Scores by category

Each category averages its indicators' percentile scores among US metro and micro areas.

Safety78#203/924
Economy24#700/925
Housing55#420/925
Health45#510/925
Healthcare75#236/923
Environment75#226/917
Education66#313/925
Infrastructure55#414/925
Community93#62/925
Leisure & amenities55#415/925

Strengths · Weaknesses

Indicators where Ludington, MI micropolitan area ranks highest and lowest among US metro and micro areas (score = percentile, 100 = best).

Strengths

Voter turnout · high78.3%
97/100Michigan 74.6%United States 65.2%2024U.S. Election Assistance CommissionAggregated from counties
Homicide rate · low0.0 /100k
93/100Michigan 4.7 /100kUnited States 4.8 /100kMay 2025–Apr 2026Centers for Disease Control and PreventionAggregated from counties
Hot days · low2 days
93/100Michigan 5 daysUnited States 42 days2016-2025NOAA National Centers for Environmental InformationAggregated from counties
Property crime rate · low524 /100k
92/100Michigan 1,259 /100kUnited States 1,535 /100k2025Federal Bureau of InvestigationAggregated from counties
Severe housing problems · low10.0%
91/100Michigan 13.4%United States 16.8%2017-2021University of Wisconsin Population Health InstituteAggregated from counties
Restaurants and bars · high13.1 /10k
90/100Michigan 9.1 /10kUnited States 9.0 /10k2025U.S. Bureau of Labor StatisticsAggregated from counties

Weaknesses

Gyms and fitness centers · low0.0 /10k
1/100Michigan 1.0 /10kUnited States 1.3 /10k2025U.S. Bureau of Labor StatisticsAggregated from counties
High ozone days · high9 days
3/100Michigan 3 daysUnited States 7 days2022Centers for Disease Control and Prevention · U.S. Environmental Protection AgencyAggregated from counties
Unemployment rate · high6.4%
4/100Michigan 5.2%United States 4.3%2025U.S. Bureau of Labor StatisticsPartial year
Pharmacies · low0.7 /10k
5/100Michigan 1.9 /10kUnited States 1.8 /10k2025U.S. Bureau of Labor StatisticsAggregated from counties
Depression · high28.7%
9/100Michigan 26.5%United States 20.7%2023Centers for Disease Control and PreventionAggregated from counties
New business applications · low8.4 /1k
13/100Michigan 15.0 /1kUnited States 16.6 /1k2025U.S. Census BureauAggregated from counties

Trends

The largest changes over about five years, next to the country's over the same periods.

High ozone daysWorsening
3 days (2017) → 9 days (2022)
+200%5 yearsUS 9 days → 7 days
New homes permittedImproving
3.4 /1k (2021) → 7.2 /1k (Sep 2025–Aug 2026)
+108%5 yearsUS 5.2 /1k → 4.2 /1k
Homicide rateImproving
3.2 /100k (2021) → 0.0 /100k (May 2025–Apr 2026)
−100%5 yearsUS 7.8 /100k → 4.8 /100k
Child care cost burdenImproving
43.3% (2020 & 2021) → 27.3% (2023 & 2024)
−16 pts3 yearsUS 24.5% → 27.9%
Access to exercise opportunitiesImproving
75.0% (2010 & 2021) → 86.3% (2022 & 2024)
+11 pts3 yearsUS 79.8% → 84.5%
Broadband subscriptionsImproving
76.2% (2015-2019) → 86.5% (2020-2024)
+10 pts5 yearsCensus table B28002US 82.7% → 91.0%

What changed in five years

How each measure moved between two periods about five years apart, read against whether more or less is better, the published margin of error and the same change in other places.

Over about five years, Ludington, MI micropolitan area improved on 12 of 29 measures with a comparison and declined on 7. 7 moved within the margin of error and 3 barely changed.

Earlier period
Latest period
Lower standingHigher standing

Position is the place's standing among metro and micro areas: further right is better, whichever way the measure counts. Periods differ by measure (most compare 2015-2019 with 2020-2024); each row names its own in its tooltip and in the table.

Improved12

Restaurants+27%10.3 /10k → 13.1 /10k
Violent crime−41%349 /100k → 207 /100k
Traffic deaths−14%21.4 /100k → 18.5 /100k
Overdose deaths−54%23.8 /100k → 10.9 /100k
Property crime−45%953 /100k → 524 /100k

Declined7

Grocery stores−25%1.4 /10k → 1.0 /10k
Pharmacies−33%1.0 /10k → 0.7 /10k
Arts & recreation−11%6.2 /10k → 5.5 /10k
Commute+1.9 min17.6 min → 19.5 min
Suicides+21%16.8 /100k → 20.3 /100k

All 29 measures

Change of every measure of Ludington, MI micropolitan area between two periods about five years apart
Measure	Before	After	Change	Reading	Favourable vs peers
Arts, entertainment and recreation	6.2 /10k2020	5.5 /10k2025	−11%	Declined	12%
Average commute time	17.6 min2015-2019	19.5 min2020-2024	+1.9 min	Declined	14%
Average weekly wage	$8552020	$9632025	+13%	Improved	2%
Bachelor's degree or higher	23.1%2015-2019	26.6%2020-2024	+3.6 points	Improved	69%
Broadband subscriptions	76.2%2015-2019	86.5%2020-2024	+10 points	Improved	65%
Child poverty rate	25.0%2015-2019	24.4%2020-2024	−0.6 points	Within the margin of error	29%
Distance to an airport	86 mi2020	86 mi2025	−0 mi	Little change	77%
Drug overdose deaths	23.8 /100k2020	10.9 /100kMar 2025–Feb 2026	−54%	Improved	86%
Effective property tax rate	1.18%2015-2019	0.98%2020-2024	−0.2 points	Little change	75%
Firearm deaths	12.9 /100k2020	14.0 /100kMay 2025–Apr 2026	+8.5%	Declined	36%
Grocery stores	1.4 /10k2020	1.0 /10k2025	−25%	Declined	6%
High school diploma or higher	92.1%2015-2019	94.1%2020-2024	+2 points	Within the margin of error	61%
Home price to income ratio	2.7×2015-2019	3.4×2020-2024	+0.7×	Declined	29%
Income adjusted for local prices	$46,4922019	$59,6462024	+28%	Improved	23%
Income inequality (Gini index)	0.4632015-2019	0.4442020-2024	−0.020	Within the margin of error	90%
Median household income	$51,7252015-2019	$64,7482020-2024	+25%	Improved	40%
New business applications	6.8 /1k2020	8.4 /1k2025	+25%	Improved	21%
Pharmacies	1.0 /10k2020	0.7 /10k2025	−33%	Declined	6%
Poverty rate	15.0%2015-2019	14.1%2020-2024	−0.9 points	Within the margin of error	49%
Property crime rate	953 /100k2020	524 /100k2025	−45%	Improved	75%
Public libraries	0.7 /10k2019	0.7 /10k2024	+0.3%	Little change	66%
Rent as share of income	28.0%2015-2019	29.5%2020-2024	+1.5 points	Within the margin of error	27%
Rent-burdened households	44.8%2015-2019	48.5%2020-2024	+3.7 points	Within the margin of error	26%
Restaurants and bars	10.3 /10k2020	13.1 /10k2025	+27%	Improved	96%
Suicide rate	16.8 /100k2020	20.3 /100kMay 2025–Apr 2026	+21%	Declined	25%
Traffic deaths	21.4 /100k2015-2019	18.5 /100k2020-2024	−14%	Improved	80%
Unemployment rate	10.0%2020	6.4%2025	−3.6 points	Improved	68%
Uninsured residents (under 65)	8.0%2015-2019	7.0%2020-2024	−0.9 points	Within the margin of error	69%
Violent crime rate	349 /100k2020	207 /100k2025	−41%	Improved	89%

“Against peers” compares the change with the same change in the 708 metro and micro areas that have the same two periods. It describes how common a change is, not why it happened.

Sources: Regional Economic Accounts; Local Area Unemployment Statistics; Quarterly Census of Employment and Wages; Mapping Injury, Overdose, and Violence; American Community Survey 5-Year Estimates; Business Formation Statistics; Uniform Crime Reporting Program, Return A master files; Public Libraries Survey; Fatality Analysis Reporting System; Distance to airports and intercity rail. Values are the latest and the one five years earlier of the same publisher dataset; datasets that changed publisher in between are never compared.

Survey estimates (American Community Survey) compare the two most recent 5-year windows that do not share years, so the margin of error of the difference holds. The 2015-2019 window predates the pandemic and 2020-2024 includes it.
A change counts only when it is larger than 1.645 times the square root of the two standard errors squared, summed (a 90% margin). Measures published without a margin must change by at least 5% to count.
“Against peers” compares the change with the same change in the 925 metro and micro areas that have the same two periods. It describes how common a change is, not why it happened.
Standing is a percentile among the same places: 0 is the lowest value on the measure (or the worst when lower is better), 100 the best.

Metro and micro areas like Ludington, MI micropolitan area five years ago that improved

The places whose measures looked most like those of Ludington, MI micropolitan area in the earlier period, ranked by how many measures improved beyond the margin of error, minus how many declined. A comparison of published data, not a forecast and not advice.

For comparison, Ludington, MI micropolitan area itself moved −0.8 points in standing on average over the same 30 measures (standings of all places average about zero).

How the ranking works

Similarity is the root-mean-square difference of standings in the earlier period over the measures most places have. Places are ranked by measures that improved beyond the margin of error minus those that declined (a count that estimation noise in small places cannot inflate), then by the mean change of standing over the measures a place has in both periods. Only places with more improvements than declines and a rise in standing are listed. Standings are relative, so a place can improve in absolute terms and still lose standing.

Who lives here

Age, race and education of residents, from the American Community Survey. Shares are of all residents (age), residents of every origin (race) or adults 25 and over (education).

Age and sex

29,207 residents

Men
Women

80 and over
70–79
60–69
50–59
40–49
30–39
20–29
10–19
Under 10

Share of all residents, each sex

Biggest shift since 2015–2019: 70–79 men (+1.6 points).

Table view

American Community Survey 5-year estimates, 2020–2024 · Table B01001View table on data.census.gov

Race and Hispanic origin

29,207 residents

Ludington, MI micropolitan area
United States share

White89%26,097
Black1.0%†279
Hispanic or Latino4.9%1,420

Education

21,582 residents (±56)

Ludington, MI micropolitan area
United States share

No high school diploma5.9%1,263
High school or GED32%6,904
Some college23%4,954

Counts are survey estimates, each with a margin of error. The grouping into ranges is ours; every count is the Census Bureau's.

Income

How household income is spread, not just the middle: each bar is the share of households in that income range.

Household income

12,801 households (±336)

Ludington, MI micropolitan area
United States share

Under $25k16%2,095
$25k–50k22%2,852
$50k–75k17%2,222
$75k–100k14%1,817
$100k–150k17%2,161
$150k–200k6.6%849
$200k or more6.3%805

Biggest shift since 2015–2019: Under $25k (−6.9 points).

Table view

American Community Survey 5-year estimates, 2020–2024 · Table B19001View table on data.census.gov

Counts are survey estimates, each with a margin of error. The grouping into ranges is ours; every count is the Census Bureau's.

Homes

Who owns and who rents, what homes cost, and what the housing stock looks like.

Owners and renters

12,801 households (±336)

Ludington, MI micropolitan area
United States share

Own78%10,025
Rent22%2,776

No change since 2015–2019 is larger than the margin of error.

Table view

American Community Survey 5-year estimates, 2020–2024 · Table B25003View table on data.census.gov

Rent paid

2,480 households (±324)

Ludington, MI micropolitan area
United States share

Under $75033%822
$750–1,00034%837
$1,000–1,50024%607

Home values

10,025 homes (±375)

Ludington, MI micropolitan area
United States share

Under $150k27%2,669
$150k–250k32%3,189
$250k–400k26%2,567

Age of homes

17,596 homes (±59)

Ludington, MI micropolitan area
United States share

2010 or later7.6%1,345
2000–200913%2,252
1980–199924%4,154

Size of homes

17,596 homes (±59)

Ludington, MI micropolitan area
United States share

Studio1.6%†290
1 bedroom9.3%1,645
2 bedrooms30%5,238

Counts are survey estimates, each with a margin of error. The grouping into ranges is ours; every count is the Census Bureau's.

Getting to work

How workers travel to their job and how long it takes them.

How people get to work

12,443 workers (±341)

Ludington, MI micropolitan area
United States share

Drive alone73%9,034
Carpool11%1,424
Public transit1.0%†123
Walk3.0%†375
Bike0.3%†32
Work from home11%1,364
Other0.7%†91

Biggest shift since 2015–2019: Drive alone (−8.7 points).

† Wide margin of error (more than 30% of the estimate): read with care.

Table view

American Community Survey 5-year estimates, 2020–2024 · Table B08301View table on data.census.gov

Time to get to work

11,079 workers (±368)

Ludington, MI micropolitan area
United States share

Under 15 min45%5,000
15–29 min37%4,066
30–44 min10%1,156

Counts are survey estimates, each with a margin of error. The grouping into ranges is ours; every count is the Census Bureau's.

Jobs and pay

What the largest occupations here pay, from the Bureau of Labor Statistics' Occupational Employment and Wage Statistics survey.

The Bureau of Labor Statistics publishes no occupation wages for Ludington, MI micropolitan area.

Local businesses

Employer businesses and sole proprietors by industry, per resident and against the state and the nation. Counts of businesses next to counts of people, not a measure of demand.

Ludington, MI has 738 employer establishments, 253 for every 10,000 residents (1.02× the US rate of 248), with 9,225 paid employees at an average annual pay of $46,759. The Census Bureau also counts 2,195 nonemployer businesses, mostly sole proprietors.

Establishments: 738; 2,195 nonemployers
Per 10,000 residents: 253; US 248
Paid employees: 9,225
Average annual pay: $46,759; US $68,342

Employer establishments, employees, average pay and nonemployers of Ludington, MI by industry, with the density per resident against the nation

Restaurants and other eating places	55	18.9	1.03×About typical	906	$23,316	10
Ambulatory health care services	45	15.4	0.74×Fewer than typical	482	$59,178	82
Specialty trade contractors	45	15.4	1.00×About typical	215	$54,121	176
Construction of buildings	34	11.7	1.54×More than typical	211	$66,630	106
Services to buildings and dwellings	27	9.3	1.37×More than typical	120	$42,608	162
Limited-service restaurants	26	8.9	1.11×About typical	389	$22,193	5
Religious organizations	23	7.9	1.42×More than typical	109	$25,128	—
Lessors of real estate	21	7.2	0.58×Fewer than typical	337	$62,955	225
Full-service restaurants	20	6.9	0.89×About typical	437	$25,270	—
Automotive repair and maintenance	19	6.5	1.29×More than typical	113	$44,292	25
Building equipment contractors	19	6.5	1.08×About typical	111	$51,315	17
Landscaping services	18	6.2	1.76×More than typical	64	$54,406	46

Rank places for an industry

County Business Patterns (2023); Nonemployer Statistics (2024)

Per-resident figures divide by the population estimate of 2023: 29,144 residents here, 336,755,052 in the United States. County Business Patterns counts establishments in 2023; the Nonemployer Statistics count businesses in 2024.
“More than typical” is a density at least 1.25 times the nation's per resident, “fewer” at most 0.8 times, with at least 10 establishments. It compares counts of businesses with counts of people: it says nothing about demand, incomes, size, quality or profit, and visitors and commuters are not residents.
The Census Bureau adds noise to employment and payroll to protect confidentiality, and withholds some figures: an industry with few establishments can show employees or pay as unavailable.
Industries overlap: a narrower industry (full-service restaurants) is part of a broader one (restaurants), so the rows do not add up.
A metro area's figures are the exact sums of its counties.
Industries follow the North American Industry Classification System; the two surveys use different editions (NAICS 2017 and 2022), which this page matches industry by industry.

Federal contract spending

In FY2026, federal agencies obligated $34.8M on contracts performed in Ludington, MI micropolitan area: $1,197 per resident (US $1,994).

Obligations: $34.8M; −21% vs FY2025
Per resident: $1,197; US $1,994
Sole-source: 0.0%; US 30%
Single offer: 0.0%; US 8.8%

A signal is a reason to look closer, not evidence of wrongdoing: most sole-source awards are lawful and justified.

Top buying agencies

Agricultural Marketing Service$32.5M93%
Department of the Army$2.2M6.4%
U.S. Fish and Wildlife Service$53.7K0.2%

Top recipients

CHERRY CENTRAL COOPERATIVE, INC.$30.5M88%
KING CO INC$2.2M6.4%
LUNA ENTERPRISES INTERNATIONAL INC$2M5.7%
CAMP-N-CRUISE, INC.$37.9K0.1%
ETS ELECTROFISHING SYSTEMS, LLC$15.8K0.0%

Spending by fiscal year

35.5MFY2017
34.1MFY2018
36.3MFY2019
45.8MFY2020
54.7MFY2021
68.1MFY2022
52.1MFY2023
54.8M

Top industries (NAICS)

Fruit and vegetable preserving and specialty food manufacturing · 3114$32.5M93%
Other heavy and civil engineering construction · 2379$2.2M6.4%
Ship and boat building · 3366$37.9K0.1%
Other electrical equipment and component manufacturing · 3359$15.8K0.0%

Largest awards

COMMODITIES FOR USG FOOD DONATIONS: 2000011280/4100034201/APPLESAUCE CUP-96/4.5,APPLESAUCE CAN-24/300,APPLESAUCE UNSWEETENED CAN-6/10,APPLESAUCE CUP SLEEVE-6/4 OZ$7.5M
CHERRY CENTRAL COOPERATIVE, INC.· Mason County, MI· Other equipment & supplies· May 12, 2026 – Aug 31, 2026· 123J1426C1133
COMMODITIES FOR USG FOOD DONATIONS: 2000011419/4100034741/APPLESAUCE CUP-96/4.5,APPLESAUCE UNSWEETENED CAN-6/10,APPLESAUCE CUP SLEEVE-6/4 OZ$6.3M
CHERRY CENTRAL COOPERATIVE, INC.· Mason County, MI· Other equipment & supplies· Aug 17, 2026 – Sep 23, 2026· 123J1426C1681
COMMODITIES FOR USG FOOD DONATIONS: 2000010630/4100031823/APPLESAUCE CAN-24/300$5.8M
CHERRY CENTRAL COOPERATIVE, INC.· Mason County, MI· Other equipment & supplies· Feb 28, 2025 – Apr 9, 2026· 123J1425C0809

Source: Federal contract transactions (Federal Procurement Data System) (U.S. Department of the Treasury, USAspending.gov), data current to Oct 3, 2026, loaded Oct 3, 2026.

Federal grants & assistance

Grants, loans (counted at their subsidy cost), direct payments and insurance, by fiscal year of the action (USAspending.gov, FABS). Reported apart from contracts and never added to them.

In FY2026, federal agencies obligated $272M in grants, loans, direct payments and insurance for Ludington, MI micropolitan area: $9,368 per resident (US $12,955).

Assistance · FY2026: $272M; +2.9% vs FY2025
Per resident: $9,368; US $12,955
Loan face value: $3.7M; lent or guaranteed
To individuals: 1.2%; counted, never named

Top programs

96.002 · Social Security Retirement Insurance$175.4M64%
96.001 · Social Security Disability Insurance$20.7M7.6%
64.109 · Veterans Compensation for Service-Connected Disability$16.4M6.0%
20.337 · Consolidated Rail Infrastructure and Safety Improvements Program$16.4M6.0%
96.004 · Social Security Survivors Insurance$12.2M4.5%
20.287 · Surface Transportation Block Grant Program$7.7M2.8%
96.006 · Supplemental Security Income$4.8M1.8%
93.600 · Head Start$3M1.1%

Top recipients (organizations)

CITY OF LUDINGTON$16.4M6.0%
LUDINGTON, MI
TRANSPORTATION, MICHIGAN DEPARTMENT OF$9.3M3.4%
LANSING, MI
FIVECAP, INC.$3M1.1%
SCOTTVILLE, MI
MASON COUNTY ROAD COMMISSION$2M0.7%
SCOTTVILLE, MI
WEST SHORE COMMUNITY COLLEGE$1.1M

Organizations only: awards to individuals and county aggregate records count in the totals but are never listed. Grants to state governments recorded at the agency's own address are counted statewide, not in the capital's county.

Top agencies

Social Security Administration$213M78%
Under Secretary for Benefits/Veterans Benefits Administration$18.5M6.8%
Department of Veterans Affairs
Federal Railroad Administration$16.4M6.0%
Department of Transportation
Federal Highway Administration$9.3M3.4%
Department of Transportation
Administration for Children and Families

Assistance by fiscal year

214.5MFY2021
213.3MFY2022
226.4MFY2023
242.6MFY2024
264.3MFY2025
272MFY2026

County aggregates

86%

Share of obligations reported only as county totals of many small awards (for example Social Security or Medicare payments), with no recipient named.

Source: Federal financial assistance transactions (Financial Assistance Broker Submission) (U.S. Department of the Treasury, USAspending.gov), data current to Oct 3, 2026, loaded Oct 3, 2026 · FY2021–FY2026.

Counties in Ludington, MI

Whole counties, as the U.S. Office of Management and Budget delineates the area. Federal spending below is the exact sum of these counties.

Mason CountyCentral county6829,040

Principal cities

The cities the area is named for.

LudingtonPrincipal city7,676

Largest cities and towns

By population, for places with most of their residents in the area.

Other metro and micro areas in Michigan

Areas based in Michigan, best score first.

Similar metro and micro areas

Closest indicator profiles across the country (no model: score distances).

Data and sources

Latest published value of each indicator; periods differ by source. Values flagged by their publisher are marked.

Mapping Injury, Overdose, and ViolenceCenters for Disease Control and Prevention · release 2026-10-01
PLACES: Local Data for Better HealthCenters for Disease Control and Prevention · release 2025
Daily county PM2.5 and ozone (EPA downscaler model)Centers for Disease Control and Prevention · U.S. Environmental Protection Agency · release 2022
Care Compare: Hospital General Information and Timely and Effective CareCenters for Medicare & Medicaid Services · release 2026-07-22
Distance to airports and intercity railFederal Aviation Administration · Bureau of Transportation Statistics · U.S. Census Bureau · release 2025+amtrak-2026-04-23
Uniform Crime Reporting Program, Return A master filesFederal Bureau of Investigation · release 2025
Public Libraries SurveyInstitute of Museum and Library Services · release FY2024
U.S. Drought Monitor county statisticsNational Drought Mitigation Center (University of Nebraska–Lincoln), USDA and NOAA · release 2026-09-29
Fatality Analysis Reporting SystemNational Highway Traffic Safety Administration · release 2024
nClimGrid-Daily county averagesNOAA National Centers for Environmental Information · release 2025
Regional Economic AccountsU.S. Bureau of Economic Analysis · release 2024
Local Area Unemployment StatisticsU.S. Bureau of Labor Statistics · release 2025
Quarterly Census of Employment and WagesU.S. Bureau of Labor Statistics · release 2026 Q1
American Community Survey 5-Year EstimatesU.S. Census Bureau · release 2017-2024
Building Permits SurveyU.S. Census Bureau · release 2026-08
Business Formation StatisticsU.S. Census Bureau · release 2026-10-01
Population Estimates ProgramU.S. Census Bureau · release 2025
Small Area Health Insurance EstimatesU.S. Census Bureau · release 2024
Small Area Income and Poverty EstimatesU.S. Census Bureau · release 2024
Alternative Fuels Data Center station locatorU.S. Department of Energy · release 2026-10
Election Administration and Voting SurveyU.S. Election Assistance Commission · release 2024
Air Quality Index Annual Summary by CountyU.S. Environmental Protection Agency · release 2025
County Health Rankings & RoadmapsUniversity of Wisconsin Population Health Institute · release 2022-2025+2026-03-supplement

JSON · /api/v1/places/M31220

Scores by category

Strengths · Weaknesses

Strengths

Weaknesses

Trends

What changed in five years

Improved12

Declined7

Metro and micro areas like Ludington, MI micropolitan area five years ago that improved

Who lives here

Age and sex

Race and Hispanic origin

Education

Income

Household income

Homes

Owners and renters

Rent paid

Home values

Age of homes

Size of homes

Getting to work

How people get to work

Time to get to work

Jobs and pay

Local businesses

Federal contract spending

Top buying agencies

Top recipients

Spending by fiscal year

Top industries (NAICS)

Largest awards

Federal grants & assistance

Top programs

Top recipients (organizations)

Top agencies

Assistance by fiscal year

County aggregates

Counties in Ludington, MI

Principal cities

Largest cities and towns

Other metro and micro areas in Michigan

Similar metro and micro areas

Data and sources

Improved12

Declined7

Household income

Age and sex

Race and Hispanic origin

Education

Owners and renters

Rent paid

Home values

Age of homes

Size of homes

How people get to work

Time to get to work

Top buying agencies

Top recipients

Spending by fiscal year

Top industries (NAICS)

Largest awards

What was bought

Top programs

Top recipients (organizations)

Top agencies

Assistance by fiscal year

County aggregates

By type