Workforce Analytics & FTE Planning Flashcards

A manager is asked to build a workforce plan for a department expanding from 20 to 30 FTEs over 18 months. Attrition is historically 15% annually. How many total hires must be planned to reach 30 FTEs at month 18?

Answer: 16 hires

Net growth requires 10 hires; attrition on ~27 average FTEs over 18 months ≈ 6 replacement hires, totaling approximately 16 planned hires.

What is the key risk of relying solely on headcount as a workforce metric without also tracking FTE?

Answer: Headcount counts individuals regardless of hours worked, masking whether the workforce has sufficient productive capacity

Headcount treats a part-time employee the same as a full-time employee, so it can overstate capacity in organizations with significant part-time or flex workforces.

When workforce data shows that a specific manager's team has turnover 3× higher than the company average, and exit interviews consistently cite 'management style,' what should HR analytics recommend?

Answer: Use the data to initiate a structured coaching and development conversation with the manager, monitored over time

Data pointing to a management-related pattern should trigger a development intervention, not immediate termination, ensuring due process and a fair improvement opportunity.

In the context of FTE planning, what does a 'capacity utilization rate' above 100% signal?

Answer: Employees are working beyond their available capacity, indicating a risk of burnout and quality issues

Utilization above 100% means demand exceeds supply; sustained overutilization leads to burnout, errors, and attrition if not addressed through hiring or workload redistribution.

Which statistical concept helps a people manager determine whether differences in performance ratings across demographic groups are statistically significant versus due to random chance?

Answer: Confidence interval and p-value testing

P-value testing and confidence intervals determine whether observed rating differences are statistically meaningful or likely attributable to sample variation.

A manager wants to assess whether a newly implemented mentoring program improved retention among junior employees. Which analytical design best isolates the program's effect?

Answer: Compare retention rates of program participants against a matched control group of non-participants over the same period

A control group design isolates the program's effect by holding other variables constant, attributing retention differences specifically to program participation.

What does 'workforce mix' analysis examine in FTE planning?

Answer: The composition of the workforce across employment types, skill levels, and roles relative to business needs

Workforce mix analysis evaluates whether the blend of full-time, part-time, contract, and skilled versus unskilled workers is appropriately aligned with operational demands.