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A culture of quality
Standard 5, Prioritise Quality, makes clear that quality is shaped by culture. Because statistics are shaped by judgement and uncertainty, statistical quality cannot be limited to checks at the end of production. It grows from an organisation’s values, behaviours and expectations.
This means creating an environment that supports learning and encourages improvement. People should be able to challenge assumptions and suggest better ways of working, including raising concerns when needed. Teams should be helped to learn from mistakes and from examples of good practice. Rather than treating quality issues as failures to be hidden, organisations should use them as opportunities to strengthen processes and build resilience.
A culture of quality also depends on people feeling able to be candid about what is uncertain, unfinished or difficult. Teams need the confidence to ask better questions, recognise when assumptions need testing and treat challenge from colleagues, suppliers and users as a route to stronger statistics rather than as criticism.
This approach also reaches beyond the statistics team. Quality depends on collaboration with data suppliers, subject experts, other producers and users. Producers need to understand how data are collected, maintained and interpreted, and how those choices affect the statistics. Collaboration is strengthened by different perspectives and open challenge.
This shared mindset of mutual support, respectful challenge and improvement helps ensure that everyday judgements about data, methods and users’ needs are questioned, tested and strengthened.