Pipeline run
bd4138b3-c932-4b8b-9965-fbcda5f5923c
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
Designs, codes, tests, and implements new web applications and components. Maintains and enhances existing applications. Provides technical and functional user support. Troubleshoots and resolves issu…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Business Analyst (Tech)
domain · Tech-Adjacent CASE DOMAINslug: business-analyst-tech · id: 114 · source: db
Domain=Tech-Adjacent; The JD centers on MicroStrategy report building, production support, and functional user support rather than pure software engineering or management, which best matches a technical business analyst/reporting role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
About the company: Orion Innovation is a leading, award-winning, global business and technology services firm. Our mission is to be a trusted partner to inspire and accelerate digital innovation. We provide business solutions rooted in Digital Strategy, Experience Design, and Engineering, that are transformative for our clients. We’re a partner to some of the world’s top companies across financial services, professional services, telecommunications and media, high-tech, professional sports and entertainment, and healthcare and life sciences (our core verticals). Headquartered in Edison, NJ, we have a team of over 6,200 associates across North America, Europe, APAC, and LATAM. Founded almost 30 years ago, we bring to our clients a unique combination of agility, scale, and maturity. MicroStrategy Developer At least 5 to 7 years of work experience. Designs, codes, tests, and implements new web applications and components. Maintains and enhances existing applications. Provides technical and functional user support. Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations. Develops end-user documentation and provides training to the organization as required. May collaborate with internal business partners, internal technology resources (database, system, networking) and with external vendors. Update websites to ensure timeliness, data quality, integrity and consistency. Requires both front-end and back-end development experience. MICROSTRATEGY DEVELOPER: MUST HAVE: 1. Prior MicroStrategy report building experience 2. Prior development experience 3. Prior MicroStrategy production support experience PLUSSES: 1. Prior insurance experience 2. Prior financial or banking experience 3. Prior report building experience with other tools •
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Business Intelligence Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MicroStrategy | type=Business Intelligence Tools subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Orion Innovation is a leading,",
"last_5_words": "agility, scale, and maturity."
},
"text": "Orion Innovation is a leading, award-winning, global business and technology services firm. Our mission is to be a trusted partner to inspire and accelerate digital innovation.\n\nWe provide business solutions rooted in Digital Strategy, Experience Design, and Engineering, that are transformative for our clients. We\u2019re a partner to some of the world\u2019s top companies across financial services, professional services, telecommunications and media, high-tech, professional sports and entertainment, and healthcare and life sciences (our core verticals).\n\nHeadquartered in Edison, NJ, we have a team of over 6,200 associates across North America, Europe, APAC, and LATAM. Founded almost 30 years ago, we bring to our clients a unique combination of agility, scale, and maturity.",
"word_count": 116
},
"certifications": [],
"company_name": "Orion Innovation",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Business and Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 7,
"min": 5,
"raw": "At least 5 to 7 years of work experience."
},
"job_locations": [
{
"aliases": [
"Edison, NJ"
],
"city": "Edison",
"country": "United States",
"state": "New Jersey",
"work_mode": null
}
],
"role": "MicroStrategy Developer",
"role_aliases": [
"MicroStrategy Engineer",
"MicroStrategy Analyst"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Overview",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Designs, codes, tests, and implements",
"last_5_words": "front-end and back-end development experience."
},
"text": "Designs, codes, tests, and implements new web applications and components. Maintains and enhances existing applications. Provides technical and functional user support. Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations. Develops end-user documentation and provides training to the organization as required. May collaborate with internal business partners, internal technology resources (database, system, networking) and with external vendors. Update websites to ensure timeliness, data quality, integrity and consistency. Requires both front-end and back-end development experience.",
"word_count": 83
},
{
"bullet_count": 3,
"heading": "MUST HAVE",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Prior MicroStrategy report building",
"last_5_words": "MicroStrategy production support experience"
},
"text": "1. Prior MicroStrategy report building experience\n2. Prior development experience\n3. Prior MicroStrategy production support experience",
"word_count": 15
},
{
"bullet_count": 3,
"heading": "PLUSSES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Prior insurance experience",
"last_5_words": "experience with other tools"
},
"text": "1. Prior insurance experience\n2. Prior financial or banking experience\n3. Prior report building experience with other tools",
"word_count": 22
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "MicroStrategy"
}
],
"jd_role": {
"display_name": "MicroStrategy Developer",
"rationale": null,
"role_aliases": [
"MicroStrategy Engineer",
"MicroStrategy Analyst"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Orion Innovation is a leading,",
"last_5_words": "agility, scale, and maturity."
},
"text": "Orion Innovation is a leading, award-winning, global business and technology services firm. Our mission is to be a trusted partner to inspire and accelerate digital innovation.\n\nWe provide business solutions rooted in Digital Strategy, Experience Design, and Engineering, that are transformative for our clients. We\u2019re a partner to some of the world\u2019s top companies across financial services, professional services, telecommunications and media, high-tech, professional sports and entertainment, and healthcare and life sciences (our core verticals).\n\nHeadquartered in Edison, NJ, we have a team of over 6,200 associates across North America, Europe, APAC, and LATAM. Founded almost 30 years ago, we bring to our clients a unique combination of agility, scale, and maturity.",
"word_count": 116
},
"certifications": [],
"company_name": "Orion Innovation",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Business and Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 7,
"min": 5,
"raw": "At least 5 to 7 years of work experience."
},
"job_locations": [
{
"aliases": [
"Edison, NJ"
],
"city": "Edison",
"country": "United States",
"state": "New Jersey",
"work_mode": null
}
],
"role": "MicroStrategy Developer",
"role_aliases": [
"MicroStrategy Engineer",
"MicroStrategy Analyst"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Overview",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Designs, codes, tests, and implements",
"last_5_words": "front-end and back-end development experience."
},
"text": "Designs, codes, tests, and implements new web applications and components. Maintains and enhances existing applications. Provides technical and functional user support. Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations. Develops end-user documentation and provides training to the organization as required. May collaborate with internal business partners, internal technology resources (database, system, networking) and with external vendors. Update websites to ensure timeliness, data quality, integrity and consistency. Requires both front-end and back-end development experience.",
"word_count": 83
},
{
"bullet_count": 3,
"heading": "MUST HAVE",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Prior MicroStrategy report building",
"last_5_words": "MicroStrategy production support experience"
},
"text": "1. Prior MicroStrategy report building experience\n2. Prior development experience\n3. Prior MicroStrategy production support experience",
"word_count": 15
},
{
"bullet_count": 3,
"heading": "PLUSSES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Prior insurance experience",
"last_5_words": "experience with other tools"
},
"text": "1. Prior insurance experience\n2. Prior financial or banking experience\n3. Prior report building experience with other tools",
"word_count": 22
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "bd4138b3-c932-4b8b-9965-fbcda5f5923c",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Data Analyst",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 143,
"score": 1.0,
"slug": "data-analyst",
"total_count": null
},
{
"display_name": "BI Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 147,
"score": 1.0,
"slug": "bi-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Designs, codes, tests, and implements new web applications and components.",
"similarity": 0.5688
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations.",
"similarity": 0.5596
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Requires both front-end and back-end development experience.",
"similarity": 0.5107
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5464,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Designs, codes, tests, and implements new web applications and components.",
"similarity": 0.5683
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations.",
"similarity": 0.5597
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Maintains and enhances existing applications.",
"similarity": 0.5044
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5441,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "update and patch application",
"sentence": "Maintains and enhances existing applications.",
"similarity": 0.5681
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations.",
"similarity": 0.5552
},
{
"kra_text": "update and patch application",
"sentence": "Update websites to ensure timeliness, data quality, integrity and consistency.",
"similarity": 0.5009
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.5414,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations.",
"similarity": 0.618
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Maintains and enhances existing applications.",
"similarity": 0.4954
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Designs, codes, tests, and implements new web applications and components.",
"similarity": 0.4903
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5345,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "May collaborate with internal business partners, internal technology resources (database, system, networking) and with external vendors.",
"similarity": 0.5441
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Designs, codes, tests, and implements new web applications and components.",
"similarity": 0.5167
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Troubleshoots and resolves issues surrounding performance, response times, capacity and system limitations.",
"similarity": 0.4685
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5098,
"slug": "flutter-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Business Analyst (Tech)",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 114,
"score": 0.9,
"slug": "business-analyst-tech",
"total_count": null
},
"confidence": 0.9,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Reporting and BI Development",
"Production Support",
"Application Maintenance",
"User Support and Training",
"Web Application Development",
"Data Quality and Integrity"
],
"matched_kras": [
"Designs, codes, tests, and implements new web applications and components",
"Maintains and enhances existing applications",
"Provides technical and functional user support",
"Troubleshoots and resolves issues surrounding performance",
"Develops end-user documentation and provides training",
"Update websites to ensure timeliness, data quality, integrity and consistency"
],
"matched_skills": [
"MicroStrategy",
"report building",
"web applications",
"front-end and back-end development",
"technical and functional user support",
"performance",
"response times",
"capacity",
"system limitations",
"end-user documentation",
"training"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Tech-Adjacent; The JD centers on MicroStrategy report building, production support, and functional user support rather than pure software engineering or management, which best matches a technical business analyst/reporting role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 3,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 509,
"r_and_r_preview": "Designs, codes, tests, and implements new web applications and components. Maintains and enhances existing applications. Provides technical and functional user support. Troubleshoots and resolves issu",
"role_display_name": "Business Analyst (Tech)",
"role_slug": "business-analyst-tech",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 8625,
"role_display_name": "Business Analyst (Tech)",
"role_slug": "business-analyst-tech",
"skill_name": "MicroStrategy",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Business Analyst (Tech)",
"id": 114,
"rationale": "Domain=Tech-Adjacent; The JD centers on MicroStrategy report building, production support, and functional user support rather than pure software engineering or management, which best matches a technical business analyst/reporting role.",
"role_archetype": null,
"slug": "business-analyst-tech",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"MicroStrategy"
],
"input_llm_skills": [
"MicroStrategy"
],
"new_aliases_persisted": 0,
"run_id": "bd4138b3-c932-4b8b-9965-fbcda5f5923c",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MicroStrategy",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Business Intelligence Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "microstrategy",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MicroStrategy"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Business Analyst (Tech)",
"id": 114,
"rationale": "Domain=Tech-Adjacent; The JD centers on MicroStrategy report building, production support, and functional user support rather than pure software engineering or management, which best matches a technical business analyst/reporting role.",
"role_archetype": null,
"slug": "business-analyst-tech",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MicroStrategy",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "bd4138b3-c932-4b8b-9965-fbcda5f5923c"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.