NAGARE supports operator competency assessment with camera observations of configured task steps, cycle consistency and visible safety practices. Trainers agree the criteria and review the evidence, so an assessment can support a repeatable decision without treating a score as automatic proof of complete competence.
Most plants certify operators through a trainer's observation and a checklist. The result depends on the assessor, the day and how carefully the checklist was applied.
Our AI process monitoring software, NAGARE™, supports operator competency assessment by comparing configured visible task observations with agreed criteria. Records can inform trainer decisions. Scoring, task coverage and acceptance thresholds must be demonstrated for the proposed assessment station.
Operator competency assessment with NAGARE compares each attempt with the way your best operators perform the task, using the same criteria for every candidate.
Recorded cycles from expert operators set the steps, timing and safety checks that define competent performance.
The candidate performs the task at the station while the camera follows each step.
Results are scored against the standard, mapped to a level and stored with the video.
Send one task's SOP and a video of an expert performing it. We will show how an attempt would be scored.
Get In TouchEvery method aims to confirm that an operator can do the job. They differ in consistency, evidence and how often they can be repeated.
At Maruti Suzuki's training academies, NAGARE assessment stations record each trainee's SOP adherence, cycle times and safety practices, replacing subjective manual judgements.
Maruti Suzuki's published results cover its AI-powered trainee assessments within the joint P&G and Maruti Suzuki case study.
A written test shows what an operator knows, not whether they can perform the task at speed with real parts. Practical guides on workstation assessment recommend observable criteria checked during real work, because an operator can score well on a quiz and still lose rhythm under production conditions. Video scoring applies that principle to every attempt, with the same criteria each time and a record anyone can review.
Consistent task criteria and retained video can reduce differences between assessors, but they do not eliminate every source of judgement bias or measurement error. Validate the checks across representative operators and task variations, and keep a trainer responsible for the decision. A disputed result should be reviewable against the footage and the agreed criteria. Trainers can use that review to improve the assessment method rather than assuming an automated score is inherently objective or complete.
Agree visible task criteria for the task, such as visible SOP adherence, cycle time consistency across attempts and specified safety practices. Confirm what the camera can observe and which checks need another source. Where a configured scorecard supports weighting, demonstrate how the criteria combine and how ambiguous observations are treated. Map a reviewed result to the plant's skills scale only after the trainers have validated those rules. A visible action does not prove every underlying skill or safe physical result.
Use the levels defined by your plant. A four-level matrix running from in training to able to train others is one possible example, not a universal industry rule. Agree the evidence and thresholds for each task and proficiency level, including the trainer sign-off needed for borderline or unobserved work. The score and video can support that decision where the assessment has been validated. They should not silently redefine the levels already recorded for the operator.
An assessment record can support the plant's qualification decision where the task, date, criteria, reviewed result and relevant video are retained under the plant's process. Confirm the available record and export functions, retention and access in the proposed deployment. Auditors and the quality team decide whether that evidence meets their requirements. Camera observations do not themselves grant a qualification or prove competence in task elements outside the validated view and assessment scope.
Set reassessment and requalification rules according to task frequency, criticality and the plant's training process. Skill decay may matter for rarely performed work, but a camera result alone does not establish when a qualification expires. Agree how due dates, process changes and reviewed error patterns trigger another assessment, and confirm which tracking functions the deployment provides. Short refresher attempts can supply further evidence while a trainer retains responsibility for the resulting skills record.
It is a workstation set up for assessments, either in a training area or on the line, with a camera positioned to see the task clearly. Maruti Suzuki's training academies use NAGARE stations of this kind to track how trainees follow the SOP, their cycle times and their safety habits. One station can serve several tasks if fixtures and parts are changed between sessions.
Send the SOP for the task, your current checklist or skills matrix criteria and a few videos of expert operators performing it. Tell us how certification levels are defined today and who signs them off. With that, we can set the scoring criteria, design the station view and show a scored example from your own footage.
Share the tasks you certify, your current checklists and an expert video. We will plan operator competency assessment for those tasks and explain timing and cost. A first assessment station is usually ready in 4 weeks.
