ManpowerGroup

ManpowerGroup, a Milwaukee-based workforce solutions company with approximately $18.9 billion in revenue (2022) and operations in 75 countries, needed to anticipate shifts in labor demand across industries and geographies to position its talent pools ahead of client needs. The company's quarterly Employment Outlook Survey — polling 40,000+ employers across 40+ countries — provided macro trends but lacked the granularity to drive operational staffing decisions. Branch-level demand planning relied primarily on historical seasonality patterns and local manager intuition, resulting in periodic talent shortages in high-demand sectors and excess capacity in softening markets.

ManpowerGroup built a proprietary predictive analytics platform called MyPath that combined macro labor market data (Employment Outlook Survey, government statistics, economic indicators) with micro-level signals (client pipeline data, contract renewal patterns, job posting volumes, web traffic to career portals) to generate demand forecasts at the skill/geography/industry intersection. The platform used ensemble machine learning models to forecast demand 60-90 days out at the branch level. ManpowerGroup also launched Talent Solutions, a data-driven workforce planning advisory service that helped enterprise clients build their own demand forecasts, creating a revenue-generating service line from the same underlying analytics capability. The platform incorporated real-time economic indicators and industry sentiment data to dynamically adjust forecasts.

Branch-level demand forecast accuracy improved from 58% to 76% at the 60-day horizon. Talent pool readiness (percentage of positions fillable from existing candidate pools) increased from 42% to 63%. Time-to-fill for recurring client orders decreased by 28%. The Talent Solutions advisory business grew to over $800M in annual revenue, with workforce planning analytics as a core differentiator. ManpowerGroup's Employment Outlook Survey became the industry's most-cited labor market forecasting tool, referenced by central banks and policymakers globally. The company reported improved temporary staffing margins of 20 basis points attributed to better supply-demand matching.

Employment Outlook Survey polling 40,000+ employers quarterly; proprietary MyPath analytics platform; ensemble ML models combining macro and micro demand signals; integration with government statistical agencies across 40+ countries; Talent Solutions advisory team of 500+ workforce planning consultants; real-time economic indicator feeds.