The Key to Success

Identify the optimal sales-employee profile from performance and interaction data — isolating the traits and skills that drive results, to sharpen hiring and training.

Leadership needed a data-backed answer to a core question central to revenue growth and salesforce management: “What is the right salesperson profile for hiring?”

• Focused on Relationship Managers — the entry sales role contributing 53% of revenue and 83% of the salesforce.
• Broke monthly performance into bands and tested traits for statistical significance.
• Ran univariate and multivariate analysis (highlight tables, Sankey charts), separately for males and females.

• Female staff averaged ~81% revenue achievement — about 10% higher than males.
• The 26–30 age group performed best, averaging ~83% achievement.
• Master’s-degree holders averaged ~80% vs ~73% for Bachelor’s.
• Staff with 1–3 years of banking/insurance experience averaged ~93% achievement.

• HR, Business Development and Sales jointly revised candidate shortlisting criteria to match the profile.
• Established monitoring criteria to review candidate performance periodically and test the strategy.