Pipeline run
c57716cb-f208-4c0a-8efd-ffb95e0ad662
Pipeline LLM cost (USD)
API 1: $0.0031
API 2: $0.0000
API 3: $0.0000
Total: $0.0031
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
· UI performance and release debugging
Diagnose application issues, test and debug fixes, write basic scripts/code, and recommend system enhancements by analyzing business/system processes and evaluating options to improve controls and reliability.
""Identify and analyze issues, make recommendations, and implement solutions""
Tech stack maturity
Mainstream Modern
A frontend engineer focused on debugging typically works within widely adopted, current web application stacks rather than legacy pre-cloud systems or cutting-edge AI-native platforms.
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 (9)
Testing
Debugging
Scripting
Code
Client-Server Architecture
Network Operations
Database Administration
Systems Administration
PC-based Applications
Skill cluster (2 dimension groups, role-scoped)
Cloud Platforms
Systems Administration
Cross-cutting / unaligned
Testing
Debugging
Scripting
Code
Client-Server Architecture
Network Operations
Database Administration
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.
Signals
Skill
backend-engineer
0.11
Alias
ios-engineer
0.48
KRA
frontend-engineer
0.41
Post-classification
Centroidupdated · n=26
Alias collision log#71
New-role queue—
New skills captured4
New KRA captured—
Captured for admin review
Testing
primary
↔
Frontend Engineer
pending
Debugging
primary
↔
Frontend Engineer
pending
Scripting
primary
↔
Frontend Engineer
pending
Code
primary
↔
Frontend Engineer
pending
Status:
extract_from_jd_done
Created: 2026-05-20T13:19:56.676078Z
Updated: 2026-05-20T13:19:57.906555Z
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.
Testing
Primary
No API 2 row (run stopped after API 1 or history missing)
Debugging
Primary
No API 2 row (run stopped after API 1 or history missing)
Scripting
Primary
No API 2 row (run stopped after API 1 or history missing)
Code
Primary
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)
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": [
"Application Developer",
"Programmer Analyst"
],
"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
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Testing"
},
{
"is_primary": true,
"skill_name": "Debugging"
},
{
"is_primary": true,
"skill_name": "Scripting"
},
{
"is_primary": true,
"skill_name": "Code"
},
{
"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": "PC-based Applications"
}
],
"jd_role": {
"display_name": "Applications Development Programmer Analyst",
"rationale": null,
"role_aliases": [
"Application Developer",
"Programmer Analyst"
],
"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": [
"Application Developer",
"Programmer Analyst"
],
"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
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "c57716cb-f208-4c0a-8efd-ffb95e0ad662",
"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": 0.4091,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "AI Compliance Officer",
"matched_count": null,
"role_id": 12,
"score": 0.3849,
"slug": "ai-compliance-officer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.3591,
"slug": "ar-vr-engineer",
"total_count": null
},
{
"display_name": "Cybersecurity Engineer",
"matched_count": null,
"role_id": 5,
"score": 0.3468,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.3457,
"slug": "data-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Engineer",
"matched_count": 1,
"role_id": 1,
"score": 0.1111,
"slug": "backend-engineer",
"total_count": 9
},
{
"display_name": "Data Engineer",
"matched_count": 1,
"role_id": 2,
"score": 0.1111,
"slug": "data-engineer",
"total_count": 9
},
{
"display_name": "ML Engineer",
"matched_count": 1,
"role_id": 3,
"score": 0.1111,
"slug": "ml-engineer",
"total_count": 9
},
{
"display_name": "Cybersecurity Engineer",
"matched_count": 1,
"role_id": 5,
"score": 0.1111,
"slug": "cybersecurity-engineer",
"total_count": 9
},
{
"display_name": "DevOps Engineer",
"matched_count": 1,
"role_id": 10,
"score": 0.1111,
"slug": "devops-engineer",
"total_count": 9
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "B",
"chosen_role": {
"display_name": "Frontend Engineer",
"matched_count": null,
"role_id": 7,
"score": 0.4091,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.4091,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Stage 1 title \u0027Applications Development Programmer Analyst\u0027 not in catalog; KRA top-2 within margin -\u003e classify into nearest neighbor frontend-engineer (0.41)"
},
"stage5_updates": {
"centroid_n_after": 26,
"centroid_updated": true,
"collision_log_id": 71,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 1580,
"role_display_name": "Frontend Engineer",
"role_slug": "frontend-engineer",
"skill_name": "Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1581,
"role_display_name": "Frontend Engineer",
"role_slug": "frontend-engineer",
"skill_name": "Debugging",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1582,
"role_display_name": "Frontend Engineer",
"role_slug": "frontend-engineer",
"skill_name": "Scripting",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1583,
"role_display_name": "Frontend Engineer",
"role_slug": "frontend-engineer",
"skill_name": "Code",
"status": "pending"
}
],
"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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