AI Freight Audit Specialist
An AI Freight Audit Specialist leverages machine learning, natural language processing, and intelligent automation to verify carri…
Skill Guide
The ability to parse, interpret, and transform the data structures of EDI 210 (Motor Carrier Freight Details and Invoice), 204 (Motor Carrier Load Tender), and 214 (Transportation Carrier Shipment Status Message) transaction sets into and from internal systems (like TMS, ERP) using segment and element-level mapping.
Scenario
You are given a raw EDI 210 file from a carrier. The business user wants to know why a specific line-item charge was billed.
Scenario
Your company receives a 204 Load Tender from a shipper. You need to validate the data and create an order in your Transportation Management System (TMS) automatically.
Scenario
Your organization spends 10 FTEs manually auditing carrier invoices (210s) against contracts (204s) and tenders. Design an automated FAP workflow using EDI integration.
Use SpecBuilder/X12 Studio for authoritative mapping, validation against standard, and generating implementation guides. Use SPS or Cleo for managed file transfer, partner connectivity, and monitoring of live transactions.
Python and SQL are used for custom parsing, complex validation rules, and data analysis of EDI archives. Enterprise ETL tools are used for robust, scheduled transformation jobs between EDI files and database/API endpoints in a production environment.
The X12 standard is the authoritative reference. Partner implementation guides specify the exact segments and qualifiers they use. Simple text editors are essential for debugging raw file issues like extra delimiters or line breaks.
Answer Strategy
Test for systematic debugging. Use the 'isolate, inspect, validate' framework. Sample Answer: 'First, I would isolate the specific 210 transaction ID in our logs. Second, I would inspect the raw EDI file, focusing on the REF segments (like REF02 in the BM loop for the bill of lading). I would cross-reference the qualifier (REF01) and the value (REF02) against the partner's implementation guide. Third, I would validate by checking if that same reference number exists in the originating 204 tender or 214 status messages we have on file for that shipment to identify if the error is in the carrier's data or our internal mapping.'
Answer Strategy
Test for pragmatism, standards knowledge, and partnership management. Sample Answer: 'Technically, I would first attempt to map it to the nearest standard qualifier using an available element. If none exist, I would use the designated user-defined element range (e.g., Z- qualifiers) and document it thoroughly in our internal map. From a partnership perspective, I would communicate this as a temporary workaround, provide them with our standard guide, and create a joint roadmap to move them to compliance in the next quarter, ensuring it's in our onboarding contract.'
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