Alabama in figures

A profile of Alabama from official statistics: 36 figures in 8 sections, each with its period, its change from a year earlier, its rank among similar places where a ranking exists, and its source.

Figures last updated on 2026-10-12.

People

Population in Alabama was 5.19 million in 2025, up 0.6% from 2024, and the 24th highest of 51 states.

Population5.19 million2025Up 0.6% from 2024The 24th highest of 51 states
Median age39.3 years2024Unchanged from 2023The 22nd highest of 51 states
Population aged 65 and over19.4%2025Up 0.4 percentage points from 2024The 23rd highest of 51 states
Foreign-born population share4%2024Up 0.2 percentage points from 2023
Population density39.6 inhabitants per km²2025Up 0.6% from 2024
Net domestic migration, July to June23,3582025, estimatedCompared with 24,953 in 2024
5M5.05M5.1M5.15M5.2M2020202120222023202420252020: 5,032,962 persons2021: 5,050,058 persons2022: 5,076,868 persons2023: 5,117,850 persons2024: 5,163,055 persons2025: 5,193,088 persons
Population, 2020 to 2025. persons. Source: U.S. Census Bureau, Annual estimates of the resident population for the United States, states and counties, 1 July (Population Estimates Program).

Sources: U.S. Census Bureau, Annual estimates of the resident population for the United States, states and counties, 1 July (Population Estimates Program); U.S. Census Bureau, American Community Survey 5-year estimates, table B01002: median age, total population; U.S. Census Bureau, Population Estimates Program, county population by age and sex (cc-est agesex): residents aged 65 and over as a percentage of the total, 1 July; states and the nation summed from counties; U.S. Census Bureau, American Community Survey 5-year estimates, table B05002: foreign-born population as a percentage of the total population, calculated with stored inputs; U.S. Census Bureau, Population Estimates Program resident population on 1 July divided by land area from the latest Census Gazetteer files, persons per km²; U.S. Census Bureau, Population Estimates Program: net domestic migration, states and counties, July 1 of the previous year to June 30 of the reported year; vintage 2020 files for 2011 to 2020 and the latest 2020s vintage from 2021. Population and demography statistics and rankings

Work and income

Unemployment rate in Alabama was 3.4% (provisional) in August 2026, up 0.6 percentage points from August 2025, and tied for the 15th lowest of 51 states.

Unemployment rate3.4%August 2026, provisionalUp 0.6 percentage points from August 2025Tied for the 15th lowest of 51 states
Employment-population ratio54.9%August 2026, provisionalDown 1 percentage point from August 2025
Poverty rate (US official measure)15.2%2024Down 0.5 percentage points from 2023
Labor force participation rate56.8%August 2026, provisionalDown 0.7 percentage points from August 2025
2.252.52.7533.253.52021-072022-042023-012023-102024-072025-042026-082021-07: 3.4 %2021-08: 3.2 %2021-09: 3 %2021-10: 2.9 %2021-11: 2.8 %2021-12: 2.7 %2022-01: 2.6 %2022-02: 2.6 %2022-03: 2.6 %2022-04: 2.6 %2022-05: 2.6 %2022-06: 2.6 %2022-07: 2.6 %2022-08: 2.6 %2022-09: 2.5 %2022-10: 2.5 %2022-11: 2.4 %2022-12: 2.3 %2023-01: 2.3 %2023-02: 2.3 %2023-03: 2.3 %2023-04: 2.3 %2023-05: 2.3 %2023-06: 2.4 %2023-07: 2.4 %2023-08: 2.5 %2023-09: 2.6 %2023-10: 2.7 %2023-11: 2.8 %2023-12: 2.8 %2024-01: 2.9 %2024-02: 2.9 %2024-03: 2.9 %2024-04: 2.9 %2024-05: 2.9 %2024-06: 2.9 %2024-07: 3 %2024-08: 3 %2024-09: 3.1 %2024-10: 3.1 %2024-11: 3.1 %2024-12: 3.1 %2025-01: 3.1 %2025-02: 3 %2025-03: 3 %2025-04: 2.9 %2025-05: 2.9 %2025-06: 2.9 %2025-07: 2.8 %2025-08: 2.8 %2025-09: 2.8 %2025-11: 2.7 %2025-12: 2.7 %2026-01: 2.7 %2026-02: 2.7 %2026-03: 2.7 %2026-04: 2.8 %2026-05: 3 %2026-06: 3.2 %2026-07: 3.4 %2026-08: 3.4 %
Unemployment rate, July 2021 to August 2026. %. Source: U.S. Bureau of Labor Statistics, Local Area Unemployment Statistics: unemployment rate by state, seasonally adjusted.

Sources: U.S. Bureau of Labor Statistics, Local Area Unemployment Statistics: unemployment rate by state, seasonally adjusted; U.S. Census Bureau, American Community Survey 5-year estimates, table B19013: median household income in the past 12 months; U.S. Bureau of Economic Analysis, SAINC1: state annual personal income summary, per capita personal income, current dollars, United States and states; U.S. Bureau of Labor Statistics, Employment-population ratio, civilian noninstitutional population aged 16 and over, seasonally adjusted, state LAUS measure 07; U.S. Census Bureau, Small Area Income and Poverty Estimates (SAIPE): percent of people of all ages in poverty, states and counties; U.S. Bureau of Labor Statistics, Labor force participation rate, civilian noninstitutional population aged 16 and over, seasonally adjusted, state LAUS measure 08. Labor market statistics and rankings

Economy

GDP (US dollars) in Alabama was $339.04 billion in 2025, up 4.8% from 2024, and the 25th lowest of 51 states.

Real GDP growth2%2025Down 0.6 percentage points from 2024Tied for the 22nd highest of 51 states
100K150K200K250K300K350K20012005200920132017202120252001: 123,534.5 USD million2002: 128,380.9 USD million2003: 135,212.6 USD million2004: 148,379.1 USD million2005: 158,677.3 USD million2006: 166,048.2 USD million2007: 172,247 USD million2008: 174,665.6 USD million2009: 170,876.5 USD million2010: 177,510.7 USD million2011: 182,896.7 USD million2012: 188,280.7 USD million2013: 193,981.5 USD million2014: 197,064.4 USD million2015: 203,113.3 USD million2016: 208,824.3 USD million2017: 216,615.5 USD million2018: 226,263.8 USD million2019: 234,796.4 USD million2020: 235,702.2 USD million2021: 260,176.2 USD million2022: 286,770.7 USD million2023: 308,591.9 USD million2024: 323,404.8 USD million2025: 339,035.1 USD million
Gross domestic product (GDP), US dollars, 2001 to 2025. USD million. Source: U.S. Bureau of Economic Analysis, SAGDP2: gross domestic product (GDP) by state, all industry total, millions of current dollars.

Sources: U.S. Bureau of Economic Analysis, SAGDP2: gross domestic product (GDP) by state, all industry total, millions of current dollars; Invokely, GDP in current dollars (BEA SAGDP2 and CAGDP1) divided by mid-year population (BEA SAINC1 and CAINC1); U.S. Bureau of Economic Analysis, SAGDP11: annual percent change in real GDP, all industry total, United States and states. Economy statistics and rankings

Prices and housing

Cost of living in Alabama was 88.8 in 2024, down 0.3 points from 2023, and the 7th lowest of 51 states.

Median home value$209,9002024Up 7.6% from 2023The 7th lowest of 51 states
House prices, annual change2.8%Q2 2026Down 0.7 percentage points from Q2 2025The 25th highest of 51 states
Median gross rent (monthly)$1,0072024Up 4.6% from 2023
Homeownership rate (US, housing units)70.2%2024Up 0.3 percentage points from 2023
Housing units authorized by building permits19,0612025, estimatedDown 8% from 2024
87888990912008201120142017202020242008: 88.9 index2009: 87.8 index2010: 89.8 index2011: 90 index2012: 90.6 index2013: 90.3 index2014: 90.2 index2015: 89.7 index2016: 90.6 index2017: 90.1 index2018: 87.4 index2019: 88.3 index2020: 87.6 index2021: 88.1 index2022: 88 index2023: 89.1 index2024: 88.8 index
Cost of living (regional price parity), 2008 to 2024. index. Source: U.S. Bureau of Economic Analysis, SARPP: regional price parities by state, all items (United States = 100).

Sources: U.S. Bureau of Economic Analysis, SARPP: regional price parities by state, all items (United States = 100); U.S. Census Bureau, American Community Survey 5-year estimates, table B25077: median value (dollars), owner-occupied housing units; Federal Housing Finance Agency, Annual change in the FHFA traditional purchase-only house price index, not seasonally adjusted, state, calculated with stored inputs; U.S. Census Bureau, American Community Survey 5-year estimates, table B25064: median gross rent (dollars), renter-occupied housing units paying cash rent; U.S. Census Bureau, American Community Survey 5-year estimates, table B25003: owner-occupied housing units as a percentage of occupied housing units, calculated with stored inputs; U.S. Census Bureau, Building Permits Survey: final annual state estimates of new privately owned housing units authorized, including imputation, United States and states. Housing statistics and rankings

Consumers

Consumer spending (personal consumption expenditures) in Alabama was $253.04 billion in 2025, up 4.7% from 2024, and the 26th highest of 51 states.

50K100K150K200K250K300K20012005200920132017202120252001: 93,232.7 USD million2002: 97,220.1 USD million2003: 102,106.6 USD million2004: 108,428.7 USD million2005: 115,631.1 USD million2006: 121,487.4 USD million2007: 126,916.4 USD million2008: 130,009.5 USD million2009: 128,265.5 USD million2010: 132,314.4 USD million2011: 136,772.4 USD million2012: 139,950.6 USD million2013: 143,956.7 USD million2014: 148,385.6 USD million2015: 152,790.5 USD million2016: 157,806.1 USD million2017: 163,523.4 USD million2018: 169,460.2 USD million2019: 177,059.6 USD million2020: 176,055.2 USD million2021: 199,038.6 USD million2022: 215,976.8 USD million2023: 230,281.8 USD million2024: 241,783.4 USD million2025: 253,035 USD million
Consumer spending (personal consumption expenditures), 2001 to 2025. USD million. Source: U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, personal consumption expenditures (line 1), millions of current dollars, United States and states.

Sources: U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, personal consumption expenditures (line 1), millions of current dollars, United States and states; U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, health care (line 60), millions of current dollars, United States and states; U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, housing (line 50), millions of current dollars, United States and states; U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, food services (line 82), millions of current dollars, United States and states; U.S. Bureau of Economic Analysis, SAPCE3: personal consumption expenditures by state by type of product, gasoline and other energy goods (line 36), millions of current dollars, United States and states. Economy statistics and rankings

Business and tourism

Employer firms in Alabama were 71,429 in 2023, up 0.7% from 2022, and the 26th highest of 51 states.

Employer firms71,4292023Up 0.7% from 2022The 26th highest of 51 states
Business applications6,206August 2026Up 12.5% from August 2025The 24th lowest of 51 states
Farms37,3622022No 2021 figure to compareThe 22nd highest of 50 states
66K68K70K72K74K76K19992003200720112015201920231999: 72,231 count2000: 71,652 count2001: 70,622 count2002: 70,694 count2003: 71,006 count2004: 71,887 count2005: 72,505 count2006: 73,340 count2007: 74,187 count2008: 73,330 count2009: 71,156 count2010: 69,381 count2011: 68,329 count2012: 68,004 count2013: 67,615 count2014: 67,517 count2015: 67,442 count2016: 68,087 count2017: 68,265 count2018: 68,246 count2019: 68,736 count2020: 68,371 count2021: 69,639 count2022: 70,912 count2023: 71,429 count
Employer firms, 1999 to 2023. count. Source: U.S. Census Bureau, Business Dynamics Statistics: employer firms, all covered industries, nation, states and counties.

Sources: U.S. Census Bureau, Business Dynamics Statistics: employer firms, all covered industries, nation, states and counties; U.S. Census Bureau, Business Formation Statistics: business applications (BA_BA), all sectors, seasonally adjusted, United States and states; U.S. Department of Agriculture, National Agricultural Statistics Service, Census of Agriculture: number of farms, nation, states and counties (1997 to 2022). Companies statistics and rankings

Health

Life expectancy in Alabama was 73.82 years in 2022, up 1.82 years from 2021, and the 5th lowest of 51 states.

Life expectancy at birth73.82 years2022Up 1.82 years from 2021The 5th lowest of 51 states
Adult obesity rate39.7%2025Up 0.8 percentage points from 2024The highest of 48 states
Adult cigarette smoking rate12%2025Down 2 percentage points from 2024The 16th highest of 48 states
Drug overdose deaths, 12 months ending795April 2026, provisionalDown 24.4% from April 2025
Traffic fatality rate18.6 per 100,000 people2024, estimatedDown 0.4 per 100,000 people from 2023
7273747576201820192020202120222018: 75.1 years2019: 75.2 years2020: 73.2 years2021: 72 years2022: 73.82 years
Life expectancy at birth, 2018 to 2022. years. Source: Centers for Disease Control and Prevention, NCHS final period life expectancy at birth, total population: US 2021 to 2024 and states 2022.

Sources: Centers for Disease Control and Prevention, NCHS final period life expectancy at birth, total population: US 2021 to 2024 and states 2022; Centers for Disease Control and Prevention, Nutrition, Physical Activity, and Obesity: Behavioral Risk Factor Surveillance System (hn4x-zwk7), percent of adults aged 18 years and older who have obesity, total; Centers for Disease Control and Prevention, Behavioral Risk Factor Surveillance System (BRFSS) Prevalence Data, 2011 to present (dttw-5yxu), adults who are current smokers, crude prevalence, overall; Centers for Disease Control and Prevention, VSRR Provisional Drug Overdose Death Counts (xkb8-kh2a), reported number of drug overdose deaths, 12 month-ending; Invokely, NHTSA FARS traffic fatalities divided by BEA mid-year population (SAINC1 and CAINC1), per 100,000 residents. Health statistics and rankings

Energy and environment

Average residential electricity price in Alabama was 16.1 US cents per kWh (provisional) in 2025, up 6.1% from 2024, and the 21st highest of 51 states.

Average residential electricity price16.1 US cents per kWh2025, provisionalUp 6.1% from 2024The 21st highest of 51 states
Average annual temperature64.5 °F2025Down 1 °F from 2024The 7th highest of 50 states
68101214161820012005200920132017202120252001: 7.01 US cents per kWh2002: 7.12 US cents per kWh2003: 7.39 US cents per kWh2004: 7.62 US cents per kWh2005: 8 US cents per kWh2006: 8.75 US cents per kWh2007: 9.32 US cents per kWh2008: 10.4 US cents per kWh2009: 10.66 US cents per kWh2010: 10.67 US cents per kWh2011: 11.09 US cents per kWh2012: 11.4 US cents per kWh2013: 11.26 US cents per kWh2014: 11.48 US cents per kWh2015: 11.7 US cents per kWh2016: 11.99 US cents per kWh2017: 12.55 US cents per kWh2018: 12.18 US cents per kWh2019: 12.53 US cents per kWh2020: 12.57 US cents per kWh2021: 12.96 US cents per kWh2022: 14.25 US cents per kWh2023: 14.63 US cents per kWh2024: 15.18 US cents per kWh2025: 16.1 US cents per kWh
Average residential electricity price, 2001 to 2025. US cents per kWh. Source: U.S. Energy Information Administration, Electricity data browser: average retail price of electricity, residential sector, annual (EIA-861 and EIA-861M).

Sources: U.S. Energy Information Administration, Electricity data browser: average retail price of electricity, residential sector, annual (EIA-861 and EIA-861M); NOAA National Centers for Environmental Information, NOAA Climate at a Glance, January to December average temperature, contiguous US and statewide. Environment and emissions statistics and rankings

Sources and citations

Each figure comes from the table cited here. Cite the publisher; these citations include any notice the publisher requires.

  1. U.S. Census Bureau. Annual estimates of the resident population for the United States, states and counties, 1 July (Population Estimates Program). https://www2.census.gov/programs-surveys/popest/datasets/2020-2025/. Retrieved 2026-10-08.
  2. U.S. Census Bureau. American Community Survey 5-year estimates, table B01002: median age, total population. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b01002.dat. Retrieved 2026-10-08.
  3. U.S. Census Bureau. Population Estimates Program, county population by age and sex (cc-est agesex): residents aged 65 and over as a percentage of the total, 1 July; states and the nation summed from counties. https://www2.census.gov/programs-surveys/popest/datasets/2020-2025/counties/asrh/cc-est2025-agesex-all.csv. Retrieved 2026-10-09.
  4. U.S. Census Bureau. American Community Survey 5-year estimates, table B05002: foreign-born population as a percentage of the total population, calculated with stored inputs. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b05002.dat. Retrieved 2026-10-09.
  5. U.S. Census Bureau. Population Estimates Program resident population on 1 July divided by land area from the latest Census Gazetteer files, persons per km². https://www2.census.gov/programs-surveys/popest/datasets/2020-2025/. Retrieved 2026-10-09.
  6. U.S. Census Bureau. Population Estimates Program: net domestic migration, states and counties, July 1 of the previous year to June 30 of the reported year; vintage 2020 files for 2011 to 2020 and the latest 2020s vintage from 2021. https://www.census.gov/programs-surveys/popest/data/data-sets.html. Retrieved 2026-10-12.
  7. U.S. Bureau of Labor Statistics. Local Area Unemployment Statistics: unemployment rate by state, seasonally adjusted. https://download.bls.gov/pub/time.series/la/la.data.3.AllStatesS. Retrieved 2026-10-08.
  8. U.S. Census Bureau. American Community Survey 5-year estimates, table B19013: median household income in the past 12 months. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b19013.dat. Retrieved 2026-10-08.
  9. U.S. Bureau of Economic Analysis. SAINC1: state annual personal income summary, per capita personal income, current dollars, United States and states. https://apps.bea.gov/regional/zip/SAINC.zip. Retrieved 2026-10-09.
  10. U.S. Bureau of Labor Statistics. Employment-population ratio, civilian noninstitutional population aged 16 and over, seasonally adjusted, state LAUS measure 07. https://download.bls.gov/pub/time.series/la/la.data.3.AllStatesS. Retrieved 2026-10-08.
  11. U.S. Census Bureau. Small Area Income and Poverty Estimates (SAIPE): percent of people of all ages in poverty, states and counties. https://www2.census.gov/programs-surveys/saipe/datasets/2024/2024-state-and-county/est24all.txt. Retrieved 2026-10-08.
  12. U.S. Bureau of Labor Statistics. Labor force participation rate, civilian noninstitutional population aged 16 and over, seasonally adjusted, state LAUS measure 08. https://download.bls.gov/pub/time.series/la/la.data.3.AllStatesS. Retrieved 2026-10-08.
  13. U.S. Bureau of Economic Analysis. SAGDP2: gross domestic product (GDP) by state, all industry total, millions of current dollars. https://apps.bea.gov/regional/zip/SAGDP.zip. Retrieved 2026-10-08.
  14. Invokely calculation from GDP in current dollars (BEA SAGDP2 and CAGDP1) divided by mid-year population (BEA SAINC1 and CAINC1). https://invokely.ai/docs/methodology#gdp_per_capita_usd. Retrieved 2026-10-09.
  15. U.S. Bureau of Economic Analysis. SAGDP11: annual percent change in real GDP, all industry total, United States and states. https://apps.bea.gov/regional/zip/SAGDP.zip. Retrieved 2026-10-08.
  16. U.S. Bureau of Economic Analysis. SARPP: regional price parities by state, all items (United States = 100). https://apps.bea.gov/regional/zip/SARPP.zip. Retrieved 2026-10-09.
  17. U.S. Census Bureau. American Community Survey 5-year estimates, table B25077: median value (dollars), owner-occupied housing units. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25077.dat. Retrieved 2026-10-09.
  18. Federal Housing Finance Agency (FHFA). Annual change in the FHFA traditional purchase-only house price index, not seasonally adjusted, state, calculated with stored inputs. https://www.fhfa.gov/hpi/download/monthly/hpi_master.csv. Retrieved 2026-10-08.
  19. U.S. Census Bureau. American Community Survey 5-year estimates, table B25064: median gross rent (dollars), renter-occupied housing units paying cash rent. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25064.dat. Retrieved 2026-10-09.
  20. U.S. Census Bureau. American Community Survey 5-year estimates, table B25003: owner-occupied housing units as a percentage of occupied housing units, calculated with stored inputs. https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25003.dat. Retrieved 2026-10-09.
  21. U.S. Census Bureau. Building Permits Survey: final annual state estimates of new privately owned housing units authorized, including imputation, United States and states. https://www2.census.gov/econ/bps/State/st2025a.txt. Retrieved 2026-10-12.
  22. U.S. Bureau of Economic Analysis. SAPCE3: personal consumption expenditures by state by type of product, personal consumption expenditures (line 1), millions of current dollars, United States and states. https://apps.bea.gov/regional/zip/SAPCE.zip. Retrieved 2026-10-12.
  23. U.S. Bureau of Economic Analysis. SAPCE3: personal consumption expenditures by state by type of product, health care (line 60), millions of current dollars, United States and states. https://apps.bea.gov/regional/zip/SAPCE.zip. Retrieved 2026-10-12.
  24. U.S. Bureau of Economic Analysis. SAPCE3: personal consumption expenditures by state by type of product, housing (line 50), millions of current dollars, United States and states. https://apps.bea.gov/regional/zip/SAPCE.zip. Retrieved 2026-10-12.
  25. U.S. Bureau of Economic Analysis. SAPCE3: personal consumption expenditures by state by type of product, food services (line 82), millions of current dollars, United States and states. https://apps.bea.gov/regional/zip/SAPCE.zip. Retrieved 2026-10-12.
  26. U.S. Bureau of Economic Analysis. SAPCE3: personal consumption expenditures by state by type of product, gasoline and other energy goods (line 36), millions of current dollars, United States and states. https://apps.bea.gov/regional/zip/SAPCE.zip. Retrieved 2026-10-12.
  27. U.S. Census Bureau. Business Dynamics Statistics: employer firms, all covered industries, nation, states and counties. https://www2.census.gov/programs-surveys/bds/tables/time-series/2023/bds2023_st.csv. Retrieved 2026-10-10.
  28. U.S. Census Bureau. Business Formation Statistics: business applications (BA_BA), all sectors, seasonally adjusted, United States and states. https://www.census.gov/econ/bfs/csv/bfs_monthly.csv. Retrieved 2026-10-09.
  29. Source: USDA National Agricultural Statistics Service, Census of Agriculture. Census of Agriculture: number of farms, nation, states and counties (1997 to 2022). Retrieved through Data Commons (datacommons.org). https://www.nass.usda.gov/AgCensus/. Retrieved 2026-10-11. Retrieved through Data Commons (https://datacommons.org).
  30. Centers for Disease Control and Prevention (CDC). NCHS final period life expectancy at birth, total population: US 2021 to 2024 and states 2022. https://ftp.cdc.gov/pub/Health_Statistics/NCHS/Publications/NVSR/74-12/AL1.xlsx. Retrieved 2026-10-10. These data are available free from CDC. Use does not imply endorsement by CDC, ATSDR, HHS or the United States Government.
  31. Centers for Disease Control and Prevention (CDC). Nutrition, Physical Activity, and Obesity: Behavioral Risk Factor Surveillance System (hn4x-zwk7), percent of adults aged 18 years and older who have obesity, total. https://data.cdc.gov/resource/hn4x-zwk7.json?%24order=%3Aid&%24limit=50000&%24where=questionid%3D%27Q036%27+AND+stratificationid1%3D%27OVERALL%27+AND+datavaluetypeid%3D%27VALUE%27. Retrieved 2026-10-09. These data are available free from CDC. Use does not imply endorsement by CDC, ATSDR, HHS or the United States Government.
  32. Centers for Disease Control and Prevention (CDC). Behavioral Risk Factor Surveillance System (BRFSS) Prevalence Data, 2011 to present (dttw-5yxu), adults who are current smokers, crude prevalence, overall. https://data.cdc.gov/resource/dttw-5yxu.json?%24order=%3Aid&%24limit=50000&%24where=questionid%3D%27_RFSMOK3%27+AND+responseid%3D%27RESP046%27+AND+breakoutid%3D%27BO1%27+AND+data_value_type%3D%27Crude+Prevalence%27. Retrieved 2026-10-09. These data are available free from CDC. Use does not imply endorsement by CDC, ATSDR, HHS or the United States Government.
  33. Centers for Disease Control and Prevention (CDC). VSRR Provisional Drug Overdose Death Counts (xkb8-kh2a), reported number of drug overdose deaths, 12 month-ending. https://data.cdc.gov/resource/xkb8-kh2a.json?%24order=%3Aid&%24limit=50000&%24where=indicator%3D%27Number+of+Drug+Overdose+Deaths%27+AND+period%3D%2712+month-ending%27. Retrieved 2026-10-09. These data are available free from CDC. Use does not imply endorsement by CDC, ATSDR, HHS or the United States Government.
  34. Invokely calculation from NHTSA FARS traffic fatalities divided by BEA mid-year population (SAINC1 and CAINC1), per 100,000 residents. https://invokely.ai/docs/methodology#traffic_fatality_rate_per_100k. Retrieved 2026-10-12.
  35. Source: U.S. Energy Information Administration. Electricity data browser: average retail price of electricity, residential sector, annual (EIA-861 and EIA-861M). Retrieved through Data Commons (datacommons.org). https://www.eia.gov/electricity/data/browser/. Retrieved 2026-10-11. Retrieved through Data Commons (https://datacommons.org).
  36. NOAA National Centers for Environmental Information, Climate at a Glance. NOAA Climate at a Glance, January to December average temperature, contiguous US and statewide. From the NOAA Monthly U.S. Climate Divisional Database (nClimDiv), doi:10.7289/V5M32STR. https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/statewide/time-series/1/tavg/12/12/1895-2025/data.json. Retrieved 2026-10-12.

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