Army adopts data-driven supply chain approach to optimize future Soldier onboarding and training pipelines

By Daniel Suh, U.S. Army Directorate of Military Personnel ManagementNovember 19, 2025

Army Lt. Col. Peter Nesbitt, USMEPCOM Command Advisory Group (CAG) director, leads a discussion at a Data and Analytics Immersion Day. The forum, organized by USMEPCOM's CAG, allowed participants to engage in discussions on how the command is...
Army Lt. Col. Peter Nesbitt, USMEPCOM Command Advisory Group (CAG) director, leads a discussion at a Data and Analytics Immersion Day. The forum, organized by USMEPCOM's CAG, allowed participants to engage in discussions on how the command is using data to enhance operations. (Photo Credit: Amy Gregorski) VIEW ORIGINAL

WASHINGTON – The U.S. Army is adopting a new tech-enabled personnel management system called people supply chain management (PSCM) to modernize how it onboards and trains future Soldiers before they arrive at their units. Inspired by commercial supply chain management principles, the system integrates artificial intelligence and advanced supply chain principles into accessions and training management.

"This is about getting better at forecasting our needs and managing the entire process in an aligned, adaptable way that results in more soldiers trained in the emerging skills we need in our operational units," said Brig. Gen. Gregory Johnson, Director of Military Personnel Management, U.S. Army G-1.

The Army recruits, trains, and assigns tens of thousands of individuals annually across more than 200 distinct Military Occupational Specialties (MOSs), each with unique requirements. When these processes are not synchronized, bottlenecks arise, resulting in extended wait times for training or over-accessioning in specific MOS fields. PSCM is designed to reduce those inefficiencies and better align personnel flow to meet operational requirements, directly increasing readiness for the Army.

The PSCM framework adapts principles from material requirements planning systems used in manufacturing to manage the flow of Soldiers through the Army's accessions and training pipeline. From the moment a Soldier is contracted, PSCM functions as a predictive and automated engine to ensure the right soldiers are sent to the right place at the right time. By pursuing these improvements, the Army will become not only more efficient, but—most importantly—more agile in addressing the need for Soldiers in emerging skills and capabilities.

Key PSCM capabilities include:

  • Supply chain transparency: Uses the Army Vantage platform to provide a unified dashboard of personnel and training infrastructure data for real-time awareness of requirements, the accessions pipeline, and training resources/availability.
  • Demand Forecasting: Uses AI models to analyze trends, needs, and factors to predict personnel requirements, balancing over 200 MOS pipelines.
  • Inventory Optimization: Dynamically adjusts MOS targets and training throughput to avoid shortages or surpluses, ensuring readiness without overburdening resources.
  • Production Scheduling: Programs training and allocates resources based on real-time demand and capacity, accounting for constraints.
  • Procurement and Sourcing: Automates coordination with recruiting stations, accession information environment, and centers of excellence by evaluating performance metrics and identifying bottlenecks.
U.S. Army Capt. Derrick Kozlowski, Chief Data Officer, U.S. Army Signal School, discusses the four types of data analytics during the Data for Leaders Course April 30, 2025, at Chièvres, Belgium. Members of the 39th Strategic Signal Battalion...
1 / 2 Show Caption + Hide Caption – U.S. Army Capt. Derrick Kozlowski, Chief Data Officer, U.S. Army Signal School, discusses the four types of data analytics during the Data for Leaders Course April 30, 2025, at Chièvres, Belgium. Members of the 39th Strategic Signal Battalion participated in the two-day workshop that is designed to enhance participants’ understanding of data’s transformative potential within military operations. (U.S. Army photo) (Photo Credit: Candy C Knight) VIEW ORIGINAL
Basic Combat Training, also known as “boot camp,” is the process in transforming civilian volunteers into Soldiers.  Over 10 weeks, trainees will go through four phases that cover Army core values, physical training, first aid, hand grenades,...
2 / 2 Show Caption + Hide Caption – Basic Combat Training, also known as “boot camp,” is the process in transforming civilian volunteers into Soldiers. Over 10 weeks, trainees will go through four phases that cover Army core values, physical training, first aid, hand grenades, obstacle course, basic rifle marksmanship, navigation, and three separate field exercises. Basic training produces Soldiers that are disciplined, resilient, physically fit and competent in their basic skills who can successfully contribute as members of a team when they arrive at their first unit of assignment. (US Army photo by Robin Hicks) (Photo Credit: Robin Hicks) VIEW ORIGINAL

Army officials anticipate that implementing PSCM will deliver measurable benefits, including reduced costs through optimized training, improved efficiency via streamlined processes, and enhanced agility in responding to evolving mission requirements. Furthermore, it will empower leaders with data-driven insights for strategic planning.

“Improving readiness is a collective effort, Johnson said. “The U.S. Army G‑1 is collaborating closely with Training and Transformation Command to refine processes, drive innovation, and deliver a more adaptive and resilient personnel system.”

Johnson said the vision of transforming soldier training management into a streamlined, intelligent supply chain is "a critical advancement in the Army's continuous transformation efforts." He added that "the Army can use lessons learned from industry on supply chain management, including the use of AI, to help modernize its approach to meeting force requirements in the accessions process and managing follow-on training requirements."