Incorrect blister count during cartoning – packaging vs equipment root cause


Published on 14/01/2026

Root Cause Analysis for Incorrect Blister Count During Cartoning

In the pharmaceutical manufacturing sector, accurate blister counts during cartoning are critical for ensuring compliance and product integrity. Occurrences of incorrect blister counts can lead to regulatory scrutiny, product recalls, and patient safety issues. This article provides a systemic approach for addressing this problem through containment, root cause analysis, and effective CAPA (Corrective and Preventive Action) strategies.

To understand the bigger picture and long-term care, read this Blister & Cartoning Machine Issues.

By following this guide, you will be equipped to identify signals of incorrect blister counts, determine potential causes, conduct a thorough investigation, and implement corrective measures. This will not only enhance operational efficiency but also ensure compliance with FDA and EMA regulations.

Symptoms/Signals on the Floor or in the Lab

The first step in identifying an issue with incorrect blister counts during cartoning is recognizing the symptoms or

signals that indicate something is amiss. Common symptoms include:

  • Inconsistent blister counts per carton, where the number of blisters does not match packaging specifications.
  • Product complaints from downstream processes due to incorrect item counts.
  • Increased scrutiny or deviations noted in batch records related to packaging operations.
  • Production downtime associated with machine malfunctions or manual checks.
  • Inspection findings during internal audits or external regulatory audits.

These signals often highlight efficiency issues in the operation and strongly suggest that immediate action is required to rectify the situation. Documenting these symptoms is essential during the investigation phase.

Likely Causes

To address the issue of incorrect blister counts, it is crucial to categorize potential causes into the following areas:

Materials

The materials used in blister packaging can lead to failure if they do not meet specifications, are damaged prior to use, or have compatibility issues with the product. Issues such as blister material stretch can affect count accuracy.

Method

Operational methods, including setup and maintenance procedures, can impact blister count accuracy. Poorly followed SOPs (Standard Operating Procedures) or inadequate training of staff can introduce errors.

Pharma Tip:  Incorrect blister count after artwork change – packaging vs equipment root cause

Machine

Machine-related issues, such as improper calibration, wear-and-tear, or insufficient programming of sensors can lead to inconsistent blister counts. Equipment outages may also exacerbate the situation by requiring emergency adjustments that bypass standard checks.

Man

Human error remains a significant factor in manufacturing discrepancies. Insufficient training, lack of knowledge on equipment quirks, or non-compliance with operational protocols can directly contribute to counting inaccuracies during cartoning.

Measurement

Flaws in measurement techniques or tools utilized to verify blister counts can lead to incorrect assessments. It’s crucial to ensure that tools are calibrated and validated adequately.

Environment

Environmental factors, such as humidity and temperature fluctuations, may affect blister material properties, subsequently influencing the machine’s performance and blister count.

Immediate Containment Actions (first 60 minutes)

Upon identification of incorrect blister counts, immediate containment actions should be executed to minimize impact:

  • Cease production on the cartoning line to prevent further errors.
  • Isolate affected batches and document the number of cartons affected.
  • Engage quality control personnel to review batch records for discrepancies and previous inspection findings.
  • Notify the relevant stakeholders, including production management and quality assurance, to initiate an investigation.
  • Implement immediate manual checks of the last X number of cartons produced to assess the extent of the issue.

Documenting the containment efforts thoroughly is essential, as it forms a part of the investigation records that will be viewed during regulatory assessments.

Investigation Workflow

Following the containment actions, an investigation workflow should be initiated. This includes collecting various forms of data for meaningful analysis:

  • Gather batch records, including raw material lot numbers, production parameters, and time stamps.
  • Review operator logs and relevant documentation to pinpoint procedural anomalies.
  • Conduct interviews with operators to gather qualitative insights into the cause of incorrect counts.
  • Document environmental conditions during the production run if applicable.

Interpreting the data involves looking for patterns or anomalies that align with the identified symptoms. Data should be stratified by time, machine used, and operator to assess trends.

Root Cause Tools

Employing structured root cause analysis tools is key to identifying the underlying issue. Below are commonly used tools:

Tool Description When to Use
5-Why Analysis A method where you repeatedly ask “Why?” to delve deeper into the cause. When you suspect human factors or process deviations.
Fishbone Diagram A visual representation that categorizes potential causes into distinct groups (e.g., methods, machines). When you want a comprehensive view across multiple categories.
Fault Tree Analysis A deductive, top-down approach to identify faults leading to system failures. When investigating complex system interactions and failures.
Pharma Tip:  Machine synchronization error after artwork change – recall risk analysis

Utilizing the appropriate tool depends on the complexity of the problem and the data obtained during the investigation phase. Engaging a cross-functional team during this analysis can yield richer insights.

CAPA Strategy

Once the root causes have been identified, the effective implementation of a CAPA strategy is crucial:

Correction

Immediately correct discrepancies by ensuring that affected cartons are properly counted and re-integrated into the inventory as needed.

Related Reads

Corrective Action

Implement corrective actions based on the findings. This could include re-training personnel, revising SOPs, performing thorough equipment maintenance, or updating machine programming to prevent recurrence.

Preventive Action

Develop a preventive action plan that encompasses process controls, regular training sessions for operators, and scheduled machine calibration. Establish a feedback loop to continuously assess system performance against these actions.

Control Strategy & Monitoring

Establishing a robust control strategy is imperative for ongoing compliance and quality assurance:

  • Implement Statistical Process Control (SPC) measures for ongoing monitoring of production lines to immediately identify trends or shifts in blister counts.
  • Regular sampling and verification checkpoints should be established, along with written protocols for deviations observed.
  • Equip machines with alarms to trigger when blister counts deviate from expected ranges, enabling real-time monitoring.

Document all monitoring results and actions taken as part of the quality assurance documentation for the inspection process.

Validation / Re-qualification / Change Control impact

When conducting a root cause analysis for incorrect blister counts, consider the impact on validation, re-qualification, and change control processes. Validation may need to be revisited if the root cause indicates that manufacturing procedures or equipment require significant alterations:

  • Re-qualify equipment if modifications are performed as a result of acquiring root cause insights.
  • Ensure that all changes undergo a formal change control process, documenting the rationale behind each adjustment.

This not only maintains compliance with regulatory requirements but also supports a culture of continuous improvement within the organization.

Inspection Readiness: What Evidence to Show

During an inspection, having comprehensive evidence is critical to demonstrating adherence to GMP standards and effective CAPA implementation. The following documentation should be prepared:

  • Records of the initial containment actions taken and timelines for incidents.
  • Batch documentation and quality control records that detail production parameters and protocol adherence.
  • Completed root cause analyses, including findings from investigative methods utilized.
  • Training logs for personnel involved in the cartoning process and documentation of any updated SOPs.
  • Monitoring results and evidence of corrective actions taken.
Pharma Tip:  Carton misfeed during cartoning – packaging vs equipment root cause

Being inspection-ready is not merely about compliance; it reflects the maturity of your organization’s quality culture.

FAQs

What should I do first if I detect an incorrect blister count?

Immediately stop production and contain the affected batches to prevent further discrepancies.

How can I prevent incorrect blister counts in the future?

Implement a robust training program, conduct regular machine maintenance, and utilize SPC for ongoing monitoring.

Are there specific regulations related to blister packaging?

Yes, refer to FDA, EMA, and MHRA guidelines for GMP compliance in pharmaceutical packaging processes.

What is the importance of root cause analysis in packaging?

It helps to identify actual faults in the process or system, allowing for effective corrective measures to enhance quality assurance.

Why is documentation critical during an investigation?

Documentation provides an audit trail that is essential for compliance during regulatory inspections and informs CAPA processes.

Can I involve external experts in root cause analysis?

Yes, external experts can provide unbiased insights and specialized knowledge, which may be beneficial during complex investigations.

What role do operators play in preventing packaging errors?

Operators are key to following SOPs, maintaining equipment, and reporting discrepancies – their training is crucial for error prevention.

How frequently should equipment be calibrated?

Calibration frequency depends on equipment type and regulatory requirements; best practice typically involves quarterly checks.

What is the role of management in CAPA?

Management should support and facilitate the CAPA process, allocate resources, and provide oversight to ensure effectiveness.

How can I measure the effectiveness of corrective actions?

Effectiveness can be measured through performance indicators such as reduction in error rates, compliance audits, and feedback from operators.

What is the Fishbone diagram?

It is a visual tool used for identifying and categorizing potential causes of a problem, making it easier to analyze multifaceted issues.

How can I engage my team in the investigation process?

Involve team members from different functions to encourage diverse perspectives, which can lead to more comprehensive understanding and solutions.