skillfactor-pipeline/data/gated/recruitment-consultant.jsonl

{"job_id": "4MvxcXrkBQyplaHUAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes 'Recruiter', which is a direct synonym of 'recruitment consultant'. The opening describes a company that manages facilities and workforce outcomes, suggesting recruitment is part of their services.", "title": "Jr. Recruiter (Hybrid, 1 Day Onsite)"}
{"job_id": "PJzBWGtVOLQSCkJ_AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (specifically 'Technical Recruiter'), which is a direct synonym of the target occupation ('recruitment consultant'). The opening details further confirm this by describing recruitment responsibilities.", "title": "Senior Technical Recruiter"}
{"job_id": "zDyXJD_M-bo_BP9aAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Recruiter', which is a direct synonym of 'recruitment consultant'. The opening confirms they are seeking someone for this role.", "title": "Recruiter - DC/MD/VA"}
{"job_id": "4kBNRyZTKQfUx78HAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruitment Manager' role *within* a law firm. While it involves recruitment, the focus is on managing recruitment *for lawyers*, not acting as an external recruiter/employment agent to place candidates with various employers. The opening describes the law firm itself, indicatin", "title": "Lateral Recruitment Manager"}
{"job_id": "WVs1HkNCPHh2X4v5AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes 'Recruiter', which is a direct synonym of 'recruitment consultant'. The opening describes a company that manages facilities and workforce outcomes, suggesting recruitment is part of their services.", "title": "Jr. Recruiter (Hybrid, 1 Day Onsite)"}
{"job_id": "e2WtN4CNdf0WSj_6AAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: sales", "title": "Sales Talent Recruiter"}
{"job_id": "mnixAbGfHEd_dpy6AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on the company culture and values without mentioning any recruitment activities or responsibilities. It does not describe a role that involves finding and placing candidates.", "title": "Field Recruiter (West)"}
{"job_id": "wrYT3khPfsTFqqBxAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Specialist - Employee"}
{"job_id": "dh_CdH6Moz7V_tOcAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a recruiter *specializing* in PhD and professional degree holders, but it's within a consulting firm (Charles River Associates). The primary function appears to be identifying experts for consulting engagements, not general recruitment/job placement. This is a highly specialized so", "title": "PhD & Professional Degree Recruiter"}
{"job_id": "sEB-s90ujQDnAtL8AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' which is a direct synonym of 'recruitment consultant'. The description details full-cycle recruiting activities (managing requisitions, partnering with hiring managers) aligning perfectly with the ESCO definition.", "title": "Recruiter - Government Contracting"}
{"job_id": "Pqf227A1zhx5E9JVAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is for a 'Recruiter' which is a direct synonym of 'recruitment consultant'. The description details activities directly aligned with the ESCO definition - managing candidates through the recruiting process, consulting on talent acquisition and matching to jobs.", "title": "Senior Corporate Recruiter"}
{"job_id": "Fh_u0B_8Mj3Sei9OAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Senior Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition.", "title": "Senior Recruiter"}
{"job_id": "34biBMOuXaVCgy4bAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter' role focused on sourcing candidates, which directly aligns with the ESCO definition of a recruitment consultant/officer. The seniority prefix ('Sr') does not affect relevance.", "title": "Sr Sourcing Recruiter, ADC"}
{"job_id": "TEaWx7-c_VoadWWCAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly states \"Recruiter\", and the opening describes a role focused on finding candidates (developers in this case) which aligns directly with the ESCO definition of a recruitment consultant. The 'Technical' prefix specifies a specialization within recruitment, but doesn't chang", "title": "Remote Technical Recruiter"}
{"job_id": "4rr0nqfO5LBt_RhvAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'Recruiter' in both the title and opening lines. The description details responsibilities directly aligned with the ESCO definition of a recruitment consultant - sourcing candidates, understanding hiring needs, talent mapping, building pipelines, and screening resumes.", "title": "Sourcing Recruiter at Apex Systems Arlington, VA"}
{"job_id": "GhsPPrf49qxJoB4AAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition. The seniority level ('Senior') does not affect relevance.", "title": "Senior Recruiter"}
{"job_id": "_nfE8xkyCEjwnz2MAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Technical Recruiter', which is a direct synonym of 'recruitment consultant' (specifically focusing on technical roles). The opening describes responsibilities consistent with finding and placing candidates.", "title": "Technical Recruiter"}
{"job_id": "scdn6Wf-ohb3uW9dAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter' (specifically a Sourcing Recruiter), which is a direct synonym of 'recruitment consultant'. The description focuses on candidate sourcing, interviewing and matching to jobs - core activities of the target occupation. While it specifies AWS infrastructure te", "title": "AWS Infrastructure Tech Sourcing Recruiter"}
{"job_id": "-KvDWHXJiCgCYKzjAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Business Partner"}
{"job_id": "Qb3-ggfQVWeA6hRxAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a recruitment role ('Recruitment Manager') within a specific industry (healthcare staffing). The description details full-cycle recruitment efforts, managing recruiters, and matching candidates to jobs - all core functions of a recruitment consultant as defined by the ES", "title": "Healthcare Staffing Recruitment Manager"}
{"job_id": "1BpnbRGpxTXRQMoGAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Construction Recruiter', which is a specialization within the broader 'Recruitment Consultant' occupation. The description details tasks like sourcing and screening candidates - core functions of a recruitment consultant.", "title": "Specialty Construction Recruiter"}
{"job_id": "MiFcbyd6YE7cuNDWAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title includes 'Recruiter' and the description details recruiting activities (sourcing, interviewing, managing candidates), aligning directly with the ESCO definition of a recruitment consultant.", "title": "Federal Staffing Recruiter at Zachary Piper Solutions McLean, VA"}
{"job_id": "HfTjQ054QyVd9i-qAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title includes \"Recruiter\", which is a direct synonym of the target occupation. The opening describes a recruiting role focused on technical positions within a specific domain (critical facilities & infrastructure). While specialized, it fundamentally *is* recruitment.", "title": "Principal Technical Recruiter – Cleared Critical Facilities & Infrastructure (CONUS/OCONUS)"}
{"job_id": "MU2VJZTnwK3JjUY0AAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Executive Talent Sourcer"}
{"job_id": "-R-UHDhTIZdDY3sQAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter' (specifically a Technical Recruiter), which is a direct synonym of the target occupation 'recruitment consultant'. The description details recruitment activities like identifying, attracting and hiring talent - aligning with the ESCO definition.", "title": "Contract Technical Recruiter"}
{"job_id": "m0C0FCdHCj9xRIngAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Recruiting Professional' which is a direct synonym of 'recruitment consultant'. The opening also explicitly mentions 'Recruiting' and ideal candidates coming from the 'Staffing, Recruiting' field.", "title": "Recruiting Professional"}
{"job_id": "k9ZtMx4RMUve1F9HAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Recruiter\" to support workforce management, which directly aligns with the ESCO definition of a recruitment consultant/recruiter. The nonprofit context doesn't change the core function of the role.", "title": "Recruiter - Nonprofit"}
{"job_id": "RP5HDe9YiT46M0DXAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter' role, specifically focused on technical recruitment. The description aligns directly with the ESCO definition of a recruitment consultant - identifying and attracting candidates, partnering with leaders to develop strategies, and matching candidates to jobs", "title": "Technical Recruiter – Platforms, Product & AI"}
{"job_id": "ZbR7jWj7vOGMuNxTAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a career coach for consultants transitioning to new roles. While it involves aspects of 'job search execution', the primary function is coaching and personal branding - not directly placing candidates into jobs for employers as defined by the ESCO definition of a recruitment con", "title": "Reverse Recruiter"}
{"job_id": "gElEAv5FrfuxOG8jAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks 'Recruiters' to perform recruitment tasks (assisting with workload), aligning directly with the ESCO definition of a Recruitment Consultant. The 'Temporary' prefix is acceptable as it denotes employment type and doesn't alter the core role.", "title": "Temporary Recruiter"}
{"job_id": "yaRNwtzh9W3KShvyAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Technical Recruitment Sourcer"}
{"job_id": "Ov95lepPUQCypq4FAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title includes 'Recruiter' but the opening focuses on a general employment analyst role within county administration/human resources. The description is missing core recruitment consultant duties like candidate sourcing, interviewing and matching to jobs for external employers. It appears", "title": "Senior Employment Analyst (Recruiter), County Administration, Human Resources /Employment"}
{"job_id": "eOogOKyvG-cii4GpAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a marketing role focused on driving traffic to a website where people *apply* for jobs, not someone who directly recruits or places candidates. The core function is website promotion and referral generation, not candidate sourcing, interviewing, or matching - the key activities ", "title": "Remote Job Recruiter"}
{"job_id": "LSX_aS7hY7An7e--AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes \"Recruiter\" which is a direct synonym of \"recruitment consultant\". The description details tasks like talent acquisition (finding candidates) and supporting business units with hiring needs, aligning with the ESCO definition.", "title": "Junior Recruiter - (Herndon, VA)"}
{"job_id": "qdEYSTji4DdzVUsxAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on *executing* recruitment strategies at universities for a client, rather than being a consultant who *provides* candidates to employers. This is more of a recruiter role focused on employer branding and campus relations, not the core function of matching candidates to jobs as de", "title": "Campus Recruiter"}
{"job_id": "hvZA7Wq0w1UFjbWdAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Campus Recruiter - Hybrid (12-Month) Talent Acquisition"}
{"job_id": "6ceQuoVUQhj47fTFAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a role at MITRE, a research and development center. While it has 'Recruiter' in the title, the opening paragraphs focus on MITRE's mission and values as a not-for-profit organization working on national challenges. There is no indication that this recruiter role involves sourcin", "title": "Recruiter, Intermediate"}
{"job_id": "U5ZcfistR0YF4nZkAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (and uses 'Professional Recruiter'), which is a direct synonym of 'recruitment consultant'. The description focuses on recruiting talent and developing business opportunities within recruitment - aligning perfectly with the ESCO definition.", "title": "Recruiter for Business and Medical"}
{"job_id": "a7EpDr15YJLC2W1KAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Technical Recruiter', which is a direct synonym of 'Recruitment Consultant'. The opening describes the role and company context but doesn't contradict the core function of recruiting.", "title": "Technical Recruiter - DC/MD/VA"}
{"job_id": "vrHIlMpdXl0uur_tAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is for a recruiting role ('Executive Recruiting Strategy Lead', 'executive search process') which aligns directly with the target occupation of recruitment consultant/recruiter. The description details activities central to the ESCO definition (attracting candidates, managing the search p", "title": "Executive Recruiting Strategy Lead"}
{"job_id": "C3IzXm38utpkhapYAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job description explicitly mentions recruiting strategies, working on recruiting planning meetings, and leading recruitment efforts. The title 'Recruiter' is a direct synonym of 'recruitment consultant'. While 'District Operations Recruiter' adds specificity to the role, the core function remain", "title": "District Operations Recruiter"}
{"job_id": "ywITyTWvKcV9H0teAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: sales", "title": "STEM Entry Level Recruiter | Sales Trainee"}
{"job_id": "9ITIgFkEq3MfQU3IAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a 'Recruiter' specializing in nurses. This falls directly within the definition of a recruitment consultant (or officer/agent) as they are matching candidates to jobs. The specialization (nurse) doesn't change the core function.", "title": "Nurse Recruiter"}
{"job_id": "o2gG1wMkGUBu-bl8AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for an Assistant General Manager in a restaurant, which is a hospitality/management role. This is entirely distinct from recruitment consultancy or any of its synonyms.", "title": "Restaurant Assistant General Manager"}
{"job_id": "XyVodSgqpQLDHVyjAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Recruiter', which is a direct synonym of 'recruitment consultant'. The opening describes a company that manages facilities and assets, but the core function advertised is recruiting, aligning with the ESCO definition.", "title": "Recruiter (Hybrid, 1 Day Onsite)"}
{"job_id": "6U0sxrlYkKZJ46miAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: sales", "title": "Healthcare Recruiter/Entry Level Sales"}
{"job_id": "eCZRKJ7kndVAeaWYAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Technical Recruiter', which is a direct synonym of 'Recruitment Consultant' as defined in the ESCO definition. The description details tasks directly aligned with recruitment: sourcing, managing candidates, interviewing, and matching to jobs.", "title": "Technical Recruiter Cleared Tech Engineers"}
{"job_id": "E-N-On_U_xSu71cMAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (Technical Recruiter), which is a direct synonym of the target occupation ('recruitment consultant'). The description details tasks directly aligned with the ESCO definition: identifying, engaging, and delivering candidates for open positions. While 'technic", "title": "Technical Recruiter"}
{"job_id": "ViAhwpd4oYZDyj1nAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a recruiting role ('Recruiting Senior Manager') focused on identifying and placing candidates (executives in this case). The description details responsibilities aligning with the ESCO definition - driving hiring strategies, understanding talent markets, and matching can", "title": "Tech Executive Recruiting Senior Manager"}
{"job_id": "cxPPaCGydHNvgAKEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' specializing in a specific field (TS/SCI Full Scope). This aligns directly with the ESCO definition of a recruitment consultant and its synonyms. The focus on cleared talent is a specialization *within* the role, not a different role altogether.", "title": "Specialized TS/SCI Full Scope Recruiter~ 1099"}
{"job_id": "3aHMmG8rVAsDM1pcAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Specialist (Recruiter) at Chimes Baltimore, MD"}
{"job_id": "wXe76Mcj-eQ0C1KJAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title is 'Provider Recruiter', which directly aligns with recruitment consultant/recruiter roles. The description focuses on finding and attracting providers (candidates) for a healthcare network, fitting the ESCO definition of matching candidates to jobs.", "title": "Provider Recruiter at TriSearch Germantown, MD"}
{"job_id": "kyuQCff7b5adwb4qAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly describes recruitment activities (sourcing, interviewing, offer negotiation) aligning directly with the ESCO definition of a Recruitment Consultant. The title 'Talent Recruiter' is a common synonym for this role. While it mentions 'Strategic' and 'Full-Cycle', these are descrip", "title": "Strategic Full-Cycle Talent Recruiter"}
{"job_id": "53NhtxSjfmTerzBEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly seeking a 'Recruiter' with experience in high-volume staffing, which directly aligns with the ESCO definition of a recruitment consultant. The specific focus on FEMA/DHS and disaster response doesn't change the core function of identifying, screening, and presenting candidat", "title": "FEMA/DHS Contract Recruiter"}
{"job_id": "CrytHg08EtXqsJ6rAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' which is a direct synonym of 'recruitment consultant'. The description details tasks directly aligned with the ESCO definition (screening, interviewing, matching candidates to jobs).", "title": "Recruiter"}
{"job_id": "ufIOkV5P2Ao6iErKAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a recruiter *of* foster parents, not a recruitment consultant who places candidates in jobs. It's a specialized recruiting role within social services, but doesn't match the core function of matching people to general employment opportunities as defined by the ESCO definition.", "title": "Therapeutic Foster Parent Recruiter"}
{"job_id": "BcF-e224oeoyOZKHAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is explicitly for a recruiter ('recruiters who know how to win'). While 'GTM' (Go-To-Market) is a specialization, it doesn't change the core function of finding and placing candidates, aligning with the ESCO definition. The opening emphasizes recruiting activities and impact beyond simply", "title": "Senior GTM Recruiter"}
{"job_id": "TYe7gbeFmCeu0iyzAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Physician Recruiter', which is a specialization within the broader 'Recruitment Consultant' occupation. The description focuses on finding candidates for positions (physicians), aligning directly with the ESCO definition of matching candidates to jobs.", "title": "Healthcare Recruiter (no-VMS jobs)"}
{"job_id": "JaivDWk_ecr8LaudAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title 'HR Recruiter' is a direct synonym of 'recruitment consultant'. The description details activities directly aligned with the ESCO definition: finding candidates for employers, interviewing, and maintaining relationships with companies. While mentioning 'HR', the core function descri", "title": "HR Recruiter"}
{"job_id": "oKiPXaeoX3nx2pWEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (specifically 'Technical Recruiter'), which is a direct synonym of 'recruitment consultant'. The description focuses on finding and placing candidates, aligning perfectly with the ESCO definition.", "title": "Senior Technical Recruiter Intel Defense Market"}
{"job_id": "2j3yF_RDmbTx1DlgAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiting Manager' to recruit agents, which aligns directly with the ESCO definition of a recruitment consultant (finding suitable candidates for employers). While the title includes 'Director of Growth & Agent Development', the opening focuses on recruiting, making i", "title": "Director of Growth & Agent Development"}
{"job_id": "h-DNdlvV0RRfOzqLAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Lead - Recruiter"}
{"job_id": "xmjurD0Q3CEauDubAAAAAA==", "relevant": false, "stage": "llm", "reason": "This job ad is for a Subject Matter Expert (technical role), not a recruitment consultant or any synonym thereof. The description focuses on technical expertise in information systems and network design - completely outside the scope of candidate sourcing, interviewing, and employer relationship man", "title": "Senior Subject Matter Expert, Tier 3, Top Secret Security Clearance Required"}
{"job_id": "VGADBg4N5a8yf5qaAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition. The description details full-cycle recruiting activities (sourcing, interviewing, matching candidates), aligning with the core responsibilities of a recruitment consult", "title": "Medical Recruiter"}
{"job_id": "bCwdpd5eG9PMrJpzAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: sales", "title": "Sales Talent Recruiter"}
{"job_id": "UPAmY8GyucpYICClAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' which is a direct synonym of 'recruitment consultant'. The description details core recruitment activities like planning strategies, managing pipelines and conducting interviews - aligning perfectly with the ESCO definition.", "title": "Onsite Recruiter - Full-Cycle Hiring"}
{"job_id": "4a_qgSnXfcvisZNIAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition. The description details tasks directly aligned with recruitment (attraction/engagement of candidates, research, matching to roles). Seniority ('Sr.') does not affect re", "title": "Sr. Recruiter"}
{"job_id": "YvRTMaMFUOrfCi1bAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Human Resources Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition and provided synonyms.", "title": "Human Resources Recruiter at Greater Baden Medical Services, Inc. Brandywine, MD"}
{"job_id": "jZOs-kcSjarlDW4qAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: sales", "title": "Recruiter/Entry Level Sales Trainee"}
{"job_id": "BOoMjookTV_53BpRAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes 'Recruiter', which is a direct synonym of 'recruitment consultant'. The opening describes a company that supports workforce outcomes, further supporting the relevance to recruitment.", "title": "Jr. Recruiter with Security Clearance"}
{"job_id": "GZk9ROSkjkPthO_0AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (specifically a 'Talent Recruiter'), which is a direct synonym of 'recruitment consultant'. The description details responsibilities aligning with finding and presenting candidates to employers.", "title": "4A Senior Technical Talent Recruiter at 4A Consulting, LLC Ellicott City, MD"}
{"job_id": "FwawVLVqIUI39O2-AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Recruiter', which is a direct synonym of 'recruitment consultant' as defined in the ESCO definition. The opening text further confirms this by describing responsibilities such as sourcing candidates and joining a 'Talent Acquisition team', aligning with the core functions of a r", "title": "Recruiter"}
{"job_id": "uzeW4cb5kTyEBNk7AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Recruiter *within* Miller Pipeline - it's an internal recruitment role focused on hiring for *their* company, not providing recruitment services to other employers as defined in the ESCO definition. The opening focuses on the company's work and doesn't describe the function of a ", "title": "Fredericksburg, VA – Regional Recruiter"}
{"job_id": "IdEXBEwgRJ_qPq8eAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Junior Recruiter', which is a direct synonym of 'recruitment consultant'. The opening describes recruiting activities (providing candidates to employers).", "title": "Junior Recruiter"}
{"job_id": "7BF5xBeiHU012qDiAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes 'Recruiter', which is a direct synonym of 'recruitment consultant'. While the opening describes the company's mission, the title clearly indicates a recruitment role.", "title": "Remote Recruiter (GTM & Tech)"}
{"job_id": "KY0RvJdob1FmRzYkAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruiting Coordinator', which is a support role *within* recruitment, not a Recruitment Consultant themselves. A coordinator assists recruiters; they do not perform the core functions of sourcing, interviewing, and matching candidates as defined in the ESCO definition.", "title": "Recruiting Coordinator"}
{"job_id": "eViMq8mZpDAYpScaAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Litigation Paralegal, which is a legal role. While the email address includes 'recruiting', the primary advertised position is not a recruitment consultant or any of its synonyms. The recruiter's contact information does not make the paralegal role itself a recruiting role.", "title": "Litigation Paralegal - Insurance Defense - Prominent Regional Law Firm"}
{"job_id": "2Mu_HWpWeGJrnqSfAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (specifically 'Technical Recruiter'), which is a direct synonym of the target occupation ('recruitment consultant'). The description details tasks like sourcing candidates and matching them to jobs - core functions of a recruitment consultant.", "title": "Jr. Technical Recruiter at ABBTECH Professional Resources Sterling, VA"}
{"job_id": "Z-y-DKd_yszHBqI8AAAAAA==", "relevant": false, "stage": "llm", "reason": "This job ad is for a Software Engineer, which is a technical role focused on software development. The target occupation is a Recruitment Consultant who *fills* roles like Software Engineer, but is not one themselves.", "title": "Software Engineer (Back End)"}
{"job_id": "tSldCRwjaqPxpVYfAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Recruiter' (and specifies Dutch speaking as a skill), which is a direct synonym of 'recruitment consultant'. The opening describes tasks aligning with the ESCO definition - connecting talent and supporting companies in finding candidates.", "title": "Remote Dutch Speaking Recruiter - No Experience Needed - Work Remote Worldwide"}
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{"job_id": "wXDZs0n6ZERv4dl0AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'Recruiting' in both the title and opening, and describes managing the full life cycle recruiting process - which aligns directly with the ESCO definition of a recruitment consultant. The role is focused on finding candidates for jobs.", "title": "HR & Recruiting Coordinator — In-Office, Full-Time"}
{"job_id": "c-tTfZFxrhAMk30xAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruiting Coordinator', which is a support role *within* recruitment, not a Recruitment Consultant themselves. A coordinator assists consultants; they do not perform the core functions of matching candidates to jobs and maintaining client relationships as defined in the ESCO de", "title": "Recruiting Coordinator - SEASONAL"}
{"job_id": "6VqNkpQbBABbbzxPAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruiting Coordinator', which is a *support* role to recruiters (the target occupation). The coordinator assists recruiters but does not perform the core functions of matching candidates to jobs or maintaining employer relationships. They are an administrative support function,", "title": "Recruiting Coordinator (Arlington)"}
{"job_id": "COvDVLoWtwyObj00AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is for a 'Recruitment Coordinator', which is a direct synonym of 'recruitment consultant' or 'recruitment officer'. The description details tasks directly related to talent acquisition and matching candidates to jobs - core functions of the target occupation. While 'Coordinator' implies a", "title": "Onsite Recruitment Coordinator for Executive Hiring"}
{"job_id": "4YWJ8y0huUiqfJOcAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Recruitment Coordinator, which is a supporting role *to* recruitment consultants (and the wider talent acquisition function) but not the consultant role itself. The description focuses on coordination, compliance and process improvement rather than candidate sourcing, interviewin", "title": "Recruitment Coordinator"}
{"job_id": "9LkQk0G9v_ahEpAoAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Recruitment- Talent Acquisition"}
{"job_id": "jQXowFY5V13mJ-RLAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruiting Coordinator', which is a *support* role to recruitment consultants, not the consultant themselves. A coordinator assists recruiters; they do not perform the core functions of sourcing, interviewing, and matching candidates as defined in the ESCO definition.", "title": "Recruiting Coordinator at Viewline Ventures Philadelphia, PA"}
{"job_id": "x28d5yGd-p6yjaXFAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Coordinator"}
{"job_id": "SeAYm0ULtRQHFUugAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad describes a *coordination* role supporting recruiters, rather than someone who directly performs recruitment consulting (candidate sourcing, interviewing, matching to jobs, and client relationship management). The tasks listed are administrative/scheduling focused - not the core functions", "title": "Recruiting Coordinator - Contractor"}
{"job_id": "qvG7uOEXPExse2dEAAAAAA==", "relevant": false, "stage": "llm", "reason": "The primary function is to recruit *and train* school bus drivers. While recruitment is mentioned, the role heavily emphasizes training and operational aspects of driver management - it's not primarily a recruitment consultant position. The person hired would introduce themselves as a Training & Rec", "title": "Transportation Department - Unclassified School Bus Training & Recruiting Coordinator"}
{"job_id": "xa1povVaDNYCh9pQAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: recruiter", "title": "Talent Acquisition Coordinator"}
{"job_id": "o7S21aSUnOImnfgpAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Human Resources Coordinator, which is a distinct role from a Recruitment Consultant (or its synonyms). While HR Coordinators may *assist* with some recruitment tasks, their primary function encompasses broader HR operations like employee lifecycle support, benefits administration", "title": "Human Resources Coordinator"}
{"job_id": "gMMlI5HnchmzE9mOAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Recruiting Coordinator', which is a support role *within* recruitment, not a Recruitment Consultant themselves. The description focuses on coordinating activities and doesn't mention the core duties of sourcing, interviewing, and matching candidates as defined in the ESCO defini", "title": "Recruiting Coordinator"}
{"job_id": "8_PH70pDHdHSgZSkAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Recruiting *Coordinator*, which is an administrative support role *for* recruiters, not a recruiter themselves. The description focuses on administrative tasks within HR and supporting the recruiting team, rather than performing the core functions of a recruitment consultant (can", "title": "Recruiting Coordinator"}
{"job_id": "kOshoPZAGqqCkvt5AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'recruitment' and 'Talent Acquisition', which are core to the target occupation. The role focuses on supporting the hiring team and learning the recruitment process, aligning directly with the ESCO definition of a Recruitment Consultant. While it's a junior/coordinator", "title": "Junior Recruiting & Administrative Coordinator"}
{"job_id": "saAT5A2Qy8zbR2vZAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes 'Recruitment Manager', which is a direct synonym of 'recruitment consultant'. The opening describes connecting people to work, aligning with the ESCO definition's core function of matching candidates to jobs.", "title": "National Recruitment Manager Trainee"}