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Foundation level
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Associate level
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Chartered Member level
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Chartered Fellow level
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At this level you'll understand: |
At this level you'll understand: |
At this level you'll understand: |
At this level you'll understand: |
Understanding data |
How to collect, clean and organise data |
How to explore data using business intelligence tools, and how to use data responsibly |
How to responsibly use people data and other data sources to generate insights about the organisation's people |
How to create and maintain data integrity across the organisation, and use data to drive strategic and operational decision-making |
Data technology and platforms |
The range of data tools, sources and types of data in your organisation, and how to use them |
How to use complex data tools and platforms, and create queries to generate data |
How to integrate data and build complex databases, data sources and tools (eg, data warehouses, data lakes) |
How to design and implement data architectures that meet the needs of the organisation |
Analytical consulting |
How to apply analytical skills to identify and understand people issues within the organisation |
How to work with stakeholders to develop questions and hypotheses, and provide insight into people-related issues using relevant data |
How to curate data to give strategic advice which shapes solutions to people issues |
How to govern the way data is used to resolve and manage people issues across the organisation |
Research design |
How to carry out basic quantitative and qualitative research methods, such as benchmarking techniques |
How to break down people-related issues into a clear structure, and formulate questions to inform research design |
How to conduct research design and use appropriate qualitative and quantitative techniques to address issues |
How to shape research design across the organisation using innovations in practice, to analyse complex people matters |
Data analysis |
How to conduct data analysis (eg, descriptive statistics, correlations, multivariate analysis) |
How to conduct complex data analysis (eg, using statistical software or programming languages) |
How to identify complex patterns and relationships in data (eg, using machine learning models, organisation network analysis) |
How to influence and shape business strategy through insights derived from organisation data analysis |
Data science |
How to create and interpret basic people data models (eg, analysis of data showing changes over time) |
How to create data models using analytical techniques (eg, machine learning, statistical modelling, predictive analysis) |
How to interpret and apply complex data modelling to people issues in the organisation |
How to interpret organisation stakeholder requirements and provide appropriate data models (eg, through self-service dashboards) |
Data visualisation |
How to use appropriate visualisation methods (eg, dashboards, reports) |
How to design and implement data visualisations (eg, dashboards, reports) |
How to use storytelling approaches alongside data visualisations to influence decision-making on people issues |
How to innovate and use emerging good practice in data visualisation to influence strategic decision-making |