AI
O2C
Five-day sprint plan to clean your AR master data and prep for AI.
A snippet of the actual file contents — full version included with purchase.
| LS FINANCIAL MANAGEMENT GROUP |
| Data Quality Sprint Toolkit |
| Five-day sprint plan to clean your AR master data and prep f |
| How to use this workbook |
| • Yellow cells are inputs — change them for your business. |
| • Black cells contain formulas — do not overwrite. |
| • Green text references other worksheets in this file. |
| • Use the tabs at the bottom to navigate. |
| Day 1 — Audit Existing Master Data | |||||
| # | Task | Owner | Due | Status | Notes |
| 1 | Export full customer master from ERP. | Data Lead | Not Started | ||
| 2 | Export open AR with full aging detail. | Data Lead | Not Started | ||
| 3 | Export last 12 months of cash receipts. | Data Lead | Not Started | ||
| 4 | Export last 12 months of disputes/deductions. | Data Lead | Not Started | ||
| 5 | Count duplicate customer records (name + tax ID). | Data Lead | Not Started | ||
| 6 | Count records missing primary AR contact email. | Data Lead | Not Started | ||
| 7 | Count records with blank or default payment terms. | Data Lead | Not Started |
| Day 2 — Cleanse & Deduplicate | |||||
| # | Task | Owner | Due | Status | Notes |
| 1 | Apply merge rules for duplicate customers. | Data Lead | Not Started | ||
| 2 | Reassign open transactions to surviving record. | Data Lead | Not Started | ||
| 3 | Backfill missing AR contact emails (enrichment + outreach). | Data Lead | Not Started | ||
| 4 | Standardise payment terms to approved list. | Data Lead | Not Started | ||
| 5 | Flag records pending information for owner follow-up. | Data Lead | Not Started |
| Day 3 — Enrich With External Data | |||||
| # | Task | Owner | Due | Status | Notes |
| 1 | Append industry / NAICS / ANZSIC code. | Data Lead | Not Started | ||
| 2 | Append parent-child hierarchy where applicable. | Data Lead | Not Started | ||
| 3 | Append bureau score and refresh date. | Data Lead | Not Started | ||
| 4 | Refresh credit limit recommendations. | Data Lead | Not Started | ||
| 5 | Tag strategic / key accounts. | Data Lead | Not Started |