StatusRequirementEvidenceSourceScoreNext Action
strongPreferred
Prototype and experiment rapidly to validate ideas and improve user experience.
product_experiencePrototyped and experimented rapidly with RAG, semantic search, OCR, audience targeting, registry metadata pipelines, and AI-assisted research tools to validate ideas and improve user experience.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Audience Pipelines, Azure AD, Azure AI Search78%2 source links
Lead with this evidence and cite the strongest source when asked.
strongPreferred
Own the entire product lifecycle including discovery, solution design, development, deployment, and continuous improvement.
product_experienceOwned product lifecycle slices from discovery and solution design through development, deployment, maintenance, analytics, and continuous improvement for internal data, reporting, automation, and AI tools.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service76%2 source links
Lead with this evidence and cite the strongest source when asked.
strongRequired
Ability to think across product strategy, experience design, and technical implementation.
product_experienceApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search74%2 source links
Lead with this evidence and cite the strongest source when asked.
strongPreferred
Design and build elegant full-stack software solutions that remove friction for users.
product_experienceBuilt and shipped full-stack software across Next.js, Flask, Python services, Azure, GCP, Snowflake, and Looker while owning maintenance, code quality, and system reliability for internal users.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service73%2 source links
Lead with this evidence and cite the strongest source when asked.
strongPreferred
Use AI-assisted development tools and automation to accelerate solution development and improve productivity.
work_claimUsed Codex, AI-assisted development, automation, RAG, and paper-inspired research workflows to accelerate solution development, research synthesis, and developer productivity.
JaySearch
admin panel, AI-assisted development, API design, Candidate Tree Search, CLI tooling73%2 source links
Lead with this evidence and cite the strongest source when asked.
supportedPreferred
Experience in software engineering, product development, interaction design, or technical product creation.
product_experienceBuilt full-stack Azure software with Microsoft sponsors, using Graph API, Cosmos DB, OCR, semantic search, Azure container registry, Python services, and frontend integrations.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service71%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Ability to fluidly move between UI/UX implementation, API design, data modeling, and systems architecture.
technical_skillApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search69%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experienced product engineer comfortable owning features across the entire product stack.
product_experienceBuilt and shipped full-stack software across Next.js, Flask, Python services, Azure, GCP, Snowflake, and Looker while owning maintenance, code quality, and system reliability for internal users.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service68%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experience translating business or user problems into working product solutions.
product_experienceSupported large-scale, user-facing media platforms and analytics systems at Penske by working with WordPress instances serving 200M+ daily users and BigQuery datasets containing billions of user-session records.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service68%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Build scalable front-end and back-end systems using modern frameworks, APIs, and cloud infrastructure.
technical_skillBuilt domain-specific platforms for healthcare registry reporting and media executive analytics, including clinical quality pipelines, Omnilytics, editorial RAG tools, and audience activation workflows.
Data Engineer, AdventHealth
Audience activation, Audience Pipelines, Azure Blob Storage, Azure Data Factory, Azure Functions68%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Full professional fluency in English, with excellent verbal and written communication skills.
languageEnglish
68%0 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Bachelor's
educationBA, Political Science
68%0 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
AI-Assisted Development Tools, such as Codex, Claude Code, Cursor, or similar.
work_claimConnected paper-inspired research patterns to practical repository tools with docs, specs, tests, and governance boundaries for source records, claim records, evidence packets, and implementation plans.
JaySearch
admin panel, AI-assisted development, API design, Candidate Tree Search, CLI tooling68%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Strong appreciation for product experience, visual design, and usability.
product_experienceApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search68%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Familiarity with cloud platforms and modern software architecture practices.
work_claimBuilt full-stack Azure software with Microsoft sponsors, using Graph API, Cosmos DB, OCR, semantic search, Azure container registry, Python services, and frontend integrations.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service68%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Understanding in modern web technologies, such as TypeScript, React, Next.js, Python, FastAPI, or similar backend frameworks.
technical_skillDesigned and integrated Flask and FastAPI services plus external APIs including Looker, Microsoft Graph, Google Search Console, Google Analytics, Piano, vendor APIs, Treasure Data, BigQuery, Snowflake, Azure Functions, and GCP Cloud Functions.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, APIs, Audience activation, Azure AD, Azure AI Search67%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Ability to assess UX design quality and strong attention to detail.
product_experienceDesigned clinical registry review workflows with attention to visual clarity, usability, detail, and low-friction approval, reconciliation, schema-drift, and reporting tasks.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries67%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Ability to deeply understand user problems and translate them into elegant digital solutions.
product_experienceInterviewed editors, analysts, department heads, SVPs, the COO, CTO, and editorial leads to map user problems, prototype solutions, and translate pain points into data products, UI flows, reporting infrastructure, and repeated workflow simplification.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service67%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Identify meaningful user problems and opportunities within digital healthcare experiences.
product_experienceInterviewed editors, analysts, department heads, SVPs, the COO, CTO, and editorial leads to map user problems, prototype solutions, and translate pain points into data products, UI flows, reporting infrastructure, and repeated workflow simplification.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service67%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Translate customer insights into intuitive product experiences that are simple, trustworthy, and aligned with the AdventHealth brand.
product_experienceInterviewed editors, analysts, department heads, SVPs, the COO, CTO, and editorial leads to map user problems, prototype solutions, and translate pain points into data products, UI flows, reporting infrastructure, and repeated workflow simplification.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service67%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Continuously improve digital experiences using analytics, experimentation, and user feedback.
product_experiencePrototyped and experimented rapidly with RAG, semantic search, OCR, audience targeting, registry metadata pipelines, and AI-assisted research tools to validate ideas and improve user experience.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Audience Pipelines, Azure AD, Azure AI Search67%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Maintain a strong focus on craftsmanship, ensuring code quality, system reliability, and thoughtful user experience design.
product_experienceBuilt and shipped full-stack software across Next.js, Flask, Python services, Azure, GCP, Snowflake, and Looker while owning maintenance, code quality, and system reliability for internal users.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service66%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experience designing user experiences, digital workflows, or product interaction models.
product_experienceApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search66%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experience using AI development tools or modern developer productivity platforms.
product_experienceApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search66%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Cloud & Infrastructure: Deploying applications in cloud environments using modern infrastructure practices, such as Azure, AWS, GCP, Docker, or Kubernetes.
technical_skillBuilt full-stack Azure software with Microsoft sponsors, using Graph API, Cosmos DB, OCR, semantic search, Azure container registry, Python services, and frontend integrations.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service64%1 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Passionate about building products that create real-world impact and ensuring applications meet security, performance, reliability, and compliance standards.
work_claimImplemented reliability and security controls for PHI workflows, including private SharePoint access, Azure Blob staging, Snowflake stages, audit logs, sensitive-data hashing, validation checks, and no public exposure.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries64%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
APIs: Designing and integrating service-based architectures, such as REST or GraphQL.
work_claimDesigned review-gated projection and provenance flows so public surfaces consume only approved graph records.
JayGraph
admin auth, JSON Schema, OpenAPI, PostgreSQL, Python63%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Frontend: Building responsive user interfaces with modern web frameworks, such as React.
product_experienceBuilt project-based software products with an emphasis on simple interfaces, visual quality, fast iteration, and low-friction user workflows.
News Reader
Atom, Life Graph, Node.js, R, reader state62%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Backend: Developing scalable server-side services and applications.
work_claimBuilt full-stack Azure software with Microsoft sponsors, using Graph API, Cosmos DB, OCR, semantic search, Azure container registry, Python services, and frontend integrations.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service61%1 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Own the entire value-chain, from product ideation, execution, and value realization.
product_experiencePrototyped and experimented rapidly with RAG, semantic search, OCR, audience targeting, registry metadata pipelines, and AI-assisted research tools to validate ideas and improve user experience.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Audience Pipelines, Azure AD, Azure AI Search61%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Ensure products meet high standards for performance, reliability, accessibility, and security.
work_claimInterviewed editors, analysts, department heads, SVPs, the COO, CTO, and editorial leads to map user problems, prototype solutions, and translate pain points into data products, UI flows, reporting infrastructure, and repeated workflow simplification.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, Audience activation, Azure AD, Azure AI Search, Azure App Service60%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Strong problem-solving and systems thinking capabilities.
work_claimApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search57%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experience building digital products or platforms.
product_experienceApplied systems thinking across product strategy, experience design, API design, data modeling, and technical implementation while building analytics and automation tools for media stakeholders.
Analytics Engineer, Penske Media Corporation
AI vendor evaluation, API design, Audience activation, Azure AD, Azure AI Search57%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Curiosity and forward-thinking mindset when exploring emerging technologies and digital capabilities.
work_claimBuilt registry metadata manifests covering schema versions, file lineage, keys, required fields, normalization rules, table mappings, validation rules, destinations, ownership, and approval status
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries56%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Experience with relational databases and designing schemas for complex domains.
product_experienceDesigned relational database schemas for complex healthcare registry domains using normalized entities, ontology mappings, bronze/silver/gold layers, metadata validation tables, Snowflake stages, and star-schema reporting marts.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries56%1 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Ability to build and ship software quickly while maintaining high standards of quality.
work_claimWorked with significant ownership in fast-moving, high-impact environments, supporting C-suite and SVP users at Penske and institute leadership, analysts, and clinical quality stakeholders at AdventHealth.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries56%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Database: Working with relational or NoSQL databases and caching solutions, such as SQL or Redis.
technical_skillDesigned relational database schemas for complex healthcare registry domains using normalized entities, ontology mappings, bronze/silver/gold layers, metadata validation tables, Snowflake stages, and star-schema reporting marts.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries56%2 source links
Use this support, but keep the answer tied to the named source.
supportedRequired
Excited to work in a fast-moving, high-impact environment with significant ownership.
work_claimBuilt registry metadata manifests covering schema versions, file lineage, keys, required fields, normalization rules, table mappings, validation rules, destinations, ownership, and approval status
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries54%2 source links
Use this support, but keep the answer tied to the named source.
supportedPreferred
Relevant experience building digital products or complex technology solutions.
product_experienceDesigned relational database schemas for complex healthcare registry domains using normalized entities, ontology mappings, bronze/silver/gold layers, metadata validation tables, Snowflake stages, and star-schema reporting marts.
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries54%2 source links
Use this support, but keep the answer tied to the named source.
weakRequired
Familiarity with large-scale user-facing applications or domain-specific platforms.
work_claimBuilt registry metadata manifests covering schema versions, file lineage, keys, required fields, normalization rules, table mappings, validation rules, destinations, ownership, and approval status
Data Engineer, AdventHealth
Azure Blob Storage, Azure Data Factory, Azure Functions, bronze/silver/gold modeling, clinical quality registries45%0 source links
Improve the graph with a more atomic source-backed claim before leaning on this requirement.
blockedPreferred
Certified Solutions Architect Associate (AWS)
certificationNo graph evidence selected for this row.
0%0 source links
Do not claim this credential unless verified credential evidence exists in the graph.
blockedPreferred
Azure Certifications AZ-900 (AZ-900)
certificationNo graph evidence selected for this row.
0%0 source links
Do not claim this credential unless verified credential evidence exists in the graph.
missingPreferred
Field of study in engineering, psychology, business administration, or related field.
educationNo graph evidence selected for this row.
0%0 source links
Update education fields; do not seed a career claim for education.