Aishwarya Sinha
Data Scientist
Summary
Accomplished Data Scientist at Cisco Systems, Inc., renowned for pioneering advanced Causal AI and Machine Learning models and enhancing business forecasting accuracy. Demonstrated expertise in Python programming and data visualization, alongside a proven ability to lead impactful projects, significantly driving data-driven decision-making and operational efficiency.
Overview
4
4
years of professional experience
Work History
Data Scientist
Cisco Systems, Inc.
07.2022 - Current
- Led the development of high-quality models for Business Entities (BE), notably achieving success with the challenging IOTBU model by mastering nuanced model selection and balancing feature interplay on deep economic indicators.
- Rebuilt the Enterprise Switching model to align with expected business growth and developed 6m and 12m Meraki Switching and Wireless models, providing independent insights to senior leadership.
- Created impactful visualizations comparing BE models, delivering insightful bearish views of the Causal AI outlook appreciated by senior executives, including the CFO.
- Executed Attach Rate and Attach Probability pipelines for multiple forecasting cycles and adapted pipelines to explore feasibility studies for new business units, and presented this project as the major/final project in my MTech degree.
- Improved the efficiency and scalability of the forecasting system, collaborated with business leads, experts, and stakeholders to develop dashboards that reveal key insights from causal forecasts, driving engagement and adoption
Failure Analysis Engineer
Cisco Systems, Inc.
08.2020 - 06.2022
- Investigated and reproduced customer-facing issues for Content Security appliances and Nexus switches, collaborating with the engineering team to identify fixes and workarounds. Led the enablement of these products at the Ivy Kentucky site, facilitating the transition from Flex Austin, Texas.
- Developed and maintained Tableau dashboards to analyze and track SWFA core responsibilities, utilizing data from Oracle, Smartsheet, and Snowflake, and served as the admin for the ‘Product Quality' server.
- Created and automated a Python script to extract, transform, and load data from Snowflake to MySQL for Gnosis signature creation and effectiveness calculation, integrating the output with Tableau for continuous tracking.
- Developed the CiFA bot using the Botlite 2.0 framework, integrated into Webex, and recognized as ‘Bot of the Week' by the Botlite Community. Recognized for 'Q3FY21 Bravos- SCQE Peer Recognition' as well as 'Best of We' Award Finalist for this project.
- Mentored new hires on company-specific tools and software systems utilized within the failure analysis department, fostering a supportive work environment.
Education
M.Tech. - Data Science And Business Analytics
Indian Institute of Science (IISc)
Bengaluru, India 04.2001 -
B.Tech. - Industrial Engineering And Management
Rastriya Vidyalaya College of Engineering (RVCE)
Bengaluru, India 04.2001 -
High School -
Delhi Public School
Bokaro Steel City, India 04.2001 -
Skills
Python Programming
Causal AI
Machine Learning
Data Mining
Statistical Analysis
Business Forecasting
Feature Engineering
Data Visualization
Data Storytelling
Decision-Making
Timeline
Data Scientist
Cisco Systems, Inc.
07.2022 - Current
Failure Analysis Engineer
Cisco Systems, Inc.
08.2020 - 06.2022
M.Tech. - Data Science And Business Analytics
Indian Institute of Science (IISc)
04.2001 -
B.Tech. - Industrial Engineering And Management
Rastriya Vidyalaya College of Engineering (RVCE)
04.2001 -
High School -
Delhi Public School
04.2001 -