SALONI KUMARI

Data Analyst | SQL | Python | Power BI | Excel
Ranchi, IN.

About

Highly detail-oriented Data Analyst with hands-on experience in SQL, Python, and Power BI, specializing in data cleaning, reporting automation, and advanced business performance analysis. Proven track record of developing scalable dashboards and delivering actionable insights, with a focus on customer segmentation, recovery analytics, and financial operations to drive efficiency and data-driven decisions in the fintech sector.

Work

CredResolve Pvt. Ltd.
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Data Analyst

Gurugram, Haryana, India

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Summary

As a Data Analyst at CredResolve Pvt. Ltd., Saloni Kumari drives data-driven decision-making and operational efficiency by analyzing NBFC portfolios, building automated dashboards, and delivering actionable recovery insights to cross-functional teams.

Highlights

Led the analysis of 10+ NBFC portfolios, encompassing over 100,000 borrower records using SQL and Python, to generate critical recovery insights.

Developed and deployed automated dashboards with SQL and Power BI, saving 10+ hours weekly in manual reporting and empowering real-time, data-driven decision-making.

Identified key drivers of loan defaults through in-depth cohort and trend analysis of EMI behavior, DPD status, and collection patterns.

Delivered actionable recovery insights to 1,000+ agents and managers via Jatayu (internal fintech mobile app), enhancing operational efficiency and strategic decision support.

Collaborated with cross-functional field operations and risk teams to optimize targeting strategies, achieving a 12% increase in contact-to-collection efficiency.

Education

Masai School

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Certification

Data Analytics

Magadh University

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Bachelor of Science (B.Sc.)

Science

Languages

English

Skills

Programming Languages

Python, SQL.

Python Libraries

Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn, BeautifulSoup, Requests.

SQL Databases & Concepts

MySQL, PostgreSQL, Joins, Subqueries, CTEs, Window Functions.

Data Analysis

EDA (Exploratory Data Analysis), Data Wrangling, Feature Engineering, KPI Tracking, Reporting.

Machine Learning

Regression, Classification, Tree-based Models, Scikit-learn.

Data Visualization

Power BI, Streamlit, Looker Studio, Excel Dashboards.

Tools & Software

Excel (VLOOKUP, Pivot Tables), Google Sheets, Git, Jupyter, VS Code.

Projects

Auto Dashboard Generator (Streamlit)

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Summary

Developed a Streamlit-based tool to automate the generation of charts and dashboards from uploaded data, significantly reducing manual effort and empowering non-technical users.

CRM Sales Dashboard - Power BI

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Summary

Constructed an interactive Power BI dashboard to integrate and analyze CRM data, providing critical insights into sales funnel performance and supporting strategic sales decisions.