Vaishnavi M
Bengaluru
Summary
Results-driven Business Analytics graduate with expertise in data analysis, statistical modeling, and data visualization. Proficient in Python, SQL, Excel, and Power BI for extracting actionable insights. Experienced in academic projects focused on forecasting, clustering, and decision-making models. Committed to leveraging data to enhance business strategies and performance outcomes.
Overview
1
1
year of professional experience
1
1
Certification
Work History
Stock Market Analysis & Forecasting Using ML
Thesis
Galway
01.2024 - 05.2024
This project aimed to forecast Microsoft stock prices from 2010 to 2023, using time series and machine learning models. The analysis helped identify patterns in historical stock behavior and evaluate predictive performance across multiple techniques.
Technologies: Python (yfinance, statsmodels, Keras), Jupyter Notebook.
Role/Responsibilities:
• Collected and preprocessed historical stock data using yfinance and handled missing values.
• Built and evaluated ARIMA, Linear Regression, and Stacked LSTM models for forecasting.
• Identified overfitting in LSTM models and optimized hyperparameters.
• Achieved the best forecasting accuracy using ARIMA with an RMSE of 3.33.
• Visualized stock trends and model predictions using Matplotlib and Seaborn.
Wage Discrimination and Effects on Job Outcomes
Project
Bengaluru
01.2023 - 07.2023
This project focused on identifying wage inequality patterns and their impact on employee job satisfaction and progression, using statistical and data analysis tools.
Technologies: R, Python, SPSS, SQL, Tableau.
Role/Responsibilities:
• Queried and prepared employee survey and wage datasets using SQL (CTEs, subqueries).
• Conducted regression analysis and ANOVA to explore compensation differences across demographics. • Used SPSS and R for statistical testing and validation of findings.
• Visualized key insights through Tableau dashboards to communicate patterns clearly.
• Highlighted significant disparities in pay and career outcomes linked to age, gender, and job role.
Education
Master of Science - Business Analytics
National University of Ireland, Galway
Galway, Ireland11-2024
BBA - Business Analytics
Presidency Univeristy
Bengaluru08-2023
Skills
- Data analysis and visualization
- Statistical modeling
- Dashboard development
- Predictive analytics
- Exploratory data analysis
- Business intelligence
TECHNICAL PROFICIENCY
- Programming and analysis: Python (Pandas, NumPy, Matplotlib, Scikit-learn), R, SPSS
- Database and querying: SQL (MySQL, PostgreSQL), Excel (advanced functions, pivot tables, VBA)
- Business intelligence and visualization: Power BI, Tableau, and Excel dashboards
- Statistics and modeling: descriptive and inferential statistics, regression, time series analysis, clustering, forecasting
- Data handling and ETL: data cleaning, data transformation, exploratory data analysis (EDA)
Certification
- Google AI Exchange Program - Google Cloud
- Product Management Program - NextLeap
- Data Analytics Using Python - Anudip Foundation
SUITABILITY FOR ANALYST ROLE
- Strong academic background in business analytics with hands-on experience in data analysis, visualization, and statistical modeling.
- Completed end-to-end academic projects using Python, SQL, Excel, and Power BI to extract insights, build models, and support decision-making.
- Proficient in cleaning, transforming, and analyzing complex datasets to identify patterns and trends that drive business value
- Familiar with working in collaborative environments and presenting analytical findings to stakeholders through reports and dashboards
- Skilled in applying concepts of forecasting, clustering, regression, and hypothesis testing to solve real-world business problems
- Eager to contribute analytical thinking, technical skills, and a strong learning mindset to dynamic, data-driven teams
References
References available upon request.
Timeline
Stock Market Analysis & Forecasting Using ML
Thesis
01.2024 - 05.2024
Wage Discrimination and Effects on Job Outcomes
Project
01.2023 - 07.2023
Master of Science - Business Analytics
National University of Ireland, Galway
BBA - Business Analytics
Presidency Univeristy
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