Files
skillfactor-pipeline/docs/qa/billing-clerk-sample.md
skillfactor-pipeline 8514d2e352 feat(flagship): reference-quality regeneration - lint clean, evals green
Gate: 139 -> 78 relevant ads (44% rejected, all logged). Rankings clean of
designer artifacts; DACH regional section live; ai-skills 427 -> 73 tiered;
SKILL.md with clean intro, full competences, market-driven hot-tech and
regeneration-proof overlays. Before/after in docs/reference-diff-ai-engineer.md.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2026-07-09 22:22:05 +02:00

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QA sample — billing-clerk

1 of 65 records (2%). Judge each extraction against QUALITY_BAR.md 'Extraction quality': faithful, no invented items, plausible seniority.

Billing Clerk (us)

Ad (first 2000 chars):

Job Title: Billing Clerk Job Type: Full-Time

About the Role

McCarthy Tire is looking for a reliable and detail-oriented Billing Clerk to join our team. In this role, you'll help process invoices, maintain records, assist customers and vendors, and support daily store operations. This position requires strong organizational skills, attention to detail, and the ability to thrive in a fast-paced environment.

Key Responsibilities

• Process invoices and billing documents accurately

• Assist with customer and vendor account inquiries

• Maintain organized customer and billing records

• Review transactions and help identify billing discrepancies

• Match invoices with supporting documentation

• Assist with vendor statement reviews and follow up on outstanding items

• Provide friendly customer service and administrative support

• Perform other duties as assigned

Education and Experience

• High school diploma or equivalent required

• Previous office, customer service, or administrative experience is a plus, but not required

Requirements

• Strong computer skills, including Microsoft Excel and Word

• Good written and verbal communication skills

• Ability to stay organized and manage multiple tasks

• Dependable and willing to learn

• Ability to work independently and as part of a team

Why Join McCarthy Tire?

At McCarthy Tire, you're not just starting a job—youre building a career with a company that values your growth, safety, and success.

• Paid training and a strong safety culture

• Weekly pay

• Medical, Vision, and Dental benefits

• Paid holidays and PTO

• Opportunities for career growth and advancement

• Supportive team environment

Check out our full list of benefits at www.mccarthytire.com.

Equal Opportunity Employer

McCarthy Tire is an Equal Opportunity Employer. We welcome applicants from all backgrounds and make employment decisions without regard to race, color, religion, sex, national origin, age, disability, veteran status, or any other

Extraction:

{
 "hard_skills": [
  "invoice processing",
  "billing record maintenance",
  "account inquiry assistance",
  "transaction review",
  "discrepancy identification"
 ],
 "tools": [
  "Microsoft Excel",
  "Microsoft Word"
 ],
 "methods": [],
 "responsibilities": [
  "invoice processing",
  "customer account support",
  "vendor statement review",
  "record maintenance",
  "administrative support"
 ],
 "qualifications": [
  "high school diploma or equivalent"
 ],
 "soft_skills": [
  "organizational skills",
  "attention to detail",
  "written communication",
  "verbal communication",
  "teamwork"
 ],
 "seniority": "n/a"
}