
Associate Solutions Architect
3 days ago
The Associate Solution Architect will be responsible for providing technical leadership, architecture, governance, and oversight of CFRA’s next generation of data science and data
processing software using a modern cloud-native technology stack with Python on AWS cloud infrastructure. This is a rare opportunity to make a big impact on both the team and the
Key Responsibilities
- Requirement Analysis: Collaborate with stakeholders to understand business requirements and data sources and define the architecture and design of data engineering models to meet these requirements.
- Architecture Design: Design scalable, reliable, and efficient data engineering models, including algorithms, data pipelines, and data processing systems, to support business requirements and quantitative analysis.
- Technology Selection: Evaluate using POCs and recommend appropriate technologies, frameworks, and tools for building and managing data engineering models, considering factors like performance, scalability, and cost-effectiveness.
- Data Processing: Develop and implement data processing logic, including data cleansing, transformation, and aggregation, using technologies such as AWS Glue, Batch, Lambda.
- Quantitative Analysis: Collaborate with data scientists and analysts to develop algorithms and models for quantitative analysis, using techniques such as regression analysis, clustering, and predictive modeling.
- Model Evaluation: Evaluate the performance of data engineering models using metrics and validation techniques and iterate on models to improve their accuracy and effectiveness.
- Data Visualization: Create visualizations of data and model outputs to communicate insights and findings to stakeholders.
- Monitoring and Logging: Implement monitoring and logging solutions for data engineering models using tools like AWS CloudWatch to ensure model health and
performance.
- Security and Compliance: Ensure data engineering model architecture complies with security best practices and regulatory requirements, implementing encryption, access controls, and data masking as needed.
- Documentation: Create and maintain documentation for data engineering model architecture, design, and implementation, including diagrams, data flow descriptions, and operational procedures.
- Collaboration: Collaborate with cross-functional teams, including data engineers, data scientists, and business analysts, to understand their requirements and integrate data engineering models into their workflows.
- Continuous Improvement: Stay updated with the latest trends, tools, and technologies in data engineering and quantitative analysis, and continuously improve data engineering model processes and methodologies.
Desired Skills and Experience
- Data Engineering: Understanding of data engineering principles and practices, including data ingestion, processing, transformation, and storage, using tools and technologies such as AWS Glue, Batch, Lambda.
- Quantitative Analysis: Proficiency in quantitative analysis techniques, including statistical modeling, machine learning, and data mining, with experience in implementing algorithms for regression analysis, clustering, classification, and predictive modeling.
- Programming Languages: Proficiency in programming languages commonly used in data engineering and quantitative analysis, such as Python, R, Java, or Scala, as well as experience with SQL for data querying and manipulation.
- Big Data Technologies: Familiarity with big data technologies and platforms, such as Hadoop, Apache Kafka, Apache Hive, or AWS EMR, for processing and analyzing large volumes of data.
- Cloud Computing: Proficiency in using AWS cloud services for data pipeline architecture and implementation.
- Data Integration: Understanding of data integration techniques and tools for integrating data from various sources, including batch and real-time data integration, and experience with ETL (Extract, Transform, Load) processes.
- Database Systems: Knowledge of database systems, including relational databases (e.g., MySQL, PostgreSQL) and NoSQL databases (e.g., MongoDB, Cassandra), and experience in designing and managing database schemas.
- Problem-solving Skills: Excellent problem-solving skills, with the ability to analyze complex data engineering and quantitative analysis problems, identify solutions, and
implement them effectively.
- Communication and Collaboration: Strong communication and collaboration skills, with the ability to effectively communicate technical concepts to non-technical stakeholders and work effectively in a team environment.
- Learning Agility: A commitment to continuous learning and staying updated with the latest trends, tools, and technologies in data engineering, quantitative analysis, and machine learning.
- Bachelor's Degree: A bachelor's degree in Computer Science, Software Engineering, or a related field is often preferred, although equivalent experience and certifications can also be valuable. Experience
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