I am a data-driven professional with nearly a decade of experience turning raw data into meaningful insights. I specialize in data profiling, ETL, data governance, and building self-serve analytics dashboards using Power BI, Tableau, and Looker. I have hands-on expertise with Oracle, Teradata, and various data warehouses, along with automation using Python, UNIX shell scripting, and modern workflow tools to streamline data pipelines. I thrive in fast-paced, cross-functional environments, translating complex analytics into clear business stories for executives. My focus areas include data quality, predictive analytics (A/B testing, regression, churn modeling), and KPI monitoring to drive cost optimization and revenue growth. I enjoy documenting requirements, creating traceable data mappings, and delivering practical analytics solutions that empower stakeholders to act quickly.

Venkata Madhu Sudhana Reddy

I am a data-driven professional with nearly a decade of experience turning raw data into meaningful insights. I specialize in data profiling, ETL, data governance, and building self-serve analytics dashboards using Power BI, Tableau, and Looker. I have hands-on expertise with Oracle, Teradata, and various data warehouses, along with automation using Python, UNIX shell scripting, and modern workflow tools to streamline data pipelines. I thrive in fast-paced, cross-functional environments, translating complex analytics into clear business stories for executives. My focus areas include data quality, predictive analytics (A/B testing, regression, churn modeling), and KPI monitoring to drive cost optimization and revenue growth. I enjoy documenting requirements, creating traceable data mappings, and delivering practical analytics solutions that empower stakeholders to act quickly.

Available to hire

I am a data-driven professional with nearly a decade of experience turning raw data into meaningful insights. I specialize in data profiling, ETL, data governance, and building self-serve analytics dashboards using Power BI, Tableau, and Looker. I have hands-on expertise with Oracle, Teradata, and various data warehouses, along with automation using Python, UNIX shell scripting, and modern workflow tools to streamline data pipelines.

I thrive in fast-paced, cross-functional environments, translating complex analytics into clear business stories for executives. My focus areas include data quality, predictive analytics (A/B testing, regression, churn modeling), and KPI monitoring to drive cost optimization and revenue growth. I enjoy documenting requirements, creating traceable data mappings, and delivering practical analytics solutions that empower stakeholders to act quickly.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert

Work Experience

Senior Data Analyst at Freddie Mac
July 1, 2024 - November 5, 2025
Analyzed functional and non-functional data elements for profiling and mapping from source to target environments; wrote UNIX Korn shell scripts for file transfers, error logging, data archiving, and log/file cleanup; automated ETL processes using Python, SQL, and workflow tools (Airflow, Alteryx); standardized messy data through validation, deduplication, and outlier detection; built interactive dashboards in Power BI/Tableau/Looker to communicate insights to stakeholders; developed a customer churn prediction model; contributed to data governance initiatives and designed database models for operational data stores and data warehouses.
Senior Data Analyst at Home Depot Retail
June 1, 2024 - June 1, 2024
Led data mapping and system testing efforts; documented functional requirements and test plans in Quality Center; tested complex ETL mappings and sessions loading data from flat files and relational sources; integrated data from ERP, CRM, and APIs; built forecasting models and created dashboards in Power BI/Tableau to enable real-time decision making; developed machine learning prototypes in Python; automated monthly executive reports and established remote SAS sessions to accelerate ETL processing; implemented KPI tracking and data pipelines for reliable analytics.
Data Analyst at ConocoPhillips
February 1, 2022 - February 1, 2022
Created executive-level dashboards translating raw data into actionable business stories; developed automated alert systems for KPI breaches; performed data mapping and validation; implemented data pipelines and real-time KPI trackers; conducted Teradata SQL development, unit testing and performance tuning; built predictive models (logistic regression, clustering) and integrated data from multiple sources (ERP, CRM, flat files, APIs) with strict data integrity checks.
Data Analyst at Abbott Laboratories
March 1, 2020 - March 1, 2020
Designed AWS data pipelines using VPC, EC2, S3, ASG, EBS; Snowflake; IAM; CloudFormation; Route 53; CloudWatch; CloudFront; CloudTrail; built Tableau reports for management; collaborated with stakeholders to gather requirements and translated them into SQL queries for dashboards; implemented data mappings and ETL in Informatica and SSIS; performed data validation, backend testing, and data quality initiatives; supported Tableau production health checks.
Data Warehousing Analyst at Landmark IT Solutions
May 1, 2018 - May 1, 2018
Conducted data profiling across multiple sources and supported EDW development using Informatica; created complex SQL validation queries; designed test cases and performed comprehensive functional, regression, and data-driven testing; migrated on-prem data warehouses to cloud platforms (Snowflake, AWS Redshift, GCP BigQuery, Azure Synapse); built dashboards in Power BI/Tableau/Looker; contributed to data lakehouse architectures and data governance; performed data cleansing and collaborated with QA to ensure data integrity.

Education

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Qualifications

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Industry Experience

Financial Services, Retail, Energy & Utilities, Healthcare, Professional Services