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Pipeline run

c0348d68-aa45-4b7b-b065-2cb964f20567

Pipeline LLM cost (USD)
API 1: $0.0047 API 2: $0.0000 API 3: $0.0000 Total: $0.0047

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 · End-to-end feature delivery
Builds and maintains React/Node/Rails web apps end to end, from requirements and architecture through UI/API implementation, release instructions, and quality checks with Security/QA/Ops. Also partners with business owners on desktop/mobile UX and scalable, standards-based delivery.
"Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React"
Tech stack maturity
Mainstream Modern
The listed stack combines widely adopted contemporary web technologies like React, TypeScript, Node.js, GraphQL, and PostgreSQL, which are modern but not specifically cloud-native or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): AI, Machine Learning
Evidence — skills matched in JD (21)
React Node.js Ruby on Rails JavaScript HTML CSS TypeScript REST GraphQL PostgreSQL Git HTML5 AJAX XML JSON Design Patterns Test-Driven Development Behavior-Driven Development Salesforce Internationalization Localization
Skill cluster (8 dimension groups, role-scoped)
API Design and Contracts
REST GraphQL
Programming Languages
JavaScript TypeScript
Web Application Frameworks
Node.js Ruby on Rails
API Integration and Data Fetching
JSON
CSS Architecture and Styling
CSS
Relational Data Modeling
PostgreSQL
UI Frameworks and Rendering
React
Cross-cutting / unaligned
HTML Git HTML5 AJAX XML Design Patterns Test-Driven Development Behavior-Driven Development Salesforce Internationalization Localization
Show KRA description ↓
The Sr.Full Stack Developer will be responsible for building and maintaining web applications using ReactJS on Node/Rails servers. As a Sr.Full Stack Developer, the candidate will be a strong contributor in the execution of the strategic direction for the company, the success of this position will be measured by the usability, quality, and timeliness of applications delivery. You will participate on architecture, design, and implementation of these applications. The ideal candidate is expected to have proven extensive experience building innovative web applications. • Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React • Responsible for contributing to and being a champion of the frontend and backend architecture. • Responsible for working with business owners to propose high-quality user experience solutions for desktop and mobile web applications. • Responsible for working with the configuration management and administration teams to provide accurate build and deployment instructions. • Responsible for working with tertiary groups such as Security, Architecture, IT Operations, and QA to ensure quality design, delivery, and adherence to corporate standards. • Develop intuitive web-based user interfaces, applications, and web service integration APIs using Node.js (Server side)/ Ruby on Rails, React and Typescript. • Ensure application development principles, standards, and best practices are followed for each project. • A "can do" attitude, high energy, and creativity are required along with organizational skills and ability to handle multiple tasks. • Strong interpersonal, oral, written, and visual communication skills, with ability to present findings concisely and effectively. • Ability to collaborate effectively with developers, program management, and marketing about objectives, requirements, and design constraints. • Solid understanding of agile development principles, careful attention to detail, as well as ability to design solutions for multiple product requirements. • BS/MS degree or equivalent years of experience • 8+ years of overall web development experience, preferably secure, scalable web applications in JavaScript (React, Node) / HTML / CSS • Experience in server-side coding using Nodejs. • Expertise with web architecture, cross-platform integration, and building scalable applications in heterogeneous environments. • Experience in client-side coding using HTML5, CSS, JavaScript, ReactJS • Experience with AJAX, XML, JSON, and useful Design Patterns • Extensive knowledge of REST/ GRAPHQL API client & server. • Extensive knowledge and experience with Test-Driven Development and/or Behavior-Driven Development. • Experience in PostgreSQL skills, including database design and optimization. • Experience with Git source control and effective branching and release management practice • Experience building API-driven applications or endpoints. • Working Knowledge of the full SDLC • Demonstrated teamwork skills with a solid analytical and statistical background. • Excellent organizational, communication, presentation, and facilitation skills. • Knowledge of User Experience design methodologies a plus • Experience with Web 2.0 site development or UX design concept is a plus. • Internationalization/Localization and Salesforce knowledge and experience a strong plus. Experience with Mobile web development a plus

Signals

Skill full-stack-engineer
0.82
Alias full-stack-engineer
1.00
KRA frontend-engineer
0.65

Post-classification

Centroidupdated · n=619
Alias collision log
New-role queue
New skills captured4
New KRA captured

Captured for admin review

AJAX Fullstack Developer pending
Test-Driven Development Fullstack Developer pending
Behavior-Driven Development Fullstack Developer pending
Internationalization Fullstack Developer pending
Status: extract_from_jd_done Created: 2026-05-27T16:07:04.047442Z Updated: 2026-05-27T16:07:06.854664Z
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

Join a team that is changing millions of lives.

Transforming smiles, changing lives.



At Align Technology, we believe a great smile can transform a person’s life, so we create technology that gives people the confidence to take on whatever’s next. We revolutionized the orthodontic industry with the introduction of the Invisalign system, and we have never lost sight of that spirit of innovation. Our diverse and collaborative teams are constantly pushing the boundaries of what’s possible.



Ready to join us?

About This Opportunity

The Sr.Full Stack Developer will be responsible for building and maintaining web applications using ReactJS on Node/Rails servers. As a Sr.Full Stack Developer, the candidate will be a strong contributor in the execution of the strategic direction for the company, the success of this position will be measured by the usability, quality, and timeliness of applications delivery. You will participate on architecture, design, and implementation of these applications. The ideal candidate is expected to have proven extensive experience building innovative web applications.

In this role, you will…

• Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React
• Responsible for contributing to and being a champion of the frontend and backend architecture.
• Responsible for working with business owners to propose high-quality user experience solutions for desktop and mobile web applications.
• Responsible for working with the configuration management and administration teams to provide accurate build and deployment instructions.
• Responsible for working with tertiary groups such as Security, Architecture, IT Operations, and QA to ensure quality design, delivery, and adherence to corporate standards.
• Develop intuitive web-based user interfaces, applications, and web service integration APIs using Node.js (Server side)/ Ruby on Rails, React and Typescript.
• Ensure application development principles, standards, and best practices are followed for each project.


In this role, you’ll need …

• A "can do" attitude, high energy, and creativity are required along with organizational skills and ability to handle multiple tasks.
• Strong interpersonal, oral, written, and visual communication skills, with ability to present findings concisely and effectively.
• Ability to collaborate effectively with developers, program management, and marketing about objectives, requirements, and design constraints.
• Solid understanding of agile development principles, careful attention to detail, as well as ability to design solutions for multiple product requirements.


Required Experience

• BS/MS degree or equivalent years of experience
• 8+ years of overall web development experience, preferably secure, scalable web applications in JavaScript (React, Node) / HTML / CSS
• Experience in server-side coding using Nodejs.
• Expertise with web architecture, cross-platform integration, and building scalable applications in heterogeneous environments.
• Experience in client-side coding using HTML5, CSS, JavaScript, ReactJS
• Experience with AJAX, XML, JSON, and useful Design Patterns
• Extensive knowledge of REST/ GRAPHQL API client & server.
• Extensive knowledge and experience with Test-Driven Development and/or Behavior-Driven Development.
• Experience in PostgreSQL skills, including database design and optimization.
• Experience with Git source control and effective branching and release management practice
• Experience building API-driven applications or endpoints.
• Working Knowledge of the full SDLC
• Demonstrated teamwork skills with a solid analytical and statistical background.
• Excellent organizational, communication, presentation, and facilitation skills.


Nice To Have

• Knowledge of User Experience design methodologies a plus
• Experience with Web 2.0 site development or UX design concept is a plus.
• Internationalization/Localization and Salesforce knowledge and experience a strong plus.


Experience with Mobile web development a plus

Sound like a good fit?  

Great! Click the "Apply" link to let us know you are interested. Not the right fit? Don’t worry, Align is quickly growing so we are creating more opportunities to expand our Align family. Please consider joining our Talent Network to receive notifications about future jobs or sharing this opportunity with others in your network.



About Align

Align Technology is a publicly traded medical device company that is transforming smiles and changing lives. Our global team of talented employees develop innovative technology, tools and treatment options to help dental professionals worldwide achieve the clinical results they expect. Our digital ecosystem combines the power of technology to create beautiful smiles through the integration of AI and machine learning, digital imaging and visualization, biomechanics and material science to develop the Invisalign system, the most advanced clear aligner system in the world; iTero Intraoral Scanners and OrthoCAD digital services. Did you know? Align is the world’s largest manufacturer of custom 3D-printed materials.



By joining Align, you will be part of a global, fast-growing company in one of the most dynamic industries. Great people, innovative technologies, and meaningful work – these are just some of the things employees say make Align Technology a great place to work.



We respect your privacy. Please review our Applicant Privacy Policies for additional information.



Global Diversity Statement

At Align, we believe in the power of a smile, and we know that every smile is as unique as our employees. As we grow, we will continue building a workforce of diverse cultural backgrounds and life experiences and fostering a culture of open-mindedness and compassion for all our employees. We live our company values by promoting healthy people and healthy communities. All with the intent of changing millions of lives, one unique smile at a time.

Equal Opportunity Statement

It is our policy to provide equal employment opportunity in all of our employment practices without regard to race, color, religion, sex, national origin, ancestry, marital status, protected veteran status, age, individuals with disabilities, sexual orientation or gender identity or expression or any other legally protected category. Applicants for positions with Align must be legally authorized to work in the country which they are applying for and verification of employment eligibility will be required as a condition of hire.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

React Primary No API 2 row (run stopped after API 1 or history missing)
Node.js Primary No API 2 row (run stopped after API 1 or history missing)
Ruby on Rails Primary No API 2 row (run stopped after API 1 or history missing)
JavaScript Primary No API 2 row (run stopped after API 1 or history missing)
HTML Primary No API 2 row (run stopped after API 1 or history missing)
CSS Primary No API 2 row (run stopped after API 1 or history missing)
TypeScript Primary No API 2 row (run stopped after API 1 or history missing)
HTML5 Secondary No API 2 row (run stopped after API 1 or history missing)
AJAX Secondary No API 2 row (run stopped after API 1 or history missing)
XML Secondary No API 2 row (run stopped after API 1 or history missing)
JSON Secondary No API 2 row (run stopped after API 1 or history missing)
Design Patterns Secondary No API 2 row (run stopped after API 1 or history missing)
REST Primary No API 2 row (run stopped after API 1 or history missing)
GraphQL Primary No API 2 row (run stopped after API 1 or history missing)
Test-Driven Development Secondary No API 2 row (run stopped after API 1 or history missing)
Behavior-Driven Development Secondary No API 2 row (run stopped after API 1 or history missing)
PostgreSQL Primary No API 2 row (run stopped after API 1 or history missing)
Git Primary No API 2 row (run stopped after API 1 or history missing)
Salesforce Secondary No API 2 row (run stopped after API 1 or history missing)
Internationalization Secondary No API 2 row (run stopped after API 1 or history missing)
Localization 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
RoleSr.Full Stack Developer
CompanyAlign Technology
Experience8+ years of overall web development experience
DomainMedical Devices
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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            "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": "Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React",
            "similarity": 0.6422
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Responsible for working with business owners to propose high-quality user experience solutions for desktop and mobile web applications.",
            "similarity": 0.5983
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.6531,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "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": "Develop intuitive web-based user interfaces, applications, and web service integration APIs using Node.js (Server side)/ Ruby on Rails, React and Typescript.",
            "similarity": 0.6252
          },
          {
            "kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
            "sentence": "Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React",
            "similarity": 0.6102
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Responsible for working with business owners to propose high-quality user experience solutions for desktop and mobile web applications.",
            "similarity": 0.6029
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.6128,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Ability to collaborate effectively with developers, program management, and marketing about objectives, requirements, and design constraints.",
            "similarity": 0.6358
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Responsible for contributing to and being a champion of the frontend and backend architecture.",
            "similarity": 0.5969
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Responsible for requirements definition, design and implementation of frontend and backend applications using JavaScript / HTML / CSS, Node and React",
            "similarity": 0.5146
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5825,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Ability to collaborate effectively with developers, program management, and marketing about objectives, requirements, and design constraints.",
            "similarity": 0.5849
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Responsible for working with tertiary groups such as Security, Architecture, IT Operations, and QA to ensure quality design, delivery, and adherence to corporate standards.",
            "similarity": 0.5518
          },
          {
            "kra_text": "backend endpoint integration",
            "sentence": "Experience building API-driven applications or endpoints.",
            "similarity": 0.5494
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.562,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Responsible for working with tertiary groups such as Security, Architecture, IT Operations, and QA to ensure quality design, delivery, and adherence to corporate standards.",
            "similarity": 0.6025
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Responsible for contributing to and being a champion of the frontend and backend architecture.",
            "similarity": 0.5349
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "You will participate on architecture, design, and implementation of these applications.",
            "similarity": 0.531
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5561,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 9,
        "matched_skills": [
          "CSS",
          "GraphQL",
          "JavaScript",
          "Node.js",
          "PostgreSQL",
          "REST",
          "React",
          "Ruby on Rails",
          "TypeScript"
        ],
        "role_id": 15,
        "score": 0.8182,
        "slug": "full-stack-engineer",
        "total_count": 11
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 9,
        "matched_skills": [
          "CSS",
          "GraphQL",
          "JavaScript",
          "Node.js",
          "PostgreSQL",
          "REST",
          "React",
          "Ruby on Rails",
          "TypeScript"
        ],
        "role_id": 435,
        "score": 0.8182,
        "slug": "fullstack-developer",
        "total_count": 11
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 7,
        "matched_skills": [
          "GraphQL",
          "JavaScript",
          "Node.js",
          "PostgreSQL",
          "REST",
          "Ruby on Rails",
          "TypeScript"
        ],
        "role_id": 1,
        "score": 0.6364,
        "slug": "backend-engineer",
        "total_count": 11
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 7,
        "matched_skills": [
          "GraphQL",
          "JavaScript",
          "Node.js",
          "PostgreSQL",
          "REST",
          "Ruby on Rails",
          "TypeScript"
        ],
        "role_id": 82,
        "score": 0.6364,
        "slug": "node-backend-developer",
        "total_count": 11
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "CSS",
          "GraphQL",
          "JavaScript",
          "Node.js",
          "React",
          "TypeScript"
        ],
        "role_id": 7,
        "score": 0.5455,
        "slug": "frontend-engineer",
        "total_count": 11
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.82 does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 619,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 18382,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "AJAX",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 18383,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Test-Driven Development",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 18384,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Behavior-Driven Development",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 18385,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Internationalization",
        "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
{}