You need to profile a dataset from a manufacturing company containing production data with fields such as 'ProductID', 'ProductionDate', 'Quantity', 'MachineID', and 'DefectRate'. Describe the process you would follow to understand the structure, content, and quality of this data. Include specific techniques you would use to identify outliers, missing values, and potential data inconsistencies.