Fraud Incident Labels & Arrest Rates: NYC, LA, and Chicago Domestic Cases

A fraud incident reported in New York City almost guarantees an arrest on paper, while the same category in Los Angeles tells a completely different statistical story. Municipal open-data portals reveal massive discrepancies not just in how cities categorize white-collar offenses, but in how frequently those reports result in a suspect in custody.

When you look at the raw numbers, the differences in taxonomy and clearance rates become impossible to ignore. Cities define, track, and clear these cases using fundamentally different rulebooks.

Key takeaway: New York City police records show arrest rates exceeding 98% across major fraud categories, while Los Angeles records for high-dollar fraud show arrest rates hovering around 30%. Meanwhile, Chicago domestic incident statistics reveal a massive gap in clearance rates, ranging from 76.3% for domestic homicides down to just 3.4% for domestic sex offenses.

Fraud Incident Labeling in New York City Police Data

New York City categorizes fraud through broad, overlapping labels. Rather than separating incidents by the specific mechanism of the scam, the NYPD groups thousands of records into generalized buckets.

The most striking metric in the NYC fraud incident data is the near-perfect arrest rate. When a fraud incident is logged under these primary types, an arrest is almost always attached to the record. This suggests these specific incident codes are primarily generated at the point of arrest, rather than when a victim initially files a report against an unknown suspect.

Here is how the four primary fraud classifications break down in New York City:

The highest volume category, Offenses Involving Fraud, accounts for 1,990 incidents. Of those, 1,982 resulted in an arrest—a staggering 99.6% clearance rate.

Similarly, the generic Frauds category logged 1,459 incidents with 1,430 arrests. Even the highly specific Fraudulent Accosting—a charge typically associated with street-level confidence games—shows an 86.7% arrest rate, though the total volume is much lower at just 30 recorded incidents.

Los Angeles Police Data: Specific Fraud Incident Types and Arrest Rates

Los Angeles takes a strictly statutory approach to its open data. Instead of broad "fraud" buckets, the LAPD logs incidents based on specific penal code thresholds.

The most prominent divider in LA fraud incident types is the dollar amount. California law dictates specific legal thresholds for grand theft, and the municipal data reflects this directly by tagging offenses that cross the $950.01 line.

This specificity provides a clearer picture of the actual crimes being committed. However, the arrest rates for these high-dollar LA incidents sit far below the near-100% figures seen in New York.

For major credit card fraud over the statutory limit, Los Angeles recorded 26 incidents. Only 7 of those cases resulted in an arrest, yielding a 26.9% arrest rate.

The numbers are slightly higher for service-based fraud. The category for Defrauding Innkeeper/theft Of Services, Over $950.01—which covers walking out on massive hotel or restaurant bills—saw 28 incidents and 9 arrests, bringing the rate to 32.1%.

Comparing Fraud Incident Volumes and Arrest Percentages Across Cities

A direct police data fraud comparison between these two coastal cities highlights a fundamental difference in public safety reporting. You cannot evaluate NYC fraud arrest rates against LA's without understanding the underlying data structure.

Here is the thing: New York's data implies a closed loop. When an incident is coded as "Offenses Involving Fraud," the suspect is likely already in handcuffs.

Los Angeles data, conversely, captures the victim's initial report. When a business owner reports a stolen credit card used for a $1,000 purchase, the LAPD logs the incident immediately. The 26.9% arrest rate reflects the reality of investigating financial crimes where the perpetrator is often anonymous or operating remotely.

Consider the structural differences:

• Taxonomy: NYC uses broad descriptive labels; LA uses strict statutory dollar thresholds.
• Volume: NYC's top fraud category contains 1,990 incidents; LA splits its high-dollar fraud into dozens of micro-categories averaging 20-30 incidents each.
• Clearance: NYC clears 98.3% of its combined fraud records; LA clears roughly 29.6% of the high-dollar incidents analyzed here.

Domestic-Flagged Incidents in Chicago Police Open Data

Shifting from financial crimes to interpersonal violence, Chicago utilizes a distinct "domestic" flag in its municipal records. This binary indicator (domestic = 1) allows analysts to track offenses that occur between family members, spouses, or cohabitants.

Chicago domestic incident statistics reveal that domestic violence is not confined to simple battery charges. The domestic flag appears across a wide spectrum of primary offense types, from property damage to severe violent crime.

The table below outlines the volume and arrest rates for six distinct offense types flagged as domestic in Chicago:

The most frequent category by far is Other Offense. This catch-all bucket contains 10,028 domestic-flagged incidents. Despite the massive volume, police made only 1,194 arrests, resulting in an 11.9% clearance rate.

Property crimes also feature prominently in domestic disputes. There were 667 cases of domestic Criminal Trespass, resulting in 122 arrests (18.3%). More destructively, the city recorded 62 domestic-flagged Arson cases, which saw just 8 arrests (12.9%).

Arrest Rates for Domestic-Flagged Offenses in Chicago

The variance in domestic violence arrests Chicago data is extreme. The severity of the crime heavily dictates the likelihood of an arrest being made.

At the highest end of the spectrum is Homicide. Chicago logged 76 domestic homicides, and police made 58 arrests. This 76.3% arrest rate is the highest among the sampled domestic categories, reflecting the intense investigative resources dedicated to fatal incidents.

But there is a catch. As the crimes become more complex to prove, or rely heavily on victim cooperation, the arrest rates plummet.

• Kidnapping: Out of 69 domestic kidnapping reports, only 4 resulted in an arrest (5.8%).
• Sex Offense: The city recorded 507 domestic sex offenses. Police made an arrest in just 17 of those cases, a staggering low of 3.4%.

This 3.4% figure highlights a critical challenge in public safety. Domestic sex offenses are notoriously difficult to prosecute, often hampered by a lack of physical evidence, delayed reporting, and the complex psychological dynamics between the victim and the perpetrator. The raw data clearly illustrates where the criminal justice system struggles to secure an actionable charge.

Quick Takeaways

• Categorization skews clearance rates: NYC's near-100% fraud arrest rate indicates their open data likely logs these specific fraud categories at the time of arrest, not at the time of the victim's report.
• Statutory tracking provides clarity: Los Angeles explicitly tracks fraud over $950.01, providing a realistic 26.9% to 32.1% arrest rate for high-dollar financial crimes.
• Domestic incidents span all crime types: Chicago's data proves domestic disputes frequently escalate into property crimes, including 667 criminal trespasses and 62 arsons.
• Severe disparities in domestic arrests: While Chicago clears 76.3% of domestic homicides, the arrest rate collapses to just 3.4% for domestic sex offenses.