Electronic Monitoring: Why One-Size-Fits-All Fails Agencies

April 16, 2026 by Larry Stanton

Electronic monitoring has been part of the justice system for more than six decades. First explored in the 1960s as a behavior-reinforcement tool in juvenile justice, it gained traction in criminal courts in the 1980s when judges used location monitoring as an alternative to jail overcrowding.

Early pilot programs in Palm Beach, Florida; Sacramento, California; and Cook County, Illinois (one of the nation’s largest pretrial jurisdictions) laid the foundation for how electronic monitoring is used today. Their experimentation is a reminder of a core principle of the system itself — justice for all.

And yet in practice, supervision is never “one-size-fits-all.”

Probation agencies manage individuals with vastly different risk levels, personal circumstances, and support systems. Often under tight caseloads and operational constraints, every decision requires balancing evidence-based practices with professional judgment to deliver effective programs. Technology should support that work, not complicate it.

Rather than relying on standalone devices or fragmented approaches, graduated electronic monitoring programs combine the right layers of technology to deliver tailored outcomes.

Electronic Monitoring Right-Sized for Every Individual, Without Adding Work

Effective electronic monitoring applies accountability in proportion to risk. That means matching supervision intensity to an individual’s assessed needs while minimizing an officer’s administrative work.

Low-risk individuals — often first-time offenders or those with strong support systems — typically require less oversight. Monitoring options such as scheduled check-ins, curfews, or phone-based verification can confirm compliance without restricting daily life. These tools verify identity and location through biometrics or mobile prompts, ensuring accountability while preserving officer time.

High-risk individuals — serious or repeat offenders — may require more intensive supervision, such as alcohol monitoring, GPS tracking, or home detention. Hardware-based devices establish clear boundaries and provide continuous visibility into compliance.

Problems, however, arise when agencies rely on a single monitoring method for everyone. Low-risk individuals can be unintentionally over-supervised, which can increase the likelihood of technical violations or officer workload. While high-risk individuals may be under-supervised, affecting their appropriate level of support and compliance. When an individual’s needs change, officers are forced to reenroll cases, reenter data, or manage multiple systems.

The goal of electronic monitoring should be to right-size supervision — at the right time, for every individual — while minimizing officer friction.

A Graduated Electronic Monitoring Model That Moves With the Individual

Instead of locking individuals into static programs, agencies can apply a graduated electronic monitoring model that scales supervision levels up or down as an individual’s circumstances change, weighing risk assessments, court conditions, and protective factors. Consider an individual who has a history of driving under the influence and inconsistent check-in compliance. While they have a supportive home life and optimistic career outlook, they are assessed as high-risk. Their monitoring journey may look something like this:

Initial assignment: Individual is assigned to alcohol monitoring (which is worn on the ankle to track both substance use and GPS compliance), weekly treatment meetings, and curfew check-ins through voice verification.
After six months of compliance: Alcohol restrictions are lifted, GPS remains active, and curfew windows are adjusted — updated through a simple case edit, not a reenrollment.
After continued progress: Treatment program continues. GPS is removed and replaced with facial-recognition-based curfew check-in.
Upon successful treatment completion: Now assessed as low-risk, the individual transitions to phone-based check-ins only.

At no point during this time did the officer have to reenroll the client, rebuild the case record, or transfer data between systems. Each adjustment was documented and informed by a full supervision history, supporting both accountability and judgment.

Why a Graduated Electronic Monitoring Model Matters

Graduated models only work when tools, data, and workflows are connected. Programs benefit from an approach that supports:

End-to-end monitoring. Agencies can customize monitoring programs, without reenrollment, to meet the unique needs or circumstances of the individual.
Device-agnostic readiness. Agencies can easily transition between device types without disrupting workflows or creating duplicate data entry.
Case management system (CMS) integration. Parameters, zones, policies, conditions, and locations sync to and live in the CMS, regardless of the device.
Evidence-based practices. A progressive monitoring approach with flexible tracking devices can enhance the effectiveness of supervision, driving compliance, communication, and outcomes.
Monitoring support. Agencies can receive the hardware, software, and support needed to reliably monitor individuals awaiting trial, on probation, or out on parole.

When supervision levels are easier to adjust, agencies can manage cases with greater confidence. But that confidence is only as strong as how well the program is used.

Using Data to Create Stronger Electronic Monitoring Programs and Outcomes

Electronic monitoring generates valuable insights when agencies take the time to analyze them. Reviewing insights such as court appearance and revocation rates by monitoring type, check-in completion rates by monitoring tier, and risk score progression over time can help answer how well a program is performing.

It’s important to remember that data supports justice, but it’s people who uphold it. These insights aid agency leaders as they work to continuously improve policies and demonstrate community impact.

Justice For the People, By the People

At its core, justice revolves around people — both those it serves and those who administer it.

When applied thoughtfully, electronic monitoring programs provide officers with clearer visibility, individuals with accountability yet stability, and communities with peace of mind.

Justice is not achieved through technology alone. It’s upheld by the professionals who use the right tools, in the right way, to serve people and the public.

Evaluate where your monitoring program fits today by downloading the electronic monitoring continuum.

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