Snapshot before the quality program (relevance gates, tiered mapping, QA linter). v1 is the immutable before/after reference; evidence crawl was at ~175/3039 occupations when tagged. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2.7 KiB
QA sample — audiology-equipment-shop-manager
1 of 39 records (2%). Judge each extraction against QUALITY_BAR.md 'Extraction quality': faithful, no invented items, plausible seniority.
Hearing Instrument Specialist / Audiologist (us)
Ad (first 2000 chars):
Location
We are hiring for this full‑time, onsite role within Sam's Club in Catonsville, MD. Opportunities are available in multiple locations nationwide. Position Overview
In this position, you will be responsible for evaluating hearing aid candidacy, recommending and fitting hearing aids, and building lasting relationships with patients through education, follow‑up care, and community engagement. You will work in a retail‑based clinical environment that combines professional autonomy with strong operational support. Responsibilities • Conduct comprehensive hearing evaluations using best‑practice clinical protocols • Interpret test results and recommend individualized hearing care solutions based on patient needs and lifestyle • Present product options clearly, emphasizing value, long‑term benefits, and patient outcomes • Program, fit, and verify hearing instruments, including new, premium technology from major manufacturers • Perform routine follow‑up visits, cleanings, adjustments, and hearing aid repairs • Maintain accurate and compliant patient records, including documentation and outcome measures • Deliver exceptional service that supports patient satisfaction, loyalty, and positive clinical outcomes • Collaborate with leadership and peers to support center performance and continuous improvement Qualifications & Skills • Current Audiology license or Hearing Aid Dispensing license in the state of role (required) • Strong clinical, counseling, and interpersonal skills • Ability to explain technical concepts in a clear, patient‑friendly manner • Comfort working in a retail healthcare setting • Commitment to ethical practice and patient‑focused care • Willingness to participate in ongoing professional development
Extraction:
{
"hard_skills": [
"hearing evaluation",
"audiology",
"hearing aid fitting",
"hearing aid repair",
"clinical protocols interpretation"
],
"tools": [],
"methods": [
"patient-focused care",
"best-practice clinical protocols"
],
"responsibilities": [
"hearing candidacy evaluation",
"hearing aid recommendation",
"test result interpretation",
"patient record maintenance",
"follow-up visits"
],
"qualifications": [
"audiology license",
"hearing aid dispensing license"
],
"soft_skills": [
"clinical skills",
"counseling skills",
"interpersonal skills",
"communication skills"
],
"seniority": "mid"
}