Sonia Ranvir

Hi There,

I'm Sonia Ranvir

Data Analyst & Engineer

About Me

About Me

Data Analyst with 3.8+ years of experience leveraging ๐—ฆ๐—ค๐—Ÿ, ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—•๐—œ ๐˜๐—ผ๐—ผ๐—น๐˜€ (๐—Ÿ๐—ผ๐—ผ๐—ธ๐—ฒ๐—ฟ, ๐—ง๐—ฎ๐—ฏ๐—น๐—ฒ๐—ฎ๐˜‚, ๐—ฃ๐—ผ๐˜„๐—ฒ๐—ฟ ๐—•๐—œ) to ๐˜๐—ฟ๐—ฎ๐—ป๐˜€๐—ณ๐—ผ๐—ฟ๐—บ ๐—ฟ๐—ฎ๐˜„ ๐—ฑ๐—ฎ๐˜๐—ฎ ๐—ถ๐—ป๐˜๐—ผ ๐—ฎ๐—ฐ๐˜๐—ถ๐—ผ๐—ป๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ถ๐—ป๐˜€๐—ถ๐—ด๐—ต๐˜๐˜€. Built ๐Ÿญ๐Ÿฑ+ ๐—ฑ๐—ฎ๐˜€๐—ต๐—ฏ๐—ผ๐—ฎ๐—ฟ๐—ฑ๐˜€ ๐—ถ๐—ป ๐—ฐ๐—ผ๐—น๐—น๐—ฎ๐—ฏ๐—ผ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜„๐—ถ๐˜๐—ต ๐—ฝ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐˜๐—ฒ๐—ฎ๐—บ๐˜€, ๐—ฒ๐—ป๐—ฎ๐—ฏ๐—น๐—ถ๐—ป๐—ด $๐Ÿฎ๐—  ๐—ฐ๐—ผ๐˜€๐˜ ๐˜€๐—ฎ๐˜ƒ๐—ถ๐—ป๐—ด๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—น๐—ฒ๐—ฎ๐—ฑ๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€ ๐˜๐—ฒ๐—ฎ๐—บ.

๐—ฃ๐—ฟ๐—ผ๐˜ƒ๐—ฒ๐—ป ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† ๐˜๐—ผ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ ๐—ฟ๐—ผ๐—ฏ๐˜‚๐˜€๐˜ ๐—˜๐—ง๐—Ÿ ๐—ฝ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ๐˜€, design impactful dashboards, and drive data-informed decision-making across diverse industries (๐—™๐—ถ๐—ป๐˜๐—ฒ๐—ฐ๐—ต, ๐—ฆ๐—ฎ๐—ฎ๐—ฆ, ๐—œ๐—บ๐—บ๐—ถ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ฒ๐—ฐ๐—ต).

Focused on ๐—ผ๐—ฝ๐˜๐—ถ๐—บ๐—ถ๐˜‡๐—ถ๐—ป๐—ด ๐—ฏ๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—ฝ๐—ฟ๐—ผ๐—ฐ๐—ฒ๐˜€๐˜€๐—ฒ๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—ฑ๐—ฒ๐—น๐—ถ๐˜ƒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—บ๐—ฒ๐—ฎ๐˜€๐˜‚๐—ฟ๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ถ๐—บ๐—ฝ๐—ฟ๐—ผ๐˜ƒ๐—ฒ๐—บ๐—ฒ๐—ป๐˜๐˜€ through ๐˜€๐˜๐—ฟ๐—ฎ๐˜๐—ฒ๐—ด๐—ถ๐—ฐ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€ ๐—ฎ๐—ป๐—ฑ ๐˜€๐—ฐ๐—ฎ๐—น๐—ฎ๐—ฏ๐—น๐—ฒ ๐˜€๐—ผ๐—น๐˜‚๐˜๐—ถ๐—ผ๐—ป๐˜€. ๐—ฃ๐—ฎ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐˜๐—ฒ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฒ๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜ ๐—ฑ๐—ฎ๐˜๐—ฎ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€ and ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ถ๐—ฏ๐˜‚๐˜๐—ถ๐—ป๐—ด to data-centric cultures.

Tech Stack

Python SQL NumPy Matplotlib Scikit-learn Snowflake Apache Spark Apache Kafka Docker AWS Google Cloud Microsoft Azure Microsoft Fabric Power BI Tableau Databricks Airflow API

Portfolio

Bing API Pipeline

Bing API Analytics

Built an ETL pipeline integrating Bing API with Azure & Microsoft Fabric.

View Report
Walmart Sales Dashboard

Walmart Sales Analysis

Performed EDA using SQL & Python. Built Tableau dashboard.

View Project
Spotify ML Model

Spotify Playlist Analysis

Built a recommendation model using Python & AI.

View Project
Netflix Content Analysis

Netflix Content Analytics Dashboard

Developed an interactive Tableau dashboard analyzing Netflix content trends and viewer insights.

View Dashboard
Web Authentication Security Insights

Web Authentication Security Insights

Built machine learning models to detect anomalies in authentication logs, identifying unauthorized access patterns and mitigating security risks.

View Project
HR Data Analytics Dashboard

HR Data Analytics Dashboard

Developed an interactive dashboard to visualize workforce trends, reducing employee turnover by 15% through actionable insights.

View Project
Stakeholder Insights Dashboard

Stakeholder Insights and Performance Dashboard

Built a data-driven stakeholder insights dashboard to enhance decision-making and business strategy.

View Dashboard
Instagram SQL Analytics

Instagram SQL Analytics

Developed SQL queries and dashboards to analyze user engagement and content performance on Instagram.

View Project
Airbnb Streamlit Dashboard

Airbnb Streamlit Dashboard

Developed an interactive Streamlit dashboard for Airbnb data analysis with visualizations, filters, and geospatial mapping.

View Live Project
FraudShield Anomaly Detection

FraudShield: Anomaly Detection

Built a real-time fraud detection system using XGBoost, Decision Trees, and anomaly detection (Isolation Forest & LOF), achieving 98.89% accuracy.

View Project
Customer Churn Prediction

Customer Churn Prediction

Developed a machine learning model using Logistic Regression, Random Forest, and XGBoost to predict customer churn and improve retention strategies.

View Project
Tech Sales Analysis

Tech Sales Analysis: Trends, Products, and Customer Behavior

Analyzed retail sales data to uncover insights into product performance, customer behavior, and sales trends.

View Project

Work Experience

Aliro Logo

Aliro Immigration Services | Toronto, Canada

Data Analyst | Jan 2023 - Mar 2025

Million Minds Infotech Logo

Million Minds Infotech | Hyderabad, India

Data Analyst | January 2021 - December 2021

ClearTax Logo

ClearTax | Bangalore, India

Financial Data Analyst | July 2020 - December 2020

Education

The Climber Logo

Post Graduation in Global Business Management

Jan 2022 - Dec 2023

Seneca College of Arts & Technology | Toronto, Canada | GPA: 3.20/4.00

Graduated with a focus on global business strategy, project management, and data analytics. This program enhanced my ability to manage international projects, lead global teams, and develop strategies that drive business success in diverse markets.

Professional Certifications

Python

Python for Data Engineering

Issued by DataVidhya

SQL

SQL for Data Engineering

Issued by LinkedIn

Tableau

Tableau Essential Training

Issued by LinkedIn

Snowflake

Data Warehouse with Snowflake

Issued by DataVidhya

Apache Airflow

Apache Airflow for Data Engineering

Issued by DataVidhya

Apache Spark

Apache Spark with Databricks

Issued by DataVidhya

Internship Highlights

The Climber Logo

Sales and Marketing Intern

The Climber | Industry - EdTech / Career Guidance Startup | Jun 2018 - Sep 2018

As a Sales and Marketing Intern at The Climber, an online educational platform, I contributed to driving growth and expanding the platform's reach in the EdTech space:

  • Revenue Growth: Spearheaded sales and marketing efforts, achieving a 35% increase in revenue within the first year.
  • Strategic Partnerships: Established partnerships with educational institutions, expanding course offerings by 25%.
  • Digital Marketing Campaigns: Led targeted campaigns, resulting in a 50% growth in user registrations and increased brand visibility.

This internship sharpened my sales and marketing skills and fueled my passion for using technology to make education accessible to young learners.

Core Competencies

Problem-Solving

Innovative thinker who loves tackling complex challenges and finding creative, data-driven solutions.

Leadership & Collaboration

Strong leadership skills with a focus on teamwork, collaboration, and driving shared success.

Analytical Thinking

Turning complex data into actionable insights that drive impactful business decisions.

Communication Skills

Effective at storytelling with data, delivering clear insights to stakeholders, and facilitating strategic discussions.

Adaptability & Learning

Continuously evolving with emerging trends, adapting quickly to new challenges and technologies.

Creativity & Innovation

Passionate about bringing fresh ideas and innovative solutions to projects and problem-solving scenarios.

Awards & Achievements

Top Employee Award

Aliro Immigration | 2024

Aliro Immigration โ€“ Employee of the Year (2024) for delivering high-impact data strategies that increased revenue by 20%

Best Research Contribution

Seneca College | 2022

Awarded for outstanding contributions as a Research Assistant on the "Valuation of Land in Southwestern Ontario" project, delivering impactful insights through data analysis and market research.

Excellence in Data Analytics

ClearTax | 2020

Recognized for facilitating over 1 million tax filings and contributing to over $12.5M in revenue through data-driven financial solutions and optimized compliance processes.

Green Belt in Shaolin Kung Fu (Martial Arts)

Mansuria Kung Fu International

Earned the Green Belt in Shaolin Kung Fu, symbolizing proficiency in foundational martial arts techniques and discipline, reflecting dedication to physical fitness, mental focus, and self-defense mastery.

Beyond Work

Running

Running๐Ÿƒโ€โ™€๏ธ

Journaling

Journaling & a good brew โ˜•

Hiking Trails

Hiking Trails โ›ฐ๏ธ

Cooking

Cooking ๐Ÿณ

Plant Parenting

Plant Parenting ๐ŸŒฑ

Paddling Escapes

Badminton ๐Ÿธ.

Giving Back to the Community

Door Step School

Education Outreach Volunteer - Door Step School

Door Step School is dedicated to providing primary education to children from underserved communities, especially those who lack access to formal schooling.

  • Educational Access: Assisted in learning programs for 1000+ students, helping them transition into formal schooling.
  • Workshops: Led interactive sessions on life skills like confidence, communication, and problem-solving.
  • Community Engagement: Collaborated with parents and local communities to drive higher enrollment and participation.

By working with Door Step School, I helped create meaningful change by empowering children with knowledge and skills for a brighter future.

Enabling Leadership

Summer Intern โ€“ Enabling Leadership

Enabling Leadership is a global nonprofit dedicated to empowering children through experiential learning programs that foster leadership, critical thinking, and life skills.

  • High-Impact Programs: Collaborated with partners like Tata Trusts, Axis Bank, and JP Morgan to facilitate programs impacting 620 children.
  • Sports & Music Events: Organized 12 football matches and 2 music sessions every weekend, ensuring engagement and smooth execution.
  • Leadership & Teamwork: Designed activities promoting collaboration, discipline, and creative expression for holistic development.

Through this experience, I contributed to creating a dynamic, inclusive learning environment where children could develop holistically.

iVolunteer

Student Volunteer โ€“ iVolunteer

iVolunteer is a leading nonprofit that connects volunteers with organizations across India, driving social change in education, health, environment, and more.

  • Environmental Sustainability: Engaged in Plogging (running + litter picking) to protect oceans from plastic pollution.
  • Clean Communities: Raised environmental awareness through clean-up efforts and community engagement.
  • Global Change: Contributed to the global Plogging movement, promoting sustainable living and cleaner cities.

Through my involvement with iVolunteer, I supported the organizationโ€™s mission to engage people in social development and environmental sustainability.

Let's Connect

Ready to join forces, push boundaries, and make a difference!

Get in Touch

soniaranvir04@gmail.com

Toronto, Canada