Principal Data Engineer
1 month ago
Responsibilities
Guide the Data Engineering team in development of methods and tools for data validation and analysis and in planning and execution of complex projects Focus on Quality Analytics (e.g., Mean Time between Failures, Mean Time to Crash, Mean Time to Hang, and other quality metrics) Troubleshoot complex, high risk data issues and perform root cause analysis to resolve issues Identify, design, and implement internal process improvements such as automating manual processes, optimizing data delivery, and redesigning infrastructure for greater scalability Guide the building of complex ETL processes and infrastructure required for optimal extraction, transformation, and loading of data from a wide variety of data sources Track project data pipeline and overall data architecture stability - Monitoring the overall performance and stability of the system is important if the warehouse needs to be cleaned from time to time Prepare data for predictive and prescriptive modelling Deliver updates to stakeholders based on analytics
Stakeholder Management
Collaborate with AI Solution Managers to help allocate resources for different AI Solution projects Collaborate with Business Data Analyst, AI Champion, Solution Managers to define and ratify business solution requirements Collaborate with Data Engineers to guide the implementation of Statistical and DL Models and validate their business value Lead the functional documentation and sign off from key business stakeholdersPeople Management
Build Capacity and capability for the Data Engineering function Nurture a high-performance culture Create a highly engaged and agile team to tackle AI solution projectsExperience, Educational Qualification and Skills
Experience: · 12-15 years of relevant work experience
Educational Qualification:
· B.E/B.Tech and M.E./M.Tech (IT/Computer Science)
· Master’s in data science /data engineering/Information Systems
· PhD in an AI discipline (preferred)
Skills:
Mandatory
· Ability to manipulate, process and extract value from large, disconnected datasets and articulate the same in business and ML context
· Experience managing engineers and guiding them through project planning, design, development, quality control, and deployment
· Hands on knowledge on building and optimizing ‘big data’ data pipelines, architectures, and data sets from raw and unstructured data
· Advanced working SQL knowledge and experience working with relational databases, query authoring (SQL) as well as working familiarity with a variety of databases
· Strong know-how on data ingestion tools and APIs to prioritize data sources, validate them, and dispatch data to ensure an effective ingestion process.
· Knowledge on data ingestion tools such as Apache Kafka/ Apache Storm/Apache Flume/Apache Sqoop/Wavefront, and more.
· Working knowledge on data mining tools such as Apache Mahout/KNIME/Rapid Miner/Weka
· Strong know-how on ETL tools such as Talend/Informatica PowerCenter/AWS Glue/Stitch
· Ability to handle various types of data in the form of text, speech, image, video, or live stream from IoT/ Sensors/ Web
· Ability to leverage MLOps Platforms such as Teraform, Ansible, Kubeflow, Google AI Platform
Preferred
· Basic Know-how on software development languages such as Python, Java, C++, Scala, etc
· Experience with stream-processing systems such as Storm, Spark-Streaming, etc.
· Skilled in the use of business intelligence and visualization tools, such as PowerBI, Tableau
Behavioural
· Ability to take initiative and handle concurrent tasks with appropriate priority
· Ability to meet objectives and adhere to deadlines with minimal supervision
· Effective communication (written and oral), collaboration and technical documentation skills
· Ability to identify what resources are critical to solve a problem
Behavioural
· Strategic Orientation (PL 4)
· Entrepreneurial Mind-set (PL 3)
· Stakeholder Partnering (PL 3)
· Outcome Orientation (PL 4)
· Transformation Mind-set (PL 3)
· Innovation Focus (PL 4)
· Team Orientation (PL 3)
· Employee Development (PL 3)
People working in below domains (Preferred but not restricted to): Energy Generation (Thermal, Renewable) Transmission Distribution, City Gas Distribution Sectors, Airport, Port
and Logistics, Cyber Security, E-Commerce, FMCG, Natural Resource, Healthcare, Infrastructure, Défense
Key Skills :
Data Engineer Google Cloud Storage Google Cloud Sql Big Data Sql Aws Apache Mahout Teraform Ansible Kubeflow
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