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KumuT5/README.md

Hi there 👋

KUSUM TILOKANITech & Data Enthusiast

This repository contains projects focused on data analysis, problem-solving, and building practical tech skills.

The work here reflects a hands-on approach to learning, with an emphasis on real-world applications of Python, SQL, and data visualization tools.

Projects

IRIS – Institutional Risk & Resilience Assessment System

A full-stack risk assessment platform built with Python, Streamlit, and SQLite, evaluating organizational security posture across four risk domains (Digital, Human, Financial, Governance).

  • Deterministic risk-scoring engine converting assessment responses into a resilience score and risk classification
  • User authentication with session-based data isolation, so each user only sees their own assessment history
  • Integrated the Google Gemini API to generate context-aware security recommendations based on calculated risk scores
  • Refactored into a modular multi-page architecture (authentication, dashboard, assessment, scorecard, history, admin)

Salary Analyzer

A data analysis project exploring developer salary trends using two real-world Kaggle survey datasets (2019 & 2021).

  • Cleaned and merged datasets with inconsistent schemas using Pandas, standardizing 10+ fields into one unified dataset
  • Exploratory data analysis (EDA) comparing salary trends across country, experience level, and company size
  • Visualizations built with Matplotlib and Seaborn

(More projects will be added as I continue learning.)

What I'm Working On

Strengthening Python and SQL · Expanding my data analysis portfolio · Building small, meaningful projects to improve hands-on skills · Improving IT support fundamentals and technical communication

Contact me

Email: kusumtilokani@gmail.com

Note

A complete list of projects is available here: 👉 View All Projects

More projects will be added over time as part of continuous learning and skill development.

I believe in steady improvement — building real projects, learning consistently, and focusing on practical skills that translate directly to industry roles.

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  3. IRIS-institutional-risk-resilience-model IRIS-institutional-risk-resilience-model Public

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