CRA Best Practices & Standard Procedures 2 — Questions and Answers
Question 1: A retail analyst is evaluating shrinkage prevention. Which metric best measures the effectiveness of loss prevention procedures?
- Gross margin return on investment
- Shrinkage rate as a percentage of net sales (Correct answer)
- Average transaction value
- Sell-through rate
Correct answer: Shrinkage rate as a percentage of net sales
Shrinkage rate as a percentage of net sales directly quantifies inventory losses relative to revenue, making it the standard KPI for loss prevention effectiveness.
Question 2: When conducting a merchandise planning review, which best practice ensures alignment between financial and merchandise plans?
- Reviewing plans monthly only after actuals are posted
- Reconciling open-to-buy with the financial plan at each planning cycle (Correct answer)
- Setting merchandise plans independently of financial targets
- Updating plans only at the start of a new fiscal year
Correct answer: Reconciling open-to-buy with the financial plan at each planning cycle
Reconciling open-to-buy with the financial plan at each cycle ensures purchasing decisions remain within budget constraints and aligned with corporate targets.
Question 3: A store experiences consistently high stockout rates on top-selling SKUs. What is the recommended first step to address this?
- Immediately increase safety stock for all SKUs
- Analyze reorder points and lead times for the affected items (Correct answer)
- Discontinue slow-moving items to free up warehouse space
- Reduce the assortment width across all categories
Correct answer: Analyze reorder points and lead times for the affected items
Analyzing reorder points and lead times identifies the root cause of stockouts before implementing any replenishment changes.
Question 4: Which standard procedure should be followed when a significant variance is found between a planogram and actual shelf placement?
- Document the variance, identify the root cause, and reset the shelf to planogram standards (Correct answer)
- Accept the variance if sales are meeting targets
- Update the planogram to match current shelf placement
- Notify corporate immediately without any corrective action
Correct answer: Document the variance, identify the root cause, and reset the shelf to planogram standards
Documenting, identifying root causes, and correcting shelf placement ensures compliance, consistency, and accurate performance measurement.
Question 5: In retail analytics, what is the best practice for handling outliers in sales data before building a forecast?
- Always delete outlier data points from the dataset
- Investigate outliers, determine if they are valid, and adjust or exclude with documentation (Correct answer)
- Include all outliers to ensure the largest possible dataset
- Replace outliers with the category average automatically
Correct answer: Investigate outliers, determine if they are valid, and adjust or exclude with documentation
Investigating and documenting outlier treatment ensures forecast accuracy while maintaining data integrity and audit traceability.
Question 6: A retailer wants to standardize its vendor scorecarding process. Which element is most critical to include?
- Vendor's social media presence
- On-time and in-full (OTIF) delivery performance (Correct answer)
- Number of years the vendor has been in business
- Vendor's country of origin
Correct answer: On-time and in-full (OTIF) delivery performance
OTIF delivery performance is a foundational metric in vendor scorecards because it directly impacts in-stock availability and supply chain reliability.
Question 7: What is the standard procedure for conducting a post-promotion analysis?
- Compare promoted sales to the same period last year only
- Measure incremental lift, cannibalization, and ROI against pre-defined promotion objectives (Correct answer)
- Report total sales volume during the promotional period without a baseline comparison
- Evaluate promotion success solely based on customer satisfaction scores
Correct answer: Measure incremental lift, cannibalization, and ROI against pre-defined promotion objectives
A complete post-promotion analysis measures incremental lift, cannibalization effects, and ROI to objectively evaluate whether the promotion met its goals.
CRA Best Practices & Standard Procedures 2
A retail analyst is evaluating shrinkage prevention.
Which metric best measures the effectiveness of loss prevention procedures?