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Data accuracy

What makes CrimeGrade™ scores accurate

Three things make CrimeGrade™ scores hold up at a business address. Every crime is measured against what it targets. Every estimate is made block by block. Every model is tested on places and months it never saw.

Measured fairly

The right yardstick

Shoplifting is measured against retail floor space, vehicle theft against parked cars and street robbery against the time people spend in public.

See the difference
Precise

Estimated block by block

CrimeGrade™ estimates crime for each hexagon about 66 meters on a side. A heatmap smoothed from neighborhood totals gives every block the same average.

See one neighborhood
Predictive

Tested on what it never saw

Each crime's model is judged on whole metro areas and later months left out of its training, the same test a new market puts it to.

How the models are tested
Measured fairly

The denominator decides which places look dangerous

A crime rate divides a count of crimes by a denominator: the people who live in an area, the hours people spend there or the cars parked in it. Divide by residents, and any place where many people spend time but few sleep reads as dangerous. A park with 10 crimes a year and 2 residents ranks among the most dangerous places in the country per resident. Measured against the thousands of hours visitors spend there, the same 10 crimes describe a safe park. The Las Vegas Strip shows the same effect on a much larger stage.

Per resident, the Strip looks like the robbery capital of Las Vegas

About 500 people live along the Strip, and it records about 6 in 10 of the robberies in this circle. Divided by residents, its robbery rate runs more than 100 times that of the neighborhoods around it. Ranked that way, the casino blocks look like the riskiest ground in the circle, which matches the Strip's reputation.

A 2-mile circle beside the Las Vegas Strip, hexagons ranked by robberies per resident, with the Strip outlined. Inside the outline the casino blocks show in red and orange, and many residential blocks to the west are green.

Per hour people spend there, the Strip's crowds share the risk

The Strip holds nearly two thirds of the hours people spend in public in this circle, walking between casinos, shops and shows. Spread over all those hours, four in five of its hexagons rank in the circle's lowest third for robbery. A few hexagons carry most of its robberies, and taken as a whole the Strip's rate per hour matches the off-Strip shopping centers. The residential streets nearby run more than four times higher, because far fewer people are out on them.

The same circle ranked by robberies per hour people spend in public. Inside the Strip's outline most hexagons turn green, and residential blocks west of Interstate 15 turn red and orange.
Lowest in the circleHighest in the circleWaterNo score
A 2-mile circle beside the Las Vegas Strip, the radius of a report's map. The outline marks the Strip: everything within a quarter mile of Las Vegas Boulevard. Each map ranks the circle's hexagons from the lowest robbery rate (green) to the highest (red). Left: robberies per resident, with a hexagon where no one lives counted as one resident. Right: robberies per hour people spend in public, the measure behind the CrimeGrade™ robbery score. All figures are CrimeGrade™ estimates of reported robberies.

A store is scored on the risk to each person around it, so crowded blocks and quiet streets compare fairly.

Measured fairly

Each crime's yardstick, mapped

CrimeGrade™ divides each crime by what that crime targets, which it calls the crime's ideal denominator. Each map shows one yardstick across Washington, DC on the hexagon grid, from fewer (light blue) to more (dark blue). CrimeGrade™ builds the same layers for every hexagon in the country.

Retail floor area across Washington, DC on the hexagon grid, densest along shopping streets and in malls.
Shoplifting, theft from businesses

Retail floor area

Shoplifting follows the size of the sales floor, so it is measured per 1,000 square feet of retail floor area. Theft from businesses is measured the same way against all commercial floor area.

Businesses across Washington, DC on the hexagon grid, densest downtown and along commercial corridors.
Robbery, burglary and arson of businesses

Businesses

Each business is a target, so robbery of a business is measured per 100 businesses. Burglary and arson of businesses are counted per 100 businesses too, and their scores use the household and housing-unit measures, like all burglary and arson.

Person-hours across Washington, DC, darkest downtown and along busy corridors.
Murder, rape, assault

Person-hours

The hours people spend in a place, at home, at work or out in public. Violent crime follows people, so its rate follows where people are, around the clock.

Estimated hour by hour for every hexagon, from where people live, work, shop, study and visit.

Public person-hours across Washington, DC, concentrated downtown and in shopping and transit areas.
Robbery

Public person-hours

The hours people spend outside their homes: on the street, at work, in stores and in parks. Street robbery happens in public, so time at home is left out.

Open parking spaces across Washington, DC on the hexagon grid.
Vehicle theft

Open parking spaces

The risk to a car follows the cars parked around it. CrimeGrade™ counts about 1.5 billion parking spaces nationwide in six classes: street, lot, driveway, home garage, public garage and airport. Vehicle theft is measured against the open ones, everything except home garages.

Theft from vehicles is measured per 1,000 parking spaces.

Households across Washington, DC on the hexagon grid, densest in residential neighborhoods.
Burglary

Households

Occupied homes. Most burglaries target homes, so burglary is measured per household.

Housing units across Washington, DC on the hexagon grid.
Arson

Housing units

Homes, occupied or empty. Arson strikes buildings whether or not anyone lives in them, so the yardstick counts every home.

Vandalism

Housing units and businesses

Vandalism strikes homes and businesses alike, so its yardstick counts both.

Theft

Public person-hours and parking spaces

Theft takes from people and from cars, so its yardstick blends the two, about 64% people and 36% vehicles nationally.

Precise

Each block scored on its own

A neighborhood crime index gives every block in a neighborhood the same number. CrimeGrade™ estimates crime for each hexagon about 66 meters on a side, from the conditions on and around it, so stores a block apart get their own scores.

The neighborhood outlined on the map, west of the Las Vegas Strip, holds 132 hexagons. Their overall CrimeGrade™ scores run from about 100 to 1000 and up. The hexagons along the busy roads at its edges score highest, and its inner blocks score lower.

A store's score describes its own block, so two stores in one neighborhood can carry very different risk.

One neighborhood west of the Las Vegas Strip, outlined, with each 66-meter hexagon colored by its overall crime score: red along the busy roads at its edges, green and yellow on many inner blocks.
Less crimeMore crime
One neighborhood west of the Las Vegas Strip (outlined), with the overall CrimeGrade™ score of each hexagon on the national 0 to 1000 scale a report uses.
Predictive

Tested on places and months it never saw

Each crime's model learns from police records across the country. To show how well it predicts crime somewhere new, CrimeGrade™ scores each model on whole metro areas and later months that were left out of its training. Each model keeps only the factors that improve it.

The police counts behind the models are checked first. Every report names the release it was built on, and CrimeGrade™ updates its data once a year.

The scores a team acts on have been tested on ground the models never trained on.

Metro areas held outEach model is scored on whole metro areas left out of its training.
Later months held outEach model is also scored on months after the ones it learned from.
Filings checkedPolice filings are checked month by month, and failed months are corrected or set aside.
State counts comparedWhere states keep their own crime records, such as Florida and New York, the estimates are checked against them.
Reading a report

Which number answers which question

How much crime

Yearly counts in the rings

How much crime the 1-, 3- and 5-mile rings hold in a year. Counts size patrols and guard coverage.

How risky the spot is

CrimeGrade™ scores for each crime

Each crime on its ideal denominator, on one national 0 to 1000 scale. A score means the same level of risk in a city center and a rural county.

How the store compares

CrimeGrade™ store scores

A business compared with the typical store of its type, where 100 is typical and 200 about twice the incidents.

Reference

Every crime and its denominator

The full list, with each denominator's unit, is on the Data definitions page.

CrimeDenominatorWhy it fits
ShopliftingRetail floor areaShoplifting follows the size of the sales floor
Theft from businessesCommercial floor areaTheft follows the size of the business
Robbery of businessesBusinessesEach business is a target
Robbery of peoplePublic person-hoursStreet robbery happens away from home
Murder, rape and sexual assault, aggravated and simple assaultPerson-hoursViolence follows where people are, at any hour
BurglaryHouseholdsMost burglaries target homes
TheftPublic person-hours and parking spacesTheft takes from people and from cars
Vehicle theftOpen parking spacesThe risk to a car follows the cars parked nearby
ArsonHousing unitsCounts the homes at risk, occupied or empty
VandalismHousing units and businessesVandalism hits homes and businesses alike