data quality

Posts on data quality.

Chargeback Prediction Works: Chargebacks Are Not Random but the Scheduled Consequence of Bad Data

Chargeback prediction works: 70-80% of compliance penalties trace to specific, fixable upstream data conditions present at shipment time.

chargeback predictiondata qualityCPG complianceretailer chargebackssupply chain analyticspredictive model

The GDSN Attribute Errors That Get Your Item Rejected

Seven GDSN validation errors cause most retailer rejections, brand name mismatches, missing GLNs, barcode type errors. Per-field fixes and what they cost.

GDSN product data retailer compliance item setup data quality

Retailer Chargebacks: Four Root Causes, Most of the Damage

Most retailer chargebacks concentrate in four root cause categories. How to run the twelve-month diagnostic that maps each one to a fixable data field.

retailer chargebacks retailer compliance CPG operations data quality deductions

Specialty Food Brand Operational Costs: The Ten Decisions Behind $1.4M-$2.4M a Year

Ten decisions nobody owns drive specialty food brand operational costs of $1.4M-$2.4M a year. Each is answerable with data the brand already has.

specialty foodoperational costsdata quality CPG operations trade spend deductions trade deduction

The Supply Chain Data Quality Audit Nobody Has Run Yet

CPG deductions run 5-15% of gross sales. Net margins sit at 3-5%. A supply chain data quality audit traces the gap to twelve fields nobody has audited.

supply chain data quality auditdata qualityauditchargebacks CPG operations deductions product data

Product Master Data Management: 12 Fields Cause Most CPG Chargebacks

Twelve fields disagreeing across three systems cause most CPG chargebacks. Product master data management starts here: the fields, the systems, the cost.

product master data managementproduct datamaster datachargebacks CPG operations data quality