SRG
Open to work  ·  Tampa, FL  ·  Open to relocate

Sucharitha Reddy Gaddam

Data Engineer·AI / ML Engineer·Data Scientist·Analytics Engineer·BI Analyst

M.S. in AI & Business Analytics from USF with a 4.0 GPA. 4+ years of production experience building ETL pipelines, ML systems, GenAI agents, and BI dashboards. 22 end-to-end GitHub projects spanning every layer of the modern data and AI stack.

4+
Years exp
22
Projects
4.0
M.S. GPA
500K+
Records/day
1M+
Validated
Data Engineer Analytics Engineer AI / ML Engineer GenAI Engineer Data Scientist ML Analyst Data Analyst BI Analyst Business Analyst ETL Developer Cloud Data Engineer LLM Application Engineer
Career

Work experience

Sep 2024 – May 2026
Tampa, FL
Graduate Assistant, Data Analytics & BI Evaluation
Designed and implemented analytics evaluation frameworks across descriptive, predictive, and prescriptive analytics — covering regression, hypothesis testing, ANOVA, chi-square analysis, forecasting, optimization, dashboarding, KPI interpretation, and decision modeling — assessing 700+ deliverables across 3 semester-long project cycles and establishing program-wide analytical standards. Executed hands-on validation of statistical outputs, ML model assumptions, dashboard narratives, and evidence-based recommendation logic, identifying and resolving methodological errors across all deliverables. Standardized QA frameworks and scoring rubrics across multi-section coursework, enforcing consistent assessment of data engineering implementations, BI outputs, and analytical pipelines at scale. Led technical training on Excel Data Analysis ToolPak, R statistical workflows, Tableau dashboards and stories, forecasting models, and spreadsheet-based decision models — enabling independent development and deployment of end-to-end analytical solutions.
700+ deliverables 3 project cycles Regression · ANOVA · Forecasting ML model validation KPI · Dashboard QA Data pipeline evaluation Excel · R · Tableau · Power BI
Jan 2023 – Jul 2024
Hyderabad, India
Senior Systems Engineer, Data Engineering & Analytics
Architected production AWS ETL pipelines using EC2, S3, Glue, and Step Functions, processing 500K+ records daily across 20+ recurring workflows and delivering ML-ready, validated data to downstream reporting and modeling systems. Executed SQL-based validation across 1M+ enterprise records using Oracle, Azure Synapse, and Databricks, improving reporting accuracy, downstream data readiness, and data quality rule enforcement across regulated pipelines. Engineered 10+ Power BI dashboards supporting operational metrics, financial reporting, KPI tracking, and monthly performance reviews, translating client requirements into SQL reports, validation checks, and dashboard outputs. Delivered 5+ end-to-end analytics reporting solutions in Agile teams and optimized structured data staging through CDL pipelines with IAM-aligned cloud storage controls, cutting dashboard turnaround time by 25%.
500K+ records/day 1M+ records validated 10+ Power BI dashboards 25% faster turnaround AWS · Synapse · Databricks ML-ready pipelines CDL · IAM · Data Quality
Sep 2021 – Dec 2022
Hyderabad, India
Systems Engineer, ETL Automation & Data Operations
Engineered and orchestrated recurring production data workflows using Apache Airflow, reducing manual processing effort by 40% and strengthening reliability across scheduled pipeline operations. Diagnosed Airflow DAG failures, workflow logs, and pipeline anomalies through systematic log analysis, incident triage, and failure-pattern tracking, improving system uptime by 30% and maintaining SLA compliance, data accuracy, and report availability across functional teams. Automated recurring AWS and Airflow operations through Bash and shell scripting, improving pipeline responsiveness and eliminating manual intervention across scheduled data jobs. Resolved 100+ data discrepancies through ServiceNow coordination and enforced MySQL and Oracle governance through IAM-aligned access controls, auditing, and security validation for regulated enterprise data workflows.
40% less manual effort 30% uptime improvement 100+ discrepancies resolved SLA compliance Airflow · AWS · Bash/Shell IAM · Governance · Security
Work

Project portfolio

22 repositories
Tech stack

Skills & tools

🐍Languages
PythonSQLRScalaJavaC
⚙️Data Engineering
Apache AirflowApache SparkPySparkKafkadbtDatabricksHadoopETL / ELT
☁️Cloud — AWS
S3GlueEC2Step FunctionsEMRRedshiftAthenaKinesisIAM
☁️Cloud — Azure
Azure SynapseData Factory
🤖AI / GenAI
LangChainLangGraphRAGHuggingFaceGroqVector SearchEmbeddingsPrompt Engineering
🧠ML Frameworks
PyTorchTensorFlowScikit-learnXGBoostSHAPPandasNumPy
📊BI & Analytics
Power BITableauExcelA/B TestingHypothesis TestingANOVAForecastingRegression
🗄️Databases
PostgreSQLMySQLOracleMongoDBCassandraCockroachDBChromaDBSQLite
🛠️Dev & MLOps
DockerFastAPIFlaskGitGitHub ActionsCI/CDPytestREST APIsBash / Shell
Alignment

Role fit

How my skills and production evidence map to each target role. Highlighted chips have real production or verified project proof.

Data Engineer / Analytics Engineer
Airflow (prod)AWS Glue + S3 (prod)500K+ records/daySparkKafkadbtDatabricksStar schema
🤖AI/ML Engineer / GenAI Engineer
LangGraph (multi-agent)RAG (full-stack)Docker sandboxingLangChainChromaDBFastAPIHuggingFace
🔬Data Scientist / ML Analyst
XGBoost (0.96 AUC)TFT forecastingPPO reinforcement learningSHAP explainabilityNLP classificationA/B testing
📊Data Analyst / BI Analyst
Power BI (10+ prod dashboards)SQL validation (1M+ records)700+ analytics reviewsTableauExcelForecasting
☁️ETL Developer / Cloud Data Engineer
EC2 · S3 · Glue (prod)Step Functions (prod)EMRRedshiftAthenaAzure SynapseHadoop
📋Business / Reporting Analyst
SQL reporting (prod)Financial KPI dashboardsDecision modelingData storytellingDashboard QAAgile
Academic background

Education & certifications

M.S. Graduate · May 2026
Artificial Intelligence and Business Analytics
University of South Florida
Tampa, FL · Aug 2024 – May 2026
4.0
/ 4.0
Perfect GPA
Relevant coursework
Machine LearningDeep Learning Big DataData Warehousing Advanced Database SystemsCloud Solutions Architecture Data VisualizationBusiness Statistics
Certifications
☁️
AWS Cloud Practitioner
Amazon Web Services
⚙️
Java DevOps
Infosys Learning Platform
🔄
Agile Methodologies
Infosys Learning Platform
🔒
Cybersecurity in SDLC
Infosys Learning Platform
🗄️
Modern Database Systems
Saylor Academy
Let's connect

Get in touch

Actively looking for full-time roles in data engineering, AI/ML, data science, analytics, and BI. I bring 4+ years of production experience, a 4.0 M.S. GPA, and 22 hands-on projects covering the complete modern data and AI stack.

Open to work · Tampa, FL · Open to relocate · On-site · Hybrid · Remote