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CIPD Level 0FREE02AC 3.2

Data quality, misleading metrics, and surveillance concerns

FREE02People Professional Technologies

This CIPD Level 0 learning video, part of the FREE02 – People Professional Technologies unit, explores critical risks and limitations of people technology and analytics by examining data quality issues, misleading metrics, and surveillance concerns in HR systems. Designed to address assessment criteria AC 3.2, the video helps learners understand how poor data quality can distort decision-making, why metrics can be deceptive, and the ethical implications of monitoring employee behaviour in modern organisations. By watching this video, CIPD students will gain essential knowledge of the practical and compliance challenges associated with HR analytics, enabling them to evaluate technology implementations more critically and advocate for responsible people analytics practices in their organisations.

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Assessment Criteria 3.2

Discuss risks and limitations of people technology and analytics.

Indicative Content

To include: poor data quality; misleading metrics; surveillance concerns; low adoption; accessibility barriers; bias in data/AI; over-automation; loss of human judgement; change fatigue; cyber/security risks.

What You'll Learn

Video covering: Data quality, misleading metrics, and surveillance concerns

About FREE02People Professional Technologies

CIPD Level 0
FREE02
Learning Outcome 3

To develop learners’ understanding of key technologies used in people practice, how to select and use them responsibly, and how they can improve people insights, efficiency and employee experience.

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