Pipeline run
2f2619d2-affd-465a-a178-74786b4c3d7b
Pipeline LLM cost (USD)
API 1: $0.0034
API 2: $0.0000
API 3: $0.0000
Total: $0.0034
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Full-stack debugging and tuning
Diagnose business application issues, define system enhancements, and implement fixes in Java Spring Boot microservices, including testing, debugging, and basic scripting/code changes; Angular UI work may be needed but is secondary.
""Identify and analyze issues, make recommendations, and implement solutions""
Tech stack maturity
Mainstream Modern
Java with microservices and Spring Boot is a widely adopted modern enterprise stack, commonly used for cloud-ready backend development without being bleeding-edge.
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 (11)
Java
Spring Boot
Microservices
Angular
UI Development
Client-Server Architecture
Network Operations
Database Administration
Systems Administration
Data Center Operations
PC-based Applications
Skill cluster (6 dimension groups, role-scoped)
Cloud Platforms
Systems Administration
Programming Languages
Java
React Frontend Development
UI Development
UI Frameworks and Rendering
Angular
Web Application Frameworks
Spring Boot
Cross-cutting / unaligned
Microservices
Client-Server Architecture
Network Operations
Database Administration
Data Center Operations
PC-based Applications
Show KRA description ↓
Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements
Identify and analyze issues, make recommendations, and implement solutions
Utilize knowledge of business processes, system processes, and industry standards to solve complex issues
Analyze information and make evaluative judgements to recommend solutions and improvements
Conduct testing and debugging, utilize script tools, and write basic code for design specifications
Assess applicability of similar experiences and evaluate options under circumstances not covered by procedures
Develop working knowledge of Citi’s information systems, procedures, standards, client server application development, network operations, database administration, systems administration, data center operations, and PC-based applications
Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.
2+ years of relevant experience
Experience in programming/debugging used in business applications
Working knowledge of industry practice and standards
Comprehensive knowledge of specific business area for application development
Working knowledge of Java Springboot Microservices. Knowledge of Angular/ UI development will be advantage but not mandatory.
Consistently demonstrates clear and concise written and verbal communication
Bachelor’s degree/University degree or equivalent experience
Signals
Skill
full-stack-engineer
0.36
Alias
ios-engineer
0.48
KRA
frontend-engineer
0.37
Post-classification
Centroidupdated · n=11
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Full Stack Engineer
pending
Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements Identify and analyze issues, ma…
Status:
extract_from_jd_done
Created: 2026-05-19T23:04:06.474695Z
Updated: 2026-05-19T23:04:07.263472Z
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
About the job The Applications Development Programmer Analyst is an intermediate level position responsible for participation in the establishment and implementation of new or revised application systems and programs in coordination with the Technology team. The overall objective of this role is to contribute to applications systems analysis and programming activities. Responsibilities: Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements Identify and analyze issues, make recommendations, and implement solutions Utilize knowledge of business processes, system processes, and industry standards to solve complex issues Analyze information and make evaluative judgements to recommend solutions and improvements Conduct testing and debugging, utilize script tools, and write basic code for design specifications Assess applicability of similar experiences and evaluate options under circumstances not covered by procedures Develop working knowledge of Citi’s information systems, procedures, standards, client server application development, network operations, database administration, systems administration, data center operations, and PC-based applications Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency. Qualifications: 2+ years of relevant experience Experience in programming/debugging used in business applications Working knowledge of industry practice and standards Comprehensive knowledge of specific business area for application development Working knowledge of Java Springboot Microservices. Knowledge of Angular/ UI development will be advantage but not mandatory. Consistently demonstrates clear and concise written and verbal communication Education: Bachelor’s degree/University degree or equivalent experience This job description provides a high-level review of the types of work performed. Other job-related duties may be assigned as required. ------------------------------------------------------ Job Family Group: Technology ------------------------------------------------------ Job Family: Applications Development ------------------------------------------------------ Time Type: Full time ------------------------------------------------------ Most Relevant Skills Please see the requirements listed above. ------------------------------------------------------ Other Relevant Skills For complementary skills, please see above and/or contact the recruiter.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
Spring Boot
Primary
No API 2 row (run stopped after API 1 or history missing)
Microservices
Primary
No API 2 row (run stopped after API 1 or history missing)
Angular
Secondary
No API 2 row (run stopped after API 1 or history missing)
UI Development
Secondary
No API 2 row (run stopped after API 1 or history missing)
Client-Server Architecture
Secondary
No API 2 row (run stopped after API 1 or history missing)
Network Operations
Secondary
No API 2 row (run stopped after API 1 or history missing)
Database Administration
Secondary
No API 2 row (run stopped after API 1 or history missing)
Systems Administration
Secondary
No API 2 row (run stopped after API 1 or history missing)
Data Center Operations
Secondary
No API 2 row (run stopped after API 1 or history missing)
PC-based Applications
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleApplications Development Programmer Analyst
CompanyCiti
Experience2+ years of relevant experience
DomainIT Services & Consulting
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Citi",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "Bachelor\u2019s degree/University degree or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of relevant experience"
},
"job_locations": [],
"role": "Applications Development Programmer Analyst",
"role_aliases": [
"Programmer Analyst",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Utilize knowledge of applications development",
"last_5_words": "with applicable laws, rules and regulations,"
},
"text": "Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements\nIdentify and analyze issues, make recommendations, and implement solutions\nUtilize knowledge of business processes, system processes, and industry standards to solve complex issues\nAnalyze information and make evaluative judgements to recommend solutions and improvements\nConduct testing and debugging, utilize script tools, and write basic code for design specifications\nAssess applicability of similar experiences and evaluate options under circumstances not covered by procedures\nDevelop working knowledge of Citi\u2019s information systems, procedures, standards, client server application development, network operations, database administration, systems administration, data center operations, and PC-based applications\nAppropriately assess risk when business decisions are made, demonstrating particular consideration for the firm\u0027s reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.",
"word_count": 202
},
{
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"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "2+ years of relevant experience",
"last_5_words": "and verbal communication"
},
"text": "2+ years of relevant experience\nExperience in programming/debugging used in business applications\nWorking knowledge of industry practice and standards\nComprehensive knowledge of specific business area for application development\nWorking knowledge of Java Springboot Microservices. Knowledge of Angular/ UI development will be advantage but not mandatory.\nConsistently demonstrates clear and concise written and verbal communication",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "Education",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Bachelor\u2019s degree/University degree or",
"last_5_words": "or equivalent experience"
},
"text": "Bachelor\u2019s degree/University degree or equivalent experience",
"word_count": 10
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Spring Boot"
},
{
"is_primary": true,
"skill_name": "Microservices"
},
{
"is_primary": false,
"skill_name": "Angular"
},
{
"is_primary": false,
"skill_name": "UI Development"
},
{
"is_primary": false,
"skill_name": "Client-Server Architecture"
},
{
"is_primary": false,
"skill_name": "Network Operations"
},
{
"is_primary": false,
"skill_name": "Database Administration"
},
{
"is_primary": false,
"skill_name": "Systems Administration"
},
{
"is_primary": false,
"skill_name": "Data Center Operations"
},
{
"is_primary": false,
"skill_name": "PC-based Applications"
}
],
"jd_role": {
"display_name": "Applications Development Programmer Analyst",
"rationale": null,
"role_aliases": [
"Programmer Analyst",
"Application Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Citi",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "Bachelor\u2019s degree/University degree or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of relevant experience"
},
"job_locations": [],
"role": "Applications Development Programmer Analyst",
"role_aliases": [
"Programmer Analyst",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Utilize knowledge of applications development",
"last_5_words": "with applicable laws, rules and regulations,"
},
"text": "Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements\nIdentify and analyze issues, make recommendations, and implement solutions\nUtilize knowledge of business processes, system processes, and industry standards to solve complex issues\nAnalyze information and make evaluative judgements to recommend solutions and improvements\nConduct testing and debugging, utilize script tools, and write basic code for design specifications\nAssess applicability of similar experiences and evaluate options under circumstances not covered by procedures\nDevelop working knowledge of Citi\u2019s information systems, procedures, standards, client server application development, network operations, database administration, systems administration, data center operations, and PC-based applications\nAppropriately assess risk when business decisions are made, demonstrating particular consideration for the firm\u0027s reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.",
"word_count": 202
},
{
"bullet_count": 6,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "2+ years of relevant experience",
"last_5_words": "and verbal communication"
},
"text": "2+ years of relevant experience\nExperience in programming/debugging used in business applications\nWorking knowledge of industry practice and standards\nComprehensive knowledge of specific business area for application development\nWorking knowledge of Java Springboot Microservices. Knowledge of Angular/ UI development will be advantage but not mandatory.\nConsistently demonstrates clear and concise written and verbal communication",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "Education",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Bachelor\u2019s degree/University degree or",
"last_5_words": "or equivalent experience"
},
"text": "Bachelor\u2019s degree/University degree or equivalent experience",
"word_count": 10
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "2f2619d2-affd-465a-a178-74786b4c3d7b",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Ios engineer",
"matched_count": null,
"role_id": 6,
"score": 0.4815,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "AI Engineer",
"matched_count": null,
"role_id": 13,
"score": 0.4583,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Android Engineer",
"matched_count": null,
"role_id": 4,
"score": 0.4333,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Hybrid Mobile Developer",
"matched_count": null,
"role_id": 11,
"score": 0.4333,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.3846,
"slug": "data-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Frontend Engineer",
"matched_count": null,
"role_id": 7,
"score": 0.3652,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"matched_count": null,
"role_id": 10,
"score": 0.3468,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.3385,
"slug": "ar-vr-engineer",
"total_count": null
},
{
"display_name": "AI Compliance Officer",
"matched_count": null,
"role_id": 12,
"score": 0.3382,
"slug": "ai-compliance-officer",
"total_count": null
},
{
"display_name": "Ios engineer",
"matched_count": null,
"role_id": 6,
"score": 0.3372,
"slug": "ios-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Full Stack Engineer",
"matched_count": 4,
"role_id": 15,
"score": 0.3636,
"slug": "full-stack-engineer",
"total_count": 11
},
{
"display_name": "Backend Engineer",
"matched_count": 4,
"role_id": 1,
"score": 0.3636,
"slug": "backend-engineer",
"total_count": 11
},
{
"display_name": "Frontend Engineer",
"matched_count": 2,
"role_id": 7,
"score": 0.1818,
"slug": "frontend-engineer",
"total_count": 11
},
{
"display_name": "Data Engineer",
"matched_count": 2,
"role_id": 2,
"score": 0.1818,
"slug": "data-engineer",
"total_count": 11
},
{
"display_name": "Cybersecurity Engineer",
"matched_count": 1,
"role_id": 5,
"score": 0.0909,
"slug": "cybersecurity-engineer",
"total_count": 11
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Full Stack Engineer",
"matched_count": null,
"role_id": 15,
"score": 0.3636,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.3636,
"llm2_fired": false,
"llm2_reasoning": null,
"queued": false,
"reasoning": "Stage 1 title \u0027Applications Development Programmer Analyst\u0027 is unmapped (designation?); KRA inconclusive (0.37). Skill profile points at full-stack-engineer (0.36) - generalize."
},
"stage5_updates": {
"centroid_n_after": 11,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 37,
"r_and_r_preview": "Utilize knowledge of applications development procedures and concepts, and basic knowledge of other technical areas to identify and define necessary system enhancements\nIdentify and analyze issues, ma",
"role_display_name": "Full Stack Engineer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": 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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