YUNOVA · Supply Chain & Operations

Module 11: Supply chain analytics and planning

Notes for offline study · 3 November 2026

Supply chain KPIs and analytics

Key points

  • Common KPIs are fill rate, on-time delivery, inventory turns and order cycle time.
  • KPIs should link to the business goals.
  • Dashboards help spot trends and problems early.

Forecast accuracy: MAPE and bias

Key points

  • MAPE is the average absolute error as a percentage of actual demand.
  • Bias shows whether forecasts are consistently too high or too low.
  • Track both, because a low MAPE can still hide a bias.

Sales and operations planning (S&OP)

Key points

  • S&OP aligns the demand plan with the supply plan every month.
  • Sales, operations and finance agree on one plan.
  • The steps run from demand review to supply review to executive meeting.

Digital supply chain: IoT and blockchain

Key points

  • IoT sensors track location, temperature and condition in real time.
  • Blockchain keeps a shared, tamper-evident record of transactions.
  • Both improve visibility and traceability across partners.