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SHRM-SCPHigh-YieldAnalytical Aptitude Domain
data is how you earn credibility with the C-suite

Evidence-Based HR and Making the Business Case

6

Decision Steps

Ask acquire appraise aggregate apply assess

4

Analytics Levels

Descriptive diagnostic predictive prescriptive

1

Critical Rule

Correlation does not equal causation

The Evidence-Based Decision Process

six A's, in order, every time

Evidence-based HR follows six steps from question to outcome. The critical rule throughout: Correlation does NOT equal causation. The SCP designs rigorous analysis before making recommendations to the C-suite.

A

Ask

Frame the question precisely. What decision needs to be made?

A

Acquire

Gather evidence from organizational data, research, stakeholders, and practitioners.

A

Appraise

Evaluate evidence quality. Is the data reliable? Is the research methodology sound?

A

Aggregate

Synthesize findings across sources. Weight evidence by quality and relevance.

A

Apply

Make the decision. Implement the recommendation based on the best available evidence.

A

Assess

Evaluate outcomes. Did the intervention work? What adjustments are needed?

Building a Business Case

the template the C-suite expects
1

Problem Statement

Quantify the issue. "Voluntary turnover in engineering is 28%, costing $4.2M annually" not "we have a retention problem."

2

Proposed Solution

What specifically you recommend and why. Root cause analysis connects the solution to the problem.

3

Cost-Benefit Analysis

Implementation cost vs expected return. Include direct costs, opportunity costs, and risk-adjusted projections.

4

Risk Assessment

What could go wrong? Mitigation strategies for each identified risk. Shows strategic thinking.

5

Implementation Timeline

Phased rollout with milestones. Quick wins in phase 1 to build credibility for later phases.

6

Success Metrics

Leading and lagging indicators. How you will measure whether the intervention worked.

Analytics Pitfalls the Exam Tests

Survivorship Bias

Studying only successful employees ignores those who left. Your retention data must include departed employees.

Selection Bias

Studying only volunteers or available data skews results. Ensure samples represent the full population.

Confounding Variables

A third factor explains the relationship. Engagement and retention both improve during economic downturns because alternatives shrink.

practice evidence-based HR scenarios

SCP-level questions on building business cases, identifying analytical pitfalls, and quantifying HR ROI

Practice Analytics Questions

Exam Traps

quantify everything

Correlation does not equal causation

This principle appears in multiple SCP contexts. Engagement scores correlate with retention, but that does not prove engagement causes retention. The SCP designs studies that control for confounding variables before making causal claims.

"More data needed" can be the correct answer

The SCP recognizes when available evidence is insufficient to support a decision. Recommending additional research before acting demonstrates analytical rigor, not indecisiveness.

The SCP quantifies ROI, not qualitative arguments

Telling the CFO that leadership development is "important for morale" loses the conversation. Showing that leadership development reduces turnover by 15% and saves $2.4M annually wins it.

Strategic SJI Angle

CFO challenges the value of a leadership development program. The SCP quantifies expected ROI using workforce data: reduced turnover saves $X annually, faster succession readiness saves $Y in external search fees, engagement correlation predicts $Z in productivity gains. The trap answer argues qualitatively about the “importance of developing leaders” without financial evidence.

numbers win arguments

Not Just Correlation

Correlation does NOT equal causation. The exam tests this principle across multiple domains.

Speak Their Language

The C-suite speaks in ROI, risk reduction, and competitive advantage. Translate HR into business metrics.

1
Ask (Define the Problem)

A patient says "my head hurts." A bad doctor prescribes painkillers. A good doctor asks where, when, how often, what triggers it. Define the actual question before searching for answers.

2
Acquire and Appraise (Gather Evidence)

Run tests, check the research, consult specialists. Gather data from multiple sources and evaluate its quality. Not all studies are equal. Not all data is reliable.

3
Aggregate and Apply (Synthesize and Act)

Combine all evidence into a diagnosis. Lab results plus patient history plus research literature. Then prescribe the treatment that best fits the evidence, not the most popular one.

4
Assess (Follow Up)

Did the treatment work? Measure outcomes, adjust the approach, and document what you learned. Evidence-based practice is a cycle, not a one-time event.

Ask then Acquire then Appraise then Aggregate then Apply then Assess. Six A's.
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Reviewed by Megan O., PrepSolution Content Editor, Senior HR
Sources verified against SHRM 2026 standards
Updated May 2026