Table 2 Overview of data collection... | Emerald Publishing

Table 2

Overview of data collection methods

Data collection method	Duration/Sample	Purpose
Qualitative Data Collection
Semi-structured interviews with operators and quality engineers	20 interviews	Understanding user experience and workflow integration
Cross-functional workshops with technical and management stakeholders	3 workshops	Collaborative problem-solving and solution design
Weekly on-site observation and informal discussion	9 months	Capturing organizational dynamics, integration context, and triangulating findings from formal data sources
Internal documentation and process manual review	Comprehensive review	Understanding existing systems and procedures
Quantitative Data Collection
Sensor data from transmission axles during end-of-line testing	60-second test cycles	Technical model development and validation
Production data, quality indicators, and downtime records	6 months operational data	System performance assessment

Data collection method	Duration/Sample	Purpose
Qualitative Data Collection
Semi-structured interviews with operators and quality engineers	20 interviews	Understanding user experience and workflow integration
Cross-functional workshops with technical and management stakeholders	3 workshops	Collaborative problem-solving and solution design
Weekly on-site observation and informal discussion	9 months	Capturing organizational dynamics, integration context, and triangulating findings from formal data sources
Internal documentation and process manual review	Comprehensive review	Understanding existing systems and procedures
Quantitative Data Collection
Sensor data from transmission axles during end-of-line testing	60-second test cycles	Technical model development and validation
Production data, quality indicators, and downtime records	6 months operational data	System performance assessment