HR Technology & Analytics Flashcards

Which approach to HR data governance BEST ensures data quality across multiple integrated systems?

Answer: Establishing a centralized data stewardship program with defined ownership

A centralized data stewardship program assigns clear ownership and accountability for data quality, consistency, and standards across all integrated systems.

An HR team wants to measure whether a leadership development program improved business outcomes. Which evaluation framework is MOST appropriate?

Answer: Kirkpatrick Four-Level Model

The Kirkpatrick Four-Level Model evaluates training effectiveness from reaction through learning, behavior change, and ultimately business results.

When building a workforce planning model, 'internal supply analysis' refers to:

Answer: Assessing the current workforce's skills, headcount, and projected mobility

Internal supply analysis examines the existing workforce — skills inventory, headcount, attrition projections, and promotion pipelines — to determine future talent availability.

Which security practice is MOST critical when HR staff access sensitive employee data remotely?

Answer: Enabling multi-factor authentication (MFA)

Multi-factor authentication adds a second verification step beyond passwords, significantly reducing the risk of unauthorized access to sensitive HR data.

A company's HR analytics team identifies that high performers in sales share three specific competencies. This finding is BEST used for:

Answer: Building competency-based hiring criteria for future sales roles

Identifying competencies that predict high performance allows HR to build evidence-based selection criteria, improving future hiring quality.

Which HR technology trend involves embedding AI assistance directly within an employee's existing workflow tools (e.g., Slack, Teams)?

Answer: In-the-flow-of-work learning and AI nudges

In-the-flow-of-work technology delivers AI-powered guidance, learning, and task support within the tools employees already use, removing friction from adoption.

An HR analyst discovers that two datasets have different definitions for 'active employee.' What issue does this represent?

Answer: Lack of data governance and a common data dictionary

Inconsistent definitions across systems indicate the absence of a common data dictionary and governance framework that standardizes key HR terminology.