, MD
  • T-141. Birmingham, AL
  • T-141. St. Louis, MO
  • T-141. Detroit, MI
  • T-141. Memphis, TN

Best City vs. Worst City: 29x Difference

Warwick, RI vs. Memphis, TN

Best- & Worst-Run Cities in America (9)

Unemployment Rate

Lowest

  • T-1. Provo, UT
  • T-1. Burlington, VT
  • T-1. Madison, WI
  • T-1. Lincoln, NE
  • T-1. Salt Lake City, UT

Best- & Worst-Run Cities in America (10)

Highest

  • T-146. Bridgeport, CT
  • T-146. Gary, IN
  • 148. Cleveland, OH
  • T-149. Detroit, MI
  • T-149. Flint, MI

Best- & Worst-Run Cities in America (11)

Median Annual Household Income (Cost of Living-Adjusted)

Highest

  • 1. Chesapeake, VA
  • 2. Fremont, CA
  • 3. Virginia Beach, VA
  • 4. Raleigh, NC
  • 5. Austin, TX

Best- & Worst-Run Cities in America (12)

Lowest

  • 146. Cleveland, OH
  • 147. Hartford, CT
  • 148. Hialeah, FL
  • 149. Detroit, MI
  • 150. Gary, IN

Best City vs. Worst City: 3x Difference

Chesapeake, VA vs. Gary, IN

Best- & Worst-Run Cities in America (13)

% of Population in Poverty

Lowest

  • 1. Fremont, CA
  • T-2. Virginia Beach, VA
  • T-2. Warwick, RI
  • 4. Chesapeake, VA
  • 5. Huntington Beach, CA

Best- & Worst-Run Cities in America (14)

Highest

  • 146. Cleveland, OH
  • 147. Huntington, WV
  • 148. Gary, IN
  • 149. Detroit, MI
  • 150. Flint, MI

Best City vs. Worst City: 8x Difference

Fremont, CA vs. Flint, MI

(Video) 2020’s Best & Worst Run Cities in America

Best- & Worst-Run Cities in America (15)

Quality of Roads

Highest

  • 1. Jacksonville, FL
  • T-2. Knoxville, TN
  • T-2. Manchester, NH
  • T-2. Eugene, OR
  • T-2. Nashua, NH

Best- & Worst-Run Cities in America (16)

Lowest

  • T-123. Huntington Beach, CA
  • T-123. Santa Ana, CA
  • T-128. San Jose, CA
  • T-128. Oakland, CA
  • T-128. Fremont, CA
  • T-128. San Francisco, CA

Best- & Worst-Run Cities in America (17)

Air Pollution

Least

  • 1. Billings, MT
  • 2. Lubbock, TX
  • 3. Anchorage, AK
  • 4. Lewiston, ME
  • 5. Salem, OR
(Video) Study lists best and worst-run cities in America

Best- & Worst-Run Cities in America (18)

Most

  • T-143. Santa Ana, CA
  • T-143. Huntington Beach, CA
  • T-143. Long Beach, CA
  • T-148. Riverside, CA
  • T-148. Mesa, AZ
  • T-148. Phoenix, AZ

Best City vs. Worst City: 5x Difference

Billings, MT vs. Phoenix, AZ

Show More

Detailed Breakdown by City

Quality of City Services*
(Score)
CityFinancial StabilityEducationHealthSafetyEconomyInfrastructure & Pollution
1
(69.66)
Huntington Beach, CA64142320131
2
(69.24)
Virginia Beach, VA7338442110
3
(68.02)
Boise, ID3741108432
4
(67.06)
San Diego, CA74511252137
5
(66.81)
Provo, UT211442653816
6
(66.65)
Frederick, MD354191010570
7
(65.97)
Fremont, CA101223187123
8
(65.92)
Charleston, SC104420482926
9
(65.64)
Nashua, NH40457417515
10
(65.27)
Chesapeake, VA281061445105
11
(65.23)
Lincoln, NE145021225954
12
(64.62)
Austin, TX4816771145
13
(64.56)
Raleigh, NC15827715675
14
(64.41)
Portland, ME30963275423
15
(63.68)
Bismarck, ND221006293260
16
(63.44)
San Francisco, CA411116642548
17
(63.37)
Portland, OR19302485633
18
(63.29)
Seattle, WA271215752657
19
(63.05)
Madison, WI117837248572
20
(62.96)
San Jose, CA561353524137
21
(62.63)
Nampa, ID70874861377
22
(62.32)
Boston, MA414534179249
23
(61.69)
Hialeah, FL1356562114103
24
(61.21)
Salem, OR576722515230
25
(60.64)
Cedar Rapids, IA247091277780
26
(60.50)
Las Vegas, NV855581374611
27
(60.45)
Arlington, TX5217534515134
28
(60.29)
St. Petersburg, FL91348772217
29
(60.06)
Eugene, OR207410746987
30
(60.02)
Mesa, AZ628843318115
31
(59.94)
Tampa, FL725296551128
32
(59.88)
Miami, FL1081040672834
33
(59.81)
El Paso, TX11015361611255
34
(59.74)
Lexington-Fayette, KY5825473257125
35
(59.47)
New York, NY10329291213546
36
(59.45)
Aurora, IL1312433984100
37
(59.30)
Salt Lake City, UT281195013192
38
(59.12)
Santa Ana, CA982733323144
39
(59.06)
Long Beach, CA121794930124
40
(58.96)
Burlington, VT9512512011913
41
(58.87)
Charlotte, NC1777557812127
42
(58.80)
Knoxville, TN2319841165119
43
(58.68)
Fargo, ND879128446636
44
(58.63)
Sioux Falls, SD543597585664
45
(58.37)
San Antonio, TX293862836578
46
(58.28)
Phoenix, AZ3410141911859
47
(58.23)
Grand Rapids, MI65541023611729
48
(58.21)
Garland, TX11222443010139
49
(58.03)
Orlando, FL803263113535
50
(58.03)
Missoula, MT1066513394187
51
(57.90)
Durham, NC360708731143
52
(57.82)
Omaha, NE756258546169
53
(57.72)
Manchester, NH901096938906
54
(57.61)
Worcester, MA88791002611431
55
(57.58)
Washington, DC4184577313120
56
(57.57)
Los Angeles, CA937214528086
57
(57.43)
Fort Lauderdale, FL369273119168
58
(57.15)
Spokane, WA6023469062102
59
(57.12)
Minneapolis, MN5313635103714
60
(56.99)
St. Paul, MN5113849596850
61
(56.92)
Warwick, RI10248130269128
62
(56.73)
Fort Wayne, IN46611122834148
63
(56.43)
Colorado Springs, CO7158716927119
64
(56.23)
Des Moines, IA599967807941
65
(55.96)
Oklahoma City, OK8461119767136
66
(55.90)
Fort Worth, TX10569306222121
67
(55.88)
Reno, NV1152866438571
68
(55.76)
Lewiston, ME89142591112351
69
(55.57)
Las Cruces, NM4475119619979
70
(55.50)
Anaheim, CA1363624140126
71
(55.49)
Greensboro, NC62612799108120
72
(55.21)
Warren, MI66971101310358
73
(55.16)
Yonkers, NY1396618312196
74
(55.06)
Pittsburgh, PA12414854712842
75
(54.90)
Denver, CO4113464924383
76
(54.74)
Casper, WY1141421910791
77
(54.57)
Billings, MT5089116894474
78
(54.56)
Cincinnati, OH7886989411614
79
(54.55)
Tallahassee, FL84181367710618
80
(54.39)
Richmond, VA33147935010099
81
(54.30)
Aurora, CO39106458170141
82
(54.09)
Atlanta, GA8095761235324
83
(53.94)
Columbus, OH82123101538376
84
(53.83)
Corpus Christi, TX76379479104111
85
(53.83)
Riverside, CA12253256319147
86
(53.54)
Sacramento, CA1179375663973
87
(53.53)
Rutland, VT16137314011038
88
(53.11)
Indianapolis, IN1212211410848138
89
(53.08)
Modesto, CA1208579575895
90
(53.03)
Cheyenne, WY9103125601798
91
(52.51)
Columbus, GA4573148868827
92
(52.12)
Tulsa, OK26689013776117
93
(51.90)
Columbia, SC471465110213062
94
(51.83)
Lubbock, TX69397211578146
95
(51.46)
Bakersfield, CA111561139833113
96
(51.38)
Oakland, CA67831713574145
97
(51.33)
Syracuse, NY11311080651449
98
(51.25)
Dallas, TX133472711135106
99
(51.14)
Mobile, AL557113112210252
100
(51.04)
Louisville, KY3111112611281112
101
(50.87)
Gulfport, MS12796811094122
102
(50.86)
Tacoma, WA10063881189192
103
(50.85)
Huntington, WV55112310111133
104
(50.80)
Wilmington, DE73408612514166
105
(50.68)
Jacksonville, FL125311351073747
106
(50.56)
Houston, TX11442391299693
107
(50.21)
Norfolk, VA6813013756115118
108
(50.21)
Rapid City, SD86641389660142
109
(50.12)
Nashville, TN1031041041303109
110
(49.96)
Dover, DE832114210513285
111
(49.87)
Anchorage, AK7780128844794
112
(49.82)
Tucson, AZ96121601278290
113
(49.74)
Buffalo, NY1161321156813439
114
(49.29)
Rochester, NY126112108741421
115
(49.28)
Albuquerque, NM9211795144895
116
(49.21)
Akron, OH941078910613697
117
(49.11)
Kansas City, MO10757541409382
118
(48.88)
Topeka, KS97761491007344
119
(48.84)
Dayton, OH6312012113212540
120
(48.84)
Fairbanks, AK131331210964130
121
(48.83)
Fresno, CA13743788850132
122
(48.53)
Little Rock, AR25114831478789
123
(48.40)
Montgomery, AL10981143959563
124
(48.26)
Bridgeport, CT14410884214588
125
(48.20)
Springfield, MA1191311337014010
126
(47.75)
Charleston, WV1232014412136101
127
(46.93)
Providence, RI1431131223410968
128
(46.64)
Fort Smith, AR14033991394965
129
(45.82)
Philadelphia, PA1341431058213856
130
(45.42)
Stockton, CA138949211755133
131
(45.39)
New Haven, CT1451166110413322
132
(45.08)
Wichita, KS7912813913497129
133
(44.48)
Chattanooga, TN99491031467253
134
(44.40)
New Orleans, LA13211810913813921
135
(44.10)
Birmingham, AL118598214812661
136
(43.70)
Chicago, IL15090657610143
137
(43.36)
Baton Rouge, LA49124129145129140
138
(42.87)
Milwaukee, WI130105118124143108
139
(42.30)
Toledo, OH1281501459312484
140
(41.91)
Baltimore, MD38148150136137116
141
(41.01)
Shreveport, LA14110213213311381
142
(40.94)
Kansas City, KS147140117120120104
143
(40.64)
Memphis, TN61115134149118150
144
(38.49)
Hartford, CT1481265211414625
145
(37.70)
Cleveland, OH129135124142148114
146
(37.32)
Flint, MI1813914112615067
147
(36.34)
Gary, IN32127140128149135
148
(34.85)
St. Louis, MO14214914615012712
149
(34.33)
Jackson, MS14698120141122149
150
(28.92)
Detroit, MI149129147143147107

Notes: *No. 1 = Best-Run
With the exception of the “Quality of City Services” score, all of the columns in the table above depict the relative rank of that city, where a rank of 1 represents the best conditions for that metric category.

Ask the Experts

A well-run city isn’t just the product of efficient budgeting or lots of resources. It is the fruit of countless other decisions, too. For more insight into why some cities perform better than others, we turned to a panel of local-government, economic and diversity experts. Click on the panelists’ profiles to read their bios and thoughts on the following key questions:

  1. In your opinion, what are the most important issues facing US cities today?
  2. What can citizens do to increase the transparency and accountability of local government?
  3. In evaluating how well a city is run, what are the top 5 indicators?
  4. What can be learned from cities' responses to the COVID-19 crisis? What, in your opinion, are the areas that need improvement?
  5. How can local policymakers reduce racial tensions in the wake of recent movements?

Ask the Experts

Robert E. Wright
Ph.D. – Senior Faculty Fellow, American Institute for Economic Research
Read More

Gary L. Rose
Ph.D. – Professor and Chair, Department of Government – Sacred Heart University
Read More

Terry L. Clower
Ph.D. – Director, Center for Regional Analysis; Northern Virginia Chair and Professor of Public Policy; Schar School of Policy & Government – George Mason University
Read More

Kenneth Kickham
Ph.D. – Professor and Chair, Department of Political Science, University of Central Oklahoma
Read More

Methodology

In order to determine the best- and worst-run cities in America, WalletHub compared 150 of the most populated cities across six key categories: 1) Financial Stability, 2) Education, 3) Health, 4) Safety, 5) Economy and 6) Infrastructure & Pollution.

We evaluated those dimensions using 38 relevant metrics, which are listed below with their corresponding weights. Each metric was graded on a 100-point scale, with a score of 100 representing the highest quality of service.

Next, we calculated an overall “Quality of City Services” score for each city based on its weighted average across all the metrics. Finally, for each city, we divided the “Quality of City Services” score by the “Total Budget per Capita” (dollar amount) in order to construct a “Score per Dollar Spent” index — displayed as “Overall Rank” in the Main Findings table above — which we then used to rank-order the cities in our sample.

The metrics used do not create a disadvantage for DC, despite its unusual status as a city/state, with the exception of the Outstanding Long-Term Debt per Capita metric. However, even with that metric removed, DC still ranks last. Thus, the District was included in this report.

Financial Stability – Total Points: 16.67

  • Moody’s City Credit Rating: Quadruple Weight (~13.33 Points)
  • Outstanding Long-Term Debt per Capita: Full Weight (~3.33 Points)

Education – Total Points: 16.67

  • K–12 School-System Quality: Double Weight (~11.11 Points)
    Note: This metric measures the share of public schools rated by GreatSchools.org with above average score.
  • High School Graduation Rate: Full Weight (~5.56 Points)

Health – Total Points: 16.67

  • Infant Mortality Rate: Quadruple Weight (~4.76 Points)
  • Average Life Expectancy (in Years): Quadruple Weight (~4.76 Points)
  • Hospital Beds per Capita: Full Weight (~1.19 Points)
  • Quality of Public Hospital System: Full Weight (~1.19 Points)
    Note: This metric is based on the Centers for Medicare & Medicaid Services’ ranking of public hospital systems.
  • Average Daily COVID-19 Deaths in the Past Week per Capita: Double Weight (~2.38 Points)
  • Average Daily COVID-19 Cases in the Past Week per Capita: Double Weight (~2.38 Points)

Safety – Total Points: 16.67

  • Violent Crime Rate: Quadruple Weight (~4.76 Points)
  • Property Crime Rate: Quadruple Weight (~4.76 Points)
  • Motor Vehicle Fatalities per Capita: Quadruple Weight (~4.76 Points)
  • Share of Sheltered Homeless Persons: Full Weight (~1.19 Points)
  • Perception of Safety (Safety walking alone during daylight/night): Full Weight (~1.19 Points)
    Note: These data are based on perceptions of visitors of numbeo.com website in the past 3 years.
    If the value is 0, it means it is perceived as very low, and if the value is 100, it means it is perceived as very high.

Economy – Total Points: 16.67

  • Unemployment Rate: Triple Weight (~3.13 Points)
  • Underemployment Rate: Full Weight (~1.04 Points)
  • Median Annual Household Income (Adjusted for Cost of Living): Double Weight (~2.08 Points)
  • Median Annual Income Growth Rate: Double Weight (~2.08 Points)
    Note: Growth compares the income level in 2020 versus in 2019.
  • Annual Job Growth Rate (Adjusted for Population Growth): Double Weight (~2.08 Points)
    Note: Growth compares the number of employed civilian population in 2022 versus in 2021.
  • Share of Population Living in Poverty: Double Weight (~2.08 Points)
  • Growth in Number of Businesses: Full Weight (~1.04 Points)
    Note: Growth compares the number of businesses in 2019 versus in 2018.
  • Change in Housing Prices: Full Weight (~1.04 Points)
    Note: Change compares the price in 2021 versus in 2014.
  • Zillow Home Value 1-year Forecast: Full Weight (~1.04 Points)
    Note: The Zillow Home Value Forecast is Zillow's prediction of what the Zillow Home Value Index will be one year from now.
  • Building-Permit Growth: Full Weight (~1.04 Points)
    Note: Growth spans 2018 to 2020.

Infrastructure & Pollution – Total Points: 16.67

    • Quality of Roads: Quadruple Weight (~3.03 Points)
      Note: This metric measures the share of pavements in poor condition.
    • Average Commute Time (in Minutes): Full Weight (~0.76 Points)
    • Transit Access Shed: Full Weight (~0.76 Points)
      Note: “Transit Access Shed” is the total area of land that is easily accessible from any point via public transportation.
    • Traffic Congestion: Full Weight (~0.76 Points)
    • Walk Score: Triple Weight (~2.27 Points)
      Note: “Walk Score” measures pedestrian friendliness by analyzing population density and road metrics such as block length and intersection density.
    • Bike Score: Full Weight (~0.76 Points)
      Note: “Bike Score” measures whether an area is good for biking. The Bike Score is calculated by measuring bike infrastructure (lanes, trails, etc.), hills, destinations and road connectivity, and the number of bike commuters.
    • Transit Score: Half Weight (~0.38 Points)
      Note: “Transit Score” is a patented measure of how well a location is served by public transit.
    • Recreation-Friendliness: Quadruple Weight (~3.03 Points)
      Note: This metric is based on WalletHub’s “” ranking.
    • Share of Residents with Access to Internet: Half Weight (~0.38 Points)
    • Water Quality: Full Weight (~0.76 Points)
    • Air Pollution: Full Weight (~0.76 Points)
    • Greenhouse-Gas Emissions per Capita: Full Weight (~0.76 Points)
    • Share of Parkland: Triple Weight (~2.27 Points)

Sources: Data used to create this ranking were collected from the U.S. Census Bureau, Bureau of Labor Statistics, Council for Community and Economic Research, Lincoln Institute of Land Policy, Moody's Investors Service, GreatSchools.org, County Health Rankings, Health Resources and Services Administration, Centers for Medicare & Medicaid Services, Centers for Disease Control and Prevention, Federal Bureau of Investigation, National Highway Traffic Safety Administration, Chmura Economics & Analytics, Zillow, The Road Information Program, Center for Neighborhood Technology, United States Environmental Protection Agency, Walk Score, The Trust for Public Land, INRIX, U.S. Department of Housing & Urban Development, Numbeo, The New York Times and WalletHub research.

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