@startuml
@startuml
class DataEngineer {
  - Infrastructure and Architecture Design
  - Data Collection and Storage
  - Optimization and Maintenance
  --
  + SQL, NoSQL
  + Python, Java, Scala
  + Hadoop, Spark, Kafka
  + Cloud Services (AWS, Azure, GCP)
}

class DataScientist {
  - Advanced Data Analysis and Modeling
  - Predictive Modeling
  - Data Mining
  --
  + Python, R
  + Machine Learning Algorithms
  + Big Data Technologies
  + Statistical Analysis Tools
}

class DataAnalyst {
  - Data Processing and Reporting
  - Data Exploration
  - Business Insights and Visualization
  --
  + SQL
  + Excel
  + Basic Python or R
  + Data Visualization (Tableau, PowerBI)
}

class BusinessAnalyst {
  - Requirement Analysis
  - Business Process Improvement
  - Stakeholder Engagement
  - Solution Design and Analysis
  - Change Management and Implementation
  --
  + SQL
  + Microsoft Office Suite
  + Basic Understanding of Data Tools
  + Project Management Software
}

class BusinessConsultant {
  - Identifying Business Problems
  - Strategy Development
  - Client Interaction and Advisory
  - Multi-disciplinary Approach
  --
  + Market Analysis Tools
  + Business Strategy Frameworks
  + Communication Tools
  + Financial Modelling Software
}



class ProjectLead {
  - Overall Project Management
  - Resource Coordination
  - Stakeholder Communication
  + Project Management Tools, Leadership Skills
}

class SoftwareArchitect {
  - High-Level Software Design
  - Technology Selection and Evaluation
  - Guiding Development Practices
  + Design Patterns, Architectural Frameworks, Tech Knowledge
}

class Developer {
  - Software Development
  - Implementing Solutions
  + Programming Languages, Development Tools, Coding Best Practices
}



DataEngineer --> DataScientist : provides data infrastructure
DataScientist --> DataAnalyst : drives analysis needs
DataAnalyst --> BusinessAnalyst : supplies data insights
BusinessAnalyst --> BusinessConsultant : informs strategic decisions

Developer --> DataEngineer : "implements data-related solutions"
ProjectLead --> SoftwareArchitect : "manages project scope"
ProjectLead --> Developer : "coordinates development work"
ProjectLead --> DataEngineer : "aligns data infrastructure with project goals"
ProjectLead --> DataScientist : "integrates data science into project"
ProjectLead --> DataAnalyst : "utilizes data analysis for project insights"
ProjectLead --> BusinessAnalyst : "aligns business requirements with project"
ProjectLead --> BusinessConsultant : "ensures project meets business needs"


SoftwareArchitect --> DataEngineer : "aligns data infrastructure\nwith system architecture"
SoftwareArchitect --> Developer : "provides design guidance\nand technical standards"
SoftwareArchitect --> ProjectLead : "advises on technical feasibility\nand architectural decisions"
SoftwareArchitect ..> DataScientist : "ensures compatibility\nof data science solutions"
SoftwareArchitect ..> DataAnalyst : "incorporates data analysis needs\ninto system design"
SoftwareArchitect ..> BusinessAnalyst : "aligns software architecture\nwith business requirements"
SoftwareArchitect ..> BusinessConsultant : "consults on technology\nimpacting business strategy"



@enduml
