Agreement analysis
Read-only item-level agreements provide bonus and credit-note rates with effective-date boundaries.
Procurement analytics · Supplier benefits
Supplier Benefits & Procurement Reconciliation Analytics
Connecting supplier terms with what was actually received.
LIVE · INTERACTIVE APPLICATION
LIVE DEMO
Use the application. Explore the decisions.
Interactive portfolio demo using fully synthetic data.
Open the application in a new tab to explore supplier benefits and reconciliation gaps.
A 30-SECOND TOUR
- Compare negotiated item-level terms with purchasing receipts.
- Inspect expected and realized benefits, pending gaps and supplier performance.
- Return to this case study for the architecture and implementation context.
01 / THE CHALLENGE
Close the gap between terms and receipts.
Supplier benefits are only useful when contractual terms can be reconciled with receiving activity. Agreements, free-of-charge items, bonuses and credit notes need a common analytical view to identify exceptions and support financial controls.
02 / THE SOLUTION
Turn agreements into analytical checks.
I built a read-only Flask analytics application that compares negotiated bonus and credit-note terms with purchasing receipts and recorded supplier credits. Filtered views show expected benefits, realized benefits, pending reconciliation gaps and supplier-level performance.
03 / ARCHITECTURE
From inputs to decisions.
- 01Negotiated supplier terms
- 02Purchasing receipts
- 03Expected benefits
- 04Realized benefits
- 05Pending reconciliation gaps
- 06Supplier performance
04 / WHAT I BUILT
The engineering behind the workflow.
Receiving and benefit analysis
Purchasing receipts, bonus stock and supplier credits support review of expected and realized benefits.
Reporting views
Dashboard, bonus, credit-note, agreement and benefits-record views support filtering, sorting and deterministic XLSX downloads.
Safe data access
An immutable, read-only SQLite fixture provides synthetic records without production connectivity or visitor write operations.
05 / ANALYTICS & BUSINESS LOGIC
Analysis with operational context.
Compare terms to transactions
Compare item-level rates and effective dates with purchasing receipts to calculate expected entitlements.
Track supplier benefits
Value recorded bonus stock and reconcile dual-confirmed credit notes against agreement context.
Support control reviews
Review expected minus realized benefits, including negative over-target gaps and unmatched credits, alongside supplier performance.
06 / TECHNICAL CHALLENGES
Preserve the logic. Isolate the data.
The public application handles supplier attribution, mixed units of measure, agreement boundaries and dual confirmation while preserving additive reconciliation totals. Deterministic XLSX serialization keeps repeated downloads byte-identical. Read-only data access isolates the application from production systems.
08 / DEMO & PRIVACY
Clear boundaries. Responsible sharing.
Synthetic-data demonstration
The anonymous public demo provides read-only dashboards, filters, sortable tables and XLSX exports. Supplier names, item codes and transactions are synthetic; visitors cannot create or edit records.
This portfolio demonstration uses synthetic data and contains no production credentials, patient information, or confidential organizational datasets.