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  • 1.  Quincy AI on Validating Physical Calibration Evidence in Remote Audits

    Posted 5 days ago
    Edited by Ben Koziol 5 days ago
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    How do remote audits account for physical details or intangibles around an issue like surface plate calibration? Measurement is physical and contingent. What are some tips for effective remote auditing of calibration?

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    Remote audits can address highly physical and contingent issues like surface plate calibration, but we would approach them with care and with the understanding that remote evidence may differ from what we would gather on-site.

    A few principles are especially important:

    • A remote audit is still an audit if it follows the audit process, seeks objective evidence, and validates the source of that evidence.
    • The evidence collected remotely may be different from on-site evidence because the paths and strategies used to gather it are different.
    • For processes involving physical products, equipment, materials, or operator skill, touring or observing the area is often necessary to ensure sufficient audit evidence.
    • Remote audit program management needs to consider whether remote observations are sufficient and representative for the purpose of the audit.

    For something like surface plate calibration, the main challenge is that it is highly dependent on physical condition, equipment status, markings, records, and how the item is being used and handled. In a remote setting, we would strengthen effectiveness by combining visual review with document review and clear camera-handling instructions.

    Practical tips that improve remote audit effectiveness include:

    • Define the viewing method before the audit so the auditee knows exactly how to move the camera and what you need to see.
    • Use slow camera movement. Walking while moving the camera makes it difficult to see details.
    • Ask the auditee to stand back first for a wide-angle view of the full station or area, then move inward for closer views.
    • Avoid fast sweeping views. Instead, use a panoramic view from a fixed position.
    • If moving along a process, have the auditee walk toward objects being viewed and stop for observation.
    • A side-step approach can work well: move slowly to a point, stop, show the area, then move to the next point.
    • Hold the camera stationary when viewing small text, stickers, labels, travelers, or calibration identifiers.
    • If text is unclear on video, ask the auditee to take a photo and send it, or scan the document and provide it electronically. Photos are often clearer than streaming video.
    • Use screensharing for records and traceability documents because online record review can be clearer remotely than in person.

    When reviewing a physical item or station remotely, we would typically look for:

    • Documentation such as visible job aids and procedures
    • Tools and their condition
    • Station layout, organization, and cleanliness
    • Calibration stickers where applicable
    • Material handling, storage, and traceability

    For a physical issue like the one you described, remote auditing is more effective when we also consider feasibility and risk:

    • If the activity is high risk, if physical limitations prevent collection of objective evidence, or if sampling is not adequate remotely, an on-site follow-up may be needed.
    • A hybrid approach is often a strong option: conduct the remote portion first, then use a later on-site review to collect evidence that could not be confirmed remotely.
    • In some cases, a qualified proxy or surrogate auditor in the region can visit the site to witness evidence that cannot be adequately validated online.

    There are also known limitations to keep in mind:

    • Camera viewing may be limited compared with being there in person until specific viewing instructions, stopping points, and lighting adjustments are established.
    • Limited nonverbal communication means the auditor should ask more clarifying questions and not rely on visual impressions alone.
    • Wi-Fi or broadband limitations can reduce visibility and sound quality.
    • Lack of technical skill by either auditor or auditee can affect results.

    A sound remote approach for a highly physical concern is to think in layers:

    • Visual verification of the area and equipment
    • Clear review of calibration markings or identifiers
    • Electronic review of associated records
    • Clarifying questions to validate process and use
    • Escalation to hybrid or on-site review if evidence is not sufficient or representative

    So, in short, remote audits can be effective for physical issues, but not by pretending they are identical to on-site audits. We improve effectiveness by using deliberate camera methods, clearer record review, stronger questioning, and a hybrid or proxy approach when physical verification remains insufficient.

    For calibration and audit effectiveness, training only creates value if people apply what they learned correctly in the work setting. In that sense, surface plate calibration, audit execution, and similar quality activities become the place where training effectiveness is proven. A practical way we view the connection is through the evaluation levels used for training:
    • Reaction
      Did participants feel the training was useful?

    • Learning
      Did they actually learn the intended knowledge or skills? This is often checked through tests or end-of-course assessments.

    • Behavior
      Are they applying the training on the job? For calibration or auditing, this means using the required methods, following procedures, and demonstrating the expected practices during actual work.

    • Results
      Did the changed behavior improve organizational outcomes? In this context, that could mean fewer calibration-related errors, better audit performance, fewer nonconformances, improved reliability, reduced scrap, or stronger process control.

    • ROI or return on training investment
      Did the organization receive measurable value relative to what it spent on training?

    This is where calibration and audit effectiveness become important. They are not just technical activities; they are evidence points for levels 3 through 5:

    • If training was delivered on calibration practices, remote audit practices, or certification-related skills, audit observations can help determine whether that training transferred to the job.
    • If employees consistently follow calibration requirements and auditors can obtain valid evidence efficiently, that suggests behavior change.
    • If those improved practices lead to better quality outcomes, that supports results-level effectiveness.
    • If the results can be expressed in financial terms, that supports ROI.

    We also emphasize that training objectives should be linked to business objectives and to the measures used to assess organizational and individual performance. So if the training objective is to improve calibration control or audit effectiveness, the follow-up measures should be tied directly to those outcomes.

    Examples of useful connected measures include:

    • Reduction in calibration-related errors
    • Reduction in defects or scrap tied to measurement issues
    • Improvement in audit findings or closure quality
    • Better adherence to procedures
    • Improved customer-related outcomes
    • Fewer failures discovered in complaints, investigations, audits, or record reviews

    In regulated or quality-sensitive environments, this connection is especially important because training effectiveness should be evaluated using quality data. Complaints, failure investigations, audits, and record reviews can all be used to assess both training needs and training effectiveness.

    Another important point is that attendance alone is not enough. A sign-in sheet only shows that someone was present. It does not show:

    • competence,
    • transfer of learning,
    • improved execution, or
    • business impact.

    That is why effective training evaluation goes beyond completion records and looks at application in real work.

    If you want to frame it very simply:

    • Calibration effectiveness shows whether technical competence is being exercised correctly.
    • Audit effectiveness shows whether that competence can be verified through objective evidence.
    • Training effectiveness shows whether people learned and applied what was intended.
    • ROI shows whether those improvements produced enough value to justify the investment.

    For ROI specifically, two commonly used formulas are:

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    A useful rule of thumb is that a 3:1 return, or $3 of benefits for every $1 spent, is a useful minimum ROI.

    So, if improved calibration practice and more effective auditing reduce errors, improve outcomes, and create measurable financial benefit, they provide strong evidence that training and certification investments are producing value.

    Is there anything else I can help you with?

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  • 2.  RE: Quincy AI on Validating Physical Calibration Evidence in Remote Audits

    Posted 5 days ago

    This gives us a real insight into remoting audits. Thank you Ben for sharing this. 



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    Godly Yao
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  • 3.  RE: Quincy AI on Validating Physical Calibration Evidence in Remote Audits

    Posted 4 days ago

    Thank you, Godly Yao!

    Here is a full-circle discussion with Quincy about measurement costs and remote audit ROI:

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    Through constrained remote auditing, calculate the cost of measurement activity variation as the difference between planned and actual inspection, documentation review, corrective action follow-up, and compliance-monitoring costs, then express that variation in financial terms for management review.


    The cost of poor measurement quality is the added internal and external failure cost caused when measurement does not adequately detect, control, or prevent problems; in a constrained remote audit, this can appear as extra review, rework, corrective actions, delays, returns, or complaints.



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    Benjamin Koziol
    Marketing & Digital Specialist
    Exemplar Global · ASQ
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