Pipeline run
92e4da3f-f8e0-4b49-8821-896378f00000
Pipeline LLM cost (USD)
API 1: $0.0025
API 2: $0.0000
API 3: $0.0000
Total: $0.0025
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
Nature of work
—
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (0)
Skill cluster (0 dimension groups, role-scoped)
Show KRA description ↓
• On-going support of customer’s entitlement for different publishers
• Performing reconciliation analysis for different publishers
• Creating customized reports and comparison for cost savings
• Analyzing & consulting customer’s entitlements for multiple publishers
• Providing SAM Analysis & Recommendations
• Analyze customer's license contracts
• Analyze customer’s data – Entitlement & Inventory
• Creating Compliance Reports for the customers
• Serving as the Single Point of Contact for subsidiaries in delivery of GSDC services
• Leading the execution of projects by managing tasks executed by supporting team members and yourself
• Creation of reports/documentation as per engagement requirements
• Active management & allocation of tasks & task type to ensure balanced workload distribution across the project team
• Execution of individual tasks on projects based on the guidance provided by the Managers
• Task specific & cross service training for the associated/eligible team members
• Support the manager on managing team’s utilization
• Management of the Quality of the engagement deliverables across assigned team members & ensuring
• 100% adherence to Quality standards.
• Accurate Completion & submission of the Quality Checklist for each task
• Ensuring 100% process adherence and delivery within the defined SLA
• 5 years professional experience in licensing industry with successful SAM Management / software licensing experience across publishers is a must
• Understanding of different publisher licensing models
• Copyright knowledge for software licensing
• SAM Accreditation (good to have)
• Good in Microsoft Excel & PowerPoint
• Strong Methodical skills
• Strong Analytical skills
• Strong presentation & communication skills
• Consultant
• Quality oriented personality
• Highly motivated and result oriented
• Strong organization, multitasking and time management skills
• Solid Problem solving and consultative skills
• Outstanding ability to think creatively, and identify and resolve problems
• Motivate & inspire team members
• Keen on detailing and logical reasoning
• Maintain healthy group dynamics
• Provide guidance to the team based on management direction
• Ability to professionally interact with people of diverse cultures and regions
• Ability to juggle multiple projects/activities simultaneously
• Create an environment orientated to trust, open communication, creative thinking & cohesive team effort.
• Recognize & celebrate team & individual accomplishments & exceptional performance
• Strong presentation, communication, organization, multitasking, and time management skills
• Strong networking abilities.
Status:
extract_from_jd_done
Created: 2026-05-21T23:50:45.722160Z
Updated: 2026-05-21T23:50:45.722160Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
Job Title: GMS-Senior-SAMS At EY, you’ll have the chance to build a career as unique as you are, with the global scale, support, inclusive culture and technology to become the best version of you. And we’re counting on your unique voice and perspective to help EY become even better, too. Join us and build an exceptional experience for yourself, and a better working world for all. Summary Working in a team environment, the Associate Consultant- SAM is responsible for managing customer’s licenses. The Associate Consultant will assist customers in understanding and controlling their software licensing entitlement, avoiding legal pitfalls related to licensing by leveraging industry best practices while expanding host company licensing opportunities and building more-profitable, long term relationships with our customers. Key Accountabilities/Responsibilities For The Role • On-going support of customer’s entitlement for different publishers • Performing reconciliation analysis for different publishers • Creating customized reports and comparison for cost savings • Analyzing & consulting customer’s entitlements for multiple publishers • Providing SAM Analysis & Recommendations • Analyze customer's license contracts • Analyze customer’s data – Entitlement & Inventory • Creating Compliance Reports for the customers • Serving as the Single Point of Contact for subsidiaries in delivery of GSDC services • Leading the execution of projects by managing tasks executed by supporting team members and yourself • Creation of reports/documentation as per engagement requirements • Active management & allocation of tasks & task type to ensure balanced workload distribution across the project team • Execution of individual tasks on projects based on the guidance provided by the Managers • Task specific & cross service training for the associated/eligible team members • Support the manager on managing team’s utilization • Management of the Quality of the engagement deliverables across assigned team members & ensuring • 100% adherence to Quality standards. • Accurate Completion & submission of the Quality Checklist for each task • Ensuring 100% process adherence and delivery within the defined SLA Skills Required: • 5 years professional experience in licensing industry with successful SAM Management / software licensing experience across publishers is a must • Understanding of different publisher licensing models • Copyright knowledge for software licensing • SAM Accreditation (good to have) • Good in Microsoft Excel & PowerPoint Core Capabilities: • Strong Methodical skills • Strong Analytical skills • Strong presentation & communication skills • Consultant • Quality oriented personality Functional Capabilities: • Highly motivated and result oriented • Strong organization, multitasking and time management skills • Solid Problem solving and consultative skills Personality: • Outstanding ability to think creatively, and identify and resolve problems • Motivate & inspire team members • Keen on detailing and logical reasoning • Maintain healthy group dynamics • Provide guidance to the team based on management direction • Ability to professionally interact with people of diverse cultures and regions • Ability to juggle multiple projects/activities simultaneously • Create an environment orientated to trust, open communication, creative thinking & cohesive team effort. • Recognize & celebrate team & individual accomplishments & exceptional performance • Strong presentation, communication, organization, multitasking, and time management skills • Strong networking abilities. EY | Building a better working world EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets. Enabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate. Working across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleGMS-Senior-SAMS
CompanyEY
Experience5 years professional experience in licensing industry
DomainOther
JD type
pass
Certifications
SAM Accreditation
Show raw JSON
{
"JD_type": "pass",
"about_company": {
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"first_5_words": "EY exists to build a",
"last_5_words": "issues facing our world today."
},
"text": "EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.\n\nEnabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.\n\nWorking across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.",
"word_count": 64
},
"certifications": [
"SAM Accreditation"
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"company_name": "EY",
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"domain": {
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},
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"education": [],
"experience": {
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"min": 5,
"raw": "5 years professional experience in licensing industry"
},
"job_locations": [],
"role": "GMS-Senior-SAMS",
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"Senior SAM Consultant",
"Software Asset Management Consultant"
],
"role_archetype": "Other",
"roles_and_responsibilities": [
{
"bullet_count": 15,
"heading": "Key Accountabilities/Responsibilities For The Role",
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"source_marker": {
"first_5_words": "\u2022 On-going support of customer\u2019s",
"last_5_words": "delivery within the defined SLA"
},
"text": "\u2022 On-going support of customer\u2019s entitlement for different publishers\n\u2022 Performing reconciliation analysis for different publishers\n\u2022 Creating customized reports and comparison for cost savings\n\u2022 Analyzing \u0026 consulting customer\u2019s entitlements for multiple publishers\n\u2022 Providing SAM Analysis \u0026 Recommendations\n\u2022 Analyze customer\u0027s license contracts\n\u2022 Analyze customer\u2019s data \u2013 Entitlement \u0026 Inventory\n\u2022 Creating Compliance Reports for the customers\n\u2022 Serving as the Single Point of Contact for subsidiaries in delivery of GSDC services\n\u2022 Leading the execution of projects by managing tasks executed by supporting team members and yourself\n\u2022 Creation of reports/documentation as per engagement requirements\n\u2022 Active management \u0026 allocation of tasks \u0026 task type to ensure balanced workload distribution across the project team\n\u2022 Execution of individual tasks on projects based on the guidance provided by the Managers\n\u2022 Task specific \u0026 cross service training for the associated/eligible team members\n\u2022 Support the manager on managing team\u2019s utilization\n\u2022 Management of the Quality of the engagement deliverables across assigned team members \u0026 ensuring\n\u2022 100% adherence to Quality standards.\n\u2022 Accurate Completion \u0026 submission of the Quality Checklist for each task\n\u2022 Ensuring 100% process adherence and delivery within the defined SLA",
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},
{
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"heading": "Skills Required:",
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"source_marker": {
"first_5_words": "\u2022 5 years professional experience in",
"last_5_words": "Excel \u0026 PowerPoint"
},
"text": "\u2022 5 years professional experience in licensing industry with successful SAM Management / software licensing experience across publishers is a must\n\u2022 Understanding of different publisher licensing models\n\u2022 Copyright knowledge for software licensing\n\u2022 SAM Accreditation (good to have)\n\u2022 Good in Microsoft Excel \u0026 PowerPoint",
"word_count": 56
},
{
"bullet_count": 5,
"heading": "Core Capabilities:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Methodical skills",
"last_5_words": "oriented personality"
},
"text": "\u2022 Strong Methodical skills\n\u2022 Strong Analytical skills\n\u2022 Strong presentation \u0026 communication skills\n\u2022 Consultant\n\u2022 Quality oriented personality",
"word_count": 25
},
{
"bullet_count": 3,
"heading": "Functional Capabilities:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Highly motivated and result",
"last_5_words": "and consultative skills"
},
"text": "\u2022 Highly motivated and result oriented\n\u2022 Strong organization, multitasking and time management skills\n\u2022 Solid Problem solving and consultative skills",
"word_count": 22
},
{
"bullet_count": 11,
"heading": "Personality:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Outstanding ability to think",
"last_5_words": "and networking abilities."
},
"text": "\u2022 Outstanding ability to think creatively, and identify and resolve problems\n\u2022 Motivate \u0026 inspire team members\n\u2022 Keen on detailing and logical reasoning\n\u2022 Maintain healthy group dynamics\n\u2022 Provide guidance to the team based on management direction\n\u2022 Ability to professionally interact with people of diverse cultures and regions\n\u2022 Ability to juggle multiple projects/activities simultaneously\n\u2022 Create an environment orientated to trust, open communication, creative thinking \u0026 cohesive team effort.\n\u2022 Recognize \u0026 celebrate team \u0026 individual accomplishments \u0026 exceptional performance\n\u2022 Strong presentation, communication, organization, multitasking, and time management skills\n\u2022 Strong networking abilities.",
"word_count": 103
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [],
"jd_role": {
"display_name": "GMS-Senior-SAMS",
"rationale": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
"role_aliases": [],
"role_archetype": "Other",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EY exists to build a",
"last_5_words": "issues facing our world today."
},
"text": "EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.\n\nEnabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.\n\nWorking across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.",
"word_count": 64
},
"certifications": [
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"company_name": "EY",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
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"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5 years professional experience in licensing industry"
},
"job_locations": [],
"role": "GMS-Senior-SAMS",
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],
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"roles_and_responsibilities": [
{
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"heading": "Key Accountabilities/Responsibilities For The Role",
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"source_marker": {
"first_5_words": "\u2022 On-going support of customer\u2019s",
"last_5_words": "delivery within the defined SLA"
},
"text": "\u2022 On-going support of customer\u2019s entitlement for different publishers\n\u2022 Performing reconciliation analysis for different publishers\n\u2022 Creating customized reports and comparison for cost savings\n\u2022 Analyzing \u0026 consulting customer\u2019s entitlements for multiple publishers\n\u2022 Providing SAM Analysis \u0026 Recommendations\n\u2022 Analyze customer\u0027s license contracts\n\u2022 Analyze customer\u2019s data \u2013 Entitlement \u0026 Inventory\n\u2022 Creating Compliance Reports for the customers\n\u2022 Serving as the Single Point of Contact for subsidiaries in delivery of GSDC services\n\u2022 Leading the execution of projects by managing tasks executed by supporting team members and yourself\n\u2022 Creation of reports/documentation as per engagement requirements\n\u2022 Active management \u0026 allocation of tasks \u0026 task type to ensure balanced workload distribution across the project team\n\u2022 Execution of individual tasks on projects based on the guidance provided by the Managers\n\u2022 Task specific \u0026 cross service training for the associated/eligible team members\n\u2022 Support the manager on managing team\u2019s utilization\n\u2022 Management of the Quality of the engagement deliverables across assigned team members \u0026 ensuring\n\u2022 100% adherence to Quality standards.\n\u2022 Accurate Completion \u0026 submission of the Quality Checklist for each task\n\u2022 Ensuring 100% process adherence and delivery within the defined SLA",
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},
{
"bullet_count": 5,
"heading": "Skills Required:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 5 years professional experience in",
"last_5_words": "Excel \u0026 PowerPoint"
},
"text": "\u2022 5 years professional experience in licensing industry with successful SAM Management / software licensing experience across publishers is a must\n\u2022 Understanding of different publisher licensing models\n\u2022 Copyright knowledge for software licensing\n\u2022 SAM Accreditation (good to have)\n\u2022 Good in Microsoft Excel \u0026 PowerPoint",
"word_count": 56
},
{
"bullet_count": 5,
"heading": "Core Capabilities:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Methodical skills",
"last_5_words": "oriented personality"
},
"text": "\u2022 Strong Methodical skills\n\u2022 Strong Analytical skills\n\u2022 Strong presentation \u0026 communication skills\n\u2022 Consultant\n\u2022 Quality oriented personality",
"word_count": 25
},
{
"bullet_count": 3,
"heading": "Functional Capabilities:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Highly motivated and result",
"last_5_words": "and consultative skills"
},
"text": "\u2022 Highly motivated and result oriented\n\u2022 Strong organization, multitasking and time management skills\n\u2022 Solid Problem solving and consultative skills",
"word_count": 22
},
{
"bullet_count": 11,
"heading": "Personality:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Outstanding ability to think",
"last_5_words": "and networking abilities."
},
"text": "\u2022 Outstanding ability to think creatively, and identify and resolve problems\n\u2022 Motivate \u0026 inspire team members\n\u2022 Keen on detailing and logical reasoning\n\u2022 Maintain healthy group dynamics\n\u2022 Provide guidance to the team based on management direction\n\u2022 Ability to professionally interact with people of diverse cultures and regions\n\u2022 Ability to juggle multiple projects/activities simultaneously\n\u2022 Create an environment orientated to trust, open communication, creative thinking \u0026 cohesive team effort.\n\u2022 Recognize \u0026 celebrate team \u0026 individual accomplishments \u0026 exceptional performance\n\u2022 Strong presentation, communication, organization, multitasking, and time management skills\n\u2022 Strong networking abilities.",
"word_count": 103
}
],
"urls": []
},
"rejected": true,
"rejection_reason": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
"run_id": null,
"stage3_signals": null,
"stage4_decision": null,
"stage5_updates": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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