01. A chief HR officer is redesigning the workforce report for the board and explains why engagement scores are presented alongside the turnover rate.
Which statement BEST captures the distinction being drawn?
a) Turnover is a qualitative measure, while engagement is a quantitative one
b) Turnover is reported to executives, while engagement is reported to line managers
c) Turnover records an outcome that has already occurred, while engagement signals an outcome that has not yet occurred
d) Both measure the same underlying behaviour, reported through two systems
02. A human capital analysis compares employee training hours with sales performance and returns a correlation coefficient (r) of +0.85.
What does this suggest?
a) A finding that 85% of the variation in sales performance is explained by training hours
b) A strong positive association: higher training hours tend to accompany higher sales
c) Evidence that the training programme is causing the observed improvement in sales performance
d) A weak association, since a coefficient must exceed 0.90 to be meaningful
03. An HR analytics team has completed a workforce analysis commissioned by the executive team, and the findings have been validated.
What is the final step in the project?
a) Present the findings to the stakeholders with recommendations they can act on
b) Have a second analyst reproduce the results before the findings are released
c) Publish the full analysis and the underlying data to all employees
d) Archive the dataset and document the method so that the analysis can be repeated
04. An HR audit has produced a set of internal process and performance measures, and the HR leader is deciding what benchmarking adds to the review.
What is the purpose of benchmarking in this context?
a) To set the HR function's budget in proportion to other corporate functions
b) To confirm that the audit findings comply with the governing employment law
c) To compare internal HR processes and results against external practice and standards
d) To establish which competitors in the sector operate at the lowest total cost of employment
05. An HR leader is introducing predictive analytics into the organization's workforce planning cycle.
What is the primary goal of that capability?
a) To automate decisions about individual employees' continued employment
b) To model future workforce requirements and attrition risk from historical data
c) To report past turnover and headcount movement more accurately
d) To standardise how HR data is defined across the operations
06. An HR leader is presenting an engagement scorecard and is asked to separate the leading signals from the lagging ones.
Which measure is a lagging indicator of employee engagement?
a) Manager one-to-one completion in the last quarter
b) Voluntary turnover over the last financial year
c) Internal application rates for advertised roles
d) Quarterly pulse survey scores by team
07. An organization applies a forced-distribution rating model. Turnover has risen sharply among employees the business regards as solid, dependable performers.
What is the most likely cause?
a) Pay increases are being distributed evenly regardless of the rating awarded
b) Managers are rating solid performers accurately but not discussing the result
c) The distribution is applied across groups too large to reflect individual contribution
d) Fixed percentage caps are pushing solid performers into the lowest rating band
08. An organization is establishing a set of HR metrics that will be reported to the executive team each quarter.
Why does data integrity matter most in this context?
a) Definitions stay aligned, so that the metrics can be compared against peer benchmarks
b) It reduces the administrative effort needed to produce and reconcile the quarterly reports
c) It shortens the time between the close of a quarter and the strategy review meeting
d) Strategic decisions rest on the metrics, so unreliable data yields unreliable decisions
09. Following a merger, an HR leader holds a series of employee focus groups and must present the qualitative findings to the executive team alongside the integration dashboard.
What is the most effective way to present this data?
a) Full verbatim transcripts circulated to the executive team in advance
b) Thematic analysis, with comments grouped into a few named themes such as culture clash and role clarity
c) Selected quotations chosen to illustrate the strength of feeling
d) Sentiment counting that reports the proportion of positive, negative and neutral comments
10. The board has asked whether a leadership programme has changed anything in the business.
Using Kirkpatrick's four levels of evaluation, which level provides that evidence?
a) Level 1 (Reaction): how participants rated the experience
b) Level 3 (Behaviour): sustained change in how participants work afterwards
c) Level 2 (Learning): what participants can demonstrate at the end of the programme
d) Level 4 (Results): movement in the business measures themselves