Files
skillfactor-pipeline/docs/qa/business-service-manager-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

3.1 KiB

QA sample — business-service-manager

1 of 13 records (2%). Judge each extraction against QUALITY_BAR.md 'Extraction quality': faithful, no invented items, plausible seniority.

Experienced, Individual Contributors (Senior Associate, Consultant) (us)

Ad (first 2000 chars):

Salary:

If you are looking for a role where analytical rigor is matched by real ownership and visibility, Matters Graph offers a distinctly different consulting experience.

Matter Graph is a boutique strategy consultancy built around a single objective: to deliver superb evidence-based advice to help our clients acquire and build stronger businesses. Our clients are top-tier Private Equity firms, Corporate Development, M&A and Strategy leaders from the largest and greatest global corporations. Matters Graph employs best-practice methods to develop and pressure test investment theses, and help clients build, deploy and oversee effective value generation plans.

For professionals who value substance over scale, and who are seeking a more tight-knit, high-trust environment than is typical in larger firms, Matters Graph provides early responsibility, direct exposure to senior leaders, and a clear line of sight to personal impact.

Senior Associates and Consultants act as role models forAssociates, providing guidance, coaching and mentoring. Senior Associates demonstrate more advanced research and analytical skills, and begin to take on project management responsibilities. They serve as trusted thought partners to our Managers, Directors, Partners andMatters Graph clients. In addition, Senior Associates and Consultants may take charge of internal programs and firm-building activities such as developing enhanced research and analytical capabilities.

You will have the opportunity to work across our key sectors: Building Systems and Construction Products; Consumer, Retail and Leisure; Energy and Utilities; Financial, Professional and Business Services; Government Service Providers; Healthcare; Industrial Products and Services; Technology & Media; and Transportation.

You must possess exceptional analytical skills, outstanding drive and determination, a continuous improvement mind-set and positive and a collaborative spirit. In exchange, we offer significant investment in

Extraction:

{
 "hard_skills": [
  "market research",
  "competitive analysis",
  "quantitative analysis",
  "qualitative analysis",
  "data accuracy assessment",
  "pattern recognition",
  "value development strategy"
 ],
 "tools": [
  "Microsoft PowerPoint",
  "Microsoft Word"
 ],
 "methods": [
  "evidence-based advice",
  "primary research"
 ],
 "responsibilities": [
  "research strategy development",
  "data analysis",
  "client presentation",
  "junior team mentoring",
  "intellectual capital development"
 ],
 "qualifications": [
  "12+ years post-undergrad experience",
  "track record of academic excellence",
  "authorization to work in the USA",
  "fluency in english"
 ],
 "soft_skills": [
  "analytical skills",
  "communication skills",
  "teamwork",
  "collaborative spirit",
  "entrepreneurial spirit",
  "intellectual curiosity"
 ],
 "seniority": "senior"
}