In an era of rapid technological advancement, the laboratory—as a critical venue for scientific research, product quality testing, and technological innovation—is becoming ever more important. As the core backbone of the laboratory, testing personnel directly determine its operational efficiency and the accuracy of its results.

So how can we help laboratories build personnel competency profiles and, in doing so, create a professional and efficient testing team?

I. Common Problems in Industry Personnel Management

At present, testing and inspection institutions manage organizational and personnel competency largely through the individual experience and judgment of their managers. This reliance has produced a lack of clear standards for evaluating talent, unscientific tools and methods for assessment, and an absence of supporting management mechanisms for personnel administration. Many of the systems governing recruitment, training, performance appraisal, compensation and incentives, and promotion have been pieced together on an ad hoc basis simply to solve immediate problems. As a result, evaluating organizational competency grows increasingly difficult, and organizational capability is hard to improve.

II. Methods for Building Personnel Profiles in the Testing and Inspection Industry

By building digital personnel competency profiles, institutions can monitor and gain insight into the professional capabilities and actual performance of testing personnel across multiple dimensions, establishing a more scientific mechanism for guiding talent development.

1) Data Collection and Processing

The first step in building a digital competency profile for an institution's personnel is data collection. This involves gathering the institution's basic information, personnel information, workload information, work-quality information, and special-field information. The collected data is then normalized through a process that covers data cleansing, treatment of missing values, correction of erroneous values, handling of duplicate records, standardization of data formats, and operations such as dimensionality reduction and principal component extraction.

SunwayWorld uses its data development platform to perform enterprise-wide data collection and governance across the laboratory's various systems—including OA and LIMS—providing the data foundation for building personnel profiles.

2) Design and Development of Profile Tags and Indicators

A personnel competency profile is built around tags spanning different dimensions and the results of statistical indicators, which together reflect the true picture of an individual's capabilities. Competency-profile tags can be designed around multiple dimensions, including basic indicators, personnel indicators, workload indicators, work-quality indicators, and contribution indicators.

• Basic indicators reflect the institution's basic information and status—relatively stable, static attributes that change little over time.
• Personnel indicators show the composition of the institution's workforce and the status of personnel training.
• Workload indicators cover annual workload, number of tests, pending tests, cumulative testing volume, average tests per person, average waiting time for testing, number of special-purpose tests, and number of support activities. They reflect the institution's business capacity from two perspectives: total workload and average workload.
• Work-quality indicators reflect personnel accuracy in testing activities, the frequency of revisions, and the rate of returned reports.
• Contribution indicators reflect the revenue that testing personnel generate for the institution, including the number of experiments they are responsible for and the total revenue from different experiments.

The SunwayWorld digital platform provides data-tag development and data-indicator modeling capabilities, enabling it to convey the true meaning of data and intuitively link data results to personnel competency.

3) Generating Personnel Competency Profiles

Once the tag and indicator system for the competency profile is in place, a variety of visual charts—such as bar charts, line charts, and pie charts—are used to build personnel competency profiles from multiple angles and in a comprehensive manner, achieving insight into and evaluation of personnel competency through intuitive, visual means. A personnel profile can clearly display each indicator, providing strong support for the institution's management and decision-making.

The SunwayWorld digital platform features a built-in BI visualization engine and is also compatible with multiple visualization platforms such as FineReport and Power BI. It can present data-tag development and data-indicator modeling in the form of large-screen displays, enabling data-driven profile generation.

III. Applications of Personnel Competency Profiles

1) Supporting Talent Identification

Testing and inspection institutions can build talent-profile models centered on job competency and employee development. By analyzing testing personnel across multiple dimensions such as knowledge, skills, and experience, institutions can precisely identify individuals who possess the competencies required for specific roles.

For example, for a special-equipment inspection role, an institution can combine the specialized knowledge and skills the position requires with personnel performance data from actual work to determine precisely which individuals best fit the role—helping the enterprise identify talent with precision.

2) Gaining Insight into Personnel Competency

Personnel profiles make it possible to accurately identify the level of an individual's specialized skills. For pharmaceutical testing personnel, for instance, a profile can be built across multiple aspects such as drug component analysis, mastery of testing methods, and proficiency in instrument operation.

By evaluating these specialized skills, an institution can clearly understand each tester's competency level across different fields, providing a basis for the rational allocation of work tasks.

3) Targeted Improvement of Personnel Competency

Drawing on personnel competency profiles, institutions can deliver targeted training and capability improvement for areas of weakness. If a tester is found to lack the knowledge and skills needed to test a new drug formulation, the institution can organize dedicated training courses, invite experts to give lectures, and provide hands-on guidance.

At the same time, institutions can develop personalized learning plans for employees, encouraging them to improve their skills in weaker areas through online learning platforms, academic conferences, and similar channels.

4) Specialized Knowledge Training

Based on the professional needs of testing personnel, institutions can organize various forms of specialized knowledge training, such as academic lectures, technical seminars, and online courses. Inviting industry experts and scholars to teach broadens testing personnel's knowledge and perspective.

5) Skills Training

Institutions can regularly organize testing-skills training covering areas such as instrument operation, application of testing methods, and data analysis. Through hands-on practice and case analysis, testing personnel improve their skill levels and problem-solving abilities.

6) Personalized Development Plans

Based on testing personnel's evaluation results and individual development needs, institutions can create personalized development plans. Such plans may include training courses, project participation, and academic exchanges, helping testing personnel achieve their personal career goals.

IV. Future Outlook

To date, SunwayWorld has already partnered with a number of clients to build laboratory digital-profile platforms. These platforms can present insights and analysis of monitored subjects through formats such as profile dashboards and profile analysis reports.

As technology continues to advance and the industry develops rapidly, digital competency profiles for testing and inspection personnel are becoming increasingly important, and their development potential is immeasurable.

Digital competency profiles for testing and inspection personnel carry significant practical value and broad development prospects. They will inject new momentum into the industry's growth, point the way forward, and drive the testing and inspection sector toward a more intelligent, standardized, and innovative future.