Nethala Durga Siddharth
Master of business administration, MBA - Business analytics · Hyderabad, Telangana
Experience
Data Analyst
Innodatatics - GenAI | Data Science | BI | Advanced Up-Skilling · May 2024 – Jul 2024
- Developed and implemented a streamlined process for optimization of machine downtime, reducing machine downtime time.
- Developed and implemented a standardized reporting framework, resulting in improved visibility of key performance metrics and enabling data-driven decision-making at all levels of the organization.
- Analyzed problems and worked with teams to develop solutions.
- Prepared project presentations and reports to mentor.
- Explored new technologies and approaches to streamline processes.
Data analyst intern
Innodatatics - GenAI | Data Science | BI | Advanced Up-Skilling · May 2024 – Jul 2024
- Analyzed large volumes of sensor data from CNC, AMS, and Makino machines to identify factors contributing to machine downtime, focusing on parameters like vibration, pressure, temperature, and torque.
- Conducted Exploratory Data Analysis (EDA) in Python and built interactive dashboards in Power BI, uncovering key operational insights and sensor correlations.
- Developed and compared multiple machine learning models (Random Forest, Gradient Boosting, ANN, SVM, etc.), selecting K-Nearest Neighbors (KNN) for its superior accuracy (92.13% test accuracy, AUC = 0.92).
- Deployed the predictive downtime model using Streamlit, enabling real-time monitoring and proactive maintenance decisions, thereby reducing unplanned downtime risks.
- Delivered actionable insights that highlighted hydraulic pressure and spindle vibration as critical predictors, supporting cost savings and improved machine uptime.
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Education
Master of Business Administration - MBA, Business Analytics
University of Hyderabad · 2023 — 2025
Bachelor of Business Administration, Business Administration and Management, General
Nizam College · 2020 — 2023
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