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Case Study 1: HR Dashboard Analysis

Review the dashboard below from a manufacturing industry. What is your observation from an HR point of view.

Imporatce of HR Analytics

1. Production is massively oversized compared to every other department

Production has 209 employees, while the next largest department (IT/IS) has 50. That’s a huge gap.

Why this is a problem
  1. It suggests the company is over‑reliant on one function, which creates operational risk.
  2. Support functions (IT, Admin, Engineering) may be understaffed relative to the load Production generates.
  3. It often leads to burnout in smaller departments because they’re servicing a disproportionately large internal customer.

2. Performance issues are concentrated in Production

Production has:

  1. 15 “Needs Improvement”
  2. 27 on PIP This is by far the highest number of low performers.
What this signals
  1. Training gaps
  2. Poor management practices
  3. Hiring quality issues
  4. Low morale or unclear expectations

When one department has this many struggling employees, it’s rarely the employees — it’s the system.

3. Sales has the lowest engagement and highest absence

Sales:

  1. Engagement: ~4.0 (lowest)
  2. Absence: 11.55 (highest)
Interpretation

Low engagement + high absence is a classic sign of:

  1. Burnout
  2. Pressure-heavy culture
  3. Compensation dissatisfaction
  4. Poor leadership or unclear targets

Sales is often the revenue engine — if they’re disengaged, the business feels it.

4. Executive Office has the lowest satisfaction

Satisfaction score: 3.0, the lowest of all departments.

Why this matters

When leadership is dissatisfied, it often means:

  1. Strategic misalignment
  2. Internal conflict
  3. Stress from organizational issues
  4. Lack of resources or clarity

If the top is unhappy, the rest of the company usually feels the ripple effects.

5. Satisfaction and engagement don’t align

Some departments have:

  1. High engagement but mediocre satisfaction (IT/IS)
  2. High satisfaction but average engagement (Software Engineering)

This mismatch often means:

  1. People like their work but not the environment
  2. Or they like the environment but don’t feel motivated

It’s a cultural inconsistency worth exploring.

Conclusion

Production’s size + performance problems + mid‑range satisfaction + high absence This combination suggests the company’s core operational engine is strained, poorly supported, or poorly managed. If I had to name one overarching issue:
The company is structurally unbalanced, with Production carrying the weight but struggling the most.
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