A leading Peruvian soft drink company experienced a 25% sales decline after cutting its sales force by 50%. Candidates must diagnose that while individual salesperson productivity improved (higher order strike rate), overall sales recovery requires adding approximately 40 salespeople to return to prior revenue levels while maintaining the improved conversion rate.
Key Insights:
- Distinguish between external market issues (competitive pressure, demand changes) and internal operational decisions (workforce reduction)
- Use KPI decomposition (Salespeople × Visits × Strike Rate × Units × Price) to identify root cause rather than assuming market decline
- Recognize that profitability impact was smaller than sales impact (down 10% vs 25%), indicating potential opportunity in the workforce restructuring decision
- Balance growth objectives with profitability and labor considerations (hiring 40 vs original 200 salespeople)
- Maintain monitoring of key metrics (order strike rate) as operational constraints when scaling back up