The article summarizes the primary federal data sources, shows a step-by-step calculation for per-100,000 rates using FBI and Census data, discusses common errors, and ends with a short checklist readers can use to evaluate any published list.
What ‘the worst city to live in in the united states’ means: definition and context
Common headline uses of the phrase ‘the worst city to live in in the united states’
The phrase the worst city to live in in the united states is often used in headlines as a shorthand for high crime, low services, or poor economic conditions, but it has no single technical meaning. Journalists and analysts typically rely on specific crime metrics and a defined time window when they use this language, and those choices determine which places appear at or near the top of any list. For city crime counts and the caveats that accompany them, see the FBI Crime Data Explorer documentation FBI Crime Data Explorer documentation.
Two distinctions matter most when people ask which city has the highest crime rate: whether the focus is violent crime or property crime, and whether analysts report raw counts or per-capita rates. Per-capita rates use population denominators to allow fair comparisons between cities of very different sizes, and those denominators are commonly drawn from U.S. Census population estimates U.S. Census city population estimates.
Key distinctions: violent crime versus property crime
Violent crime and property crime reflect different public-safety concerns and move for different reasons, so combining them into a single measure can hide important differences. Analysts who focus on community safety often emphasize violent-crime rates when the question is about personal safety, while property-crime rates address theft and burglary patterns. The FBI Uniform Crime Reports are the standard source for those offense counts, and reporters who publish ranked lists usually state which metric they used FBI Uniform Crime Reports overview.
Why single-number ‘worst city’ labels are often misleading
Reporting differences and missing data
Many lists call out a single city as the worst based on one metric without noting that some law-enforcement agencies do not submit complete data, or that agencies may change reporting practices. The FBI and other federal pages warn that missing or inconsistent submissions affect city-level comparisons, and readers should check whether the counts behind a headline come from a complete reporting set FBI Crime Data Explorer documentation.
Consider a published ranking that mixes agencies with full submissions and agencies that report only partial data. That mix can inflate or deflate per-capita rates for a given city compared with peers that submitted full reports. For a clear reading, look for a statement about reporting completeness or a population threshold used by the analyst.
Rates calculated for very small cities or for areas with few incidents can swing dramatically year to year because a small change in counts produces a large change in the per-capita rate. Analysts often apply population cutoffs to reduce this volatility, and federal guidance recommends careful interpretation when denominators are small BJS methodology and reporting caveats.
As a practical analogy, imagine two towns: one with ten robberies and 5,000 residents, another with twenty robberies and 500,000 residents. Raw counts make the second town look worse, but per-100,000 rates reveal which place has the higher incidence per resident. That is why mixing raw counts and rates is misleading.
Primary data sources for assessing the worst city to live in in the united states
FBI Crime Data Explorer and Crime in the United States
The standard starting point for city comparisons is the FBI Crime Data Explorer FBI Crime Data Explorer, which provides reported offense counts that feed the FBI’s Crime in the United States publications. Analysts who construct per-capita rates typically begin by downloading city-level offense counts from the FBI’s reporting interface and then pair those counts with Census population estimates to compute rates FBI Uniform Crime Reports overview.
quick steps to download city offense counts and note reporting completeness
use same year for counts and population
Using U.S. Census population estimates as denominators
To convert offense counts into comparable rates, use the U.S. Census Bureau’s annual city and town population estimates as the denominator. Pairing FBI counts with Census estimates yields per-100,000 rates that can be compared across places and years U.S. Census city population estimates (see the strength and security section for related posts).
Because population estimates update annually, choose the estimate that matches the offense-count year or state the rationale if using a lagged estimate. Third-party analyses sometimes reformat FBI and Census data, apply minimum population thresholds, and publish ranked lists; those choices should be documented in the analyst’s methodology notes Council on Criminal Justice analysis notes and in resources such as the 50-state crime data collection 50-State Crime Data.
How analysts compute per-capita violent and property crime rates
Step-by-step calculation using FBI counts and Census denominators
Computing a per-100,000 rate is straightforward and reproducible: rate per 100,000 = (offense count / population) x 100,000. Use the FBI offense counts as the numerator and the Census city population estimate as the denominator to make comparisons meaningful FBI Uniform Crime Reports overview.
Practical steps: download the offense count for the city and year, obtain the Census population estimate for the same year, apply the formula, and, if desired, compute a multi-year average to smooth volatility. Document every choice so readers can reproduce the result.
Choosing per-100,000 and appropriate time windows
Per-100,000 is the common convention because it scales rates into familiar numbers and allows direct comparison across cities. Single-year rates are useful for recent snapshots, but analysts often use two- or three-year averages to reduce the influence of outlier years or reporting anomalies FBI Crime Data Explorer methodology.
When you compute a multi-year average, use the same time window for all places you compare and explain how you treated partial or missing submissions. That consistency is essential to avoid inadvertently privileging or penalizing one city due to reporting timing differences.
Recent FBI-based rankings and what they show
Patterns in 2022-2023 city-level violent crime rates
Analyses of FBI city-level data for 2022 and 2023 show recurring patterns: a set of smaller or mid-sized cities frequently appear near the top of violent-crime-rate rankings. The data indicate that several cities with concentrated violence often rise in per-capita violent-crime lists, though exact placements vary by year and by the filters analysts apply FBI Uniform Crime Reports overview (see the FBI release FBI press release for national totals).
For example, multiple independent analyses using recent FBI counts identify a group of places, including St. Louis, that commonly appear near the top of violent-crime-rate rankings when lists use city limits and do not mix metrics Council on Criminal Justice analysis notes.
There is no single definitive answer; rankings depend on the metric, year, and population denominator. Use FBI offense counts with Census population estimates and clear methodology to compare cities.
Which types of cities most often appear near the top
The cities that tend to rank high on violent-crime per-capita lists are often mid-sized urban centers or smaller jurisdictions with concentrated incidents rather than the largest metropolitan cores. Factors that influence these rankings include local law-enforcement reporting practices, recent changes in counts, and whether analysts apply population thresholds or multi-year smoothing The Marshall Project news analysis.
Because rankings shift with year and method, data-driven reports typically emphasize the metric, year, and any minimum population cutoff they used. Readers should check those elements before citing a headline ranking as definitive.
Decision criteria: how to compare and choose metrics for your concern
When to use violent versus property crime
Choose violent-crime rates if your concern is personal safety and property-crime rates if your concern is theft and burglary. Stating the metric up front keeps comparisons focused and reduces confusion when cities have divergent performance across offense types FBI Crime Data Explorer documentation.
Also consider whether you need combined measures for an overall safety profile or separate metrics to highlight specific risks. Either choice should be explicit in your method description.
Applying population thresholds and geographic consistency
To reduce the effect of volatility in small denominators, require a minimum population threshold, for example cities with 50,000 or more residents, or report results both with and without a threshold so readers see the sensitivity of rankings to that choice. The FBI guidance and common analyst practice stress transparency about thresholds FBI Uniform Crime Reports overview.
Confirm whether counts represent full city limits or only parts of a jurisdiction, especially in areas where policing boundaries and municipal lines differ. Geographic inconsistency can produce misleading comparisons if one city’s counts exclude large portions of its population or territory.
Common mistakes and methodological caveats to avoid
Mixing metrics and years
A frequent error is combining violent and property crime into a single score without explaining the weighting, or comparing a single year in one place with a multi-year average in another. Those choices produce rankings that are not apples-to-apples and can mislead readers about relative risks FBI Crime Data Explorer documentation.
Stay informed and get involved
Download the checklist in the closing section to reproduce city comparisons step by step.
Another mistake is citing raw counts without normalizing for population. Raw counts are informative for workload and resource planning, but they do not answer which city has the highest rate per resident; per-100,000 rates are required for that comparison.
Ignoring reporting completeness and undercounting
Reporting completeness and underreporting are common caveats. The Bureau of Justice Statistics outlines limitations in victimization surveys and reporting that can affect how well official counts reflect actual crime levels, so include caveats about undercounting when publishing rankings BJS methodology and reporting caveats.
As a rule, look for whether the analyst states which agencies submitted data and whether any large departments were excluded. If the list omits that information, treat the headline as provisional rather than definitive.
Practical examples, reader checklist and next steps
Short reader checklist for evaluating a ‘most dangerous’ list
Reader checklist: identify the metric (violent or property crime), confirm the year of offense counts, confirm the population denominator and threshold, check whether the rates are per 100,000 residents, and verify reporting completeness for the agencies included. These checks will help you judge whether a published ranking is reproducible and appropriate for your purpose FBI Crime Data Explorer documentation.
Where to go next: download FBI Crime Data Explorer offense counts, obtain the matching U.S. Census population estimate, and compute a per-100,000 rate using the formula in the methods section. If you need smoothing, compute a multi-year average and report your time window. See the news page for related updates.
Where to go for primary data and how to cite it
When you publish or cite a ranking, link to the FBI Crime Data Explorer page you used and to the Census population estimates so readers can reproduce your steps. A transparent method, clearly stated metric, and an explicit population threshold make any list verifiable and easier to interpret. Also include an author note linking to the about page when appropriate.
Bottom line: without a stated metric, year, and denominator, a single-number claim that a particular place is the worst city to live in in the united states is incomplete. Use the checklist, follow the steps, and cite the primary sources when reporting or repeating rankings.
Analysts state the metric (violent or property), use FBI offense counts with Census population estimates to compute per-100,000 rates, and often apply population thresholds and time windows for comparability.
No. FBI counts are the standard numerator, but differences in reporting completeness, definitions, and population choices mean rankings can change and require methodological notes.
Not by raw counts. Use per-100,000 rates with matching population denominators and consider minimum population thresholds to reduce volatility.
For voter information about local candidates and priorities, check candidate pages and public filings for context rather than relying solely on crime rankings.
References
- https://crime-data-explorer.fr.cloud.gov/pages/about
- https://www.census.gov/data/tables/time-series/demo/popest/2020s-cities-and-towns.html
- https://www.fbi.gov/services/cjis/ucr
- https://michaelcarbonara.com/contact/
- https://bjs.ojp.gov
- https://counciloncj.org
- https://cde.ucr.cjis.gov/
- https://projects.csgjusticecenter.org/tools-for-states-to-address-crime/50-state-crime-data/
- https://www.fbi.gov/news/press-releases/fbi-releases-2024-reported-crimes-in-the-nation-statistics
- https://www.themarshallproject.org
- https://michaelcarbonara.com/issue/strength-security/
- https://michaelcarbonara.com/news/
- https://michaelcarbonara.com/about/
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