SK ◆
Initializing Portfolio...
E[X] = Σ x · P(x) σ² = E[X²] − μ² RTP = Total Out / Total In P(A|B) = P(B|A)·P(A)/P(B)
◆ Game Mathematician ◆

Shilpa
Kumari

Mathematics · Statistics · Game Analytics

The Math Behind Every Move

I am a mathematician with a passion for game analytics, blending rigorous statistical modelling with real-world game mechanics. My work sits at the intersection of probability theory, data science, and player experience design.


With expertise in Monte Carlo simulations, RTP analysis, volatility modelling, and KPI frameworks, I design and evaluate the mathematical engines that power fair, engaging, and profitable games.


From M.Sc. graduate at MNNIT Allahabad (IIT JAM AIR 932) to practicing educator and game math analyst — I bring both academic depth and applied sharpness to every challenge.

0%
Model Recall Achieved
0
IIT JAM All India Rank
#1
College Academic Rank
Simulations Run
Tools of the Trade
🎲
Game Mathematics
RTP AnalysisVolatility Modelling Monte Carlo SimulationPayout Structures Variance AnalysisGame Fairness Eval KPI Frameworks
📐
Mathematics & Statistics
Probability TheoryStatistical Modelling Mathematical ModellingEDA Univariate AnalysisBivariate Analysis
💻
Programming & Data
PythonPandas NumPyMatplotlib SQLAdvanced Excel Data VisualizationML Algorithms
Where I've Played
Apr 2025 – Present
Associate Professor — Mathematics
Physics Wallah

Applied analytical problem-solving under real-time constraints, resolving complex queries through structured, data-driven explanations. Developed systematic frameworks for mathematical reasoning — skills directly transferable to game math design and validation.

Jun 2024 – Apr 2025
Mathematics Educator
Vedantu Innovation Pvt Ltd

Communicated complex mathematical concepts with precision and clarity. Guided systematic, data-driven problem-solving frameworks — building the analytical discipline essential to evaluating game performance and modelling probabilistic outcomes.

Key Projects
PROJECT / 01
Slot Game Math Analysis

Deep-dive mathematical analysis of slot game performance — studying RTP, player behavior patterns, payout distributions, variance, and long-term performance trends through advanced statistical modelling.

Monte Carlo Simulation · KPI Engineering · Game Fairness
PythonStatistics Monte CarloData Visualization
View on GitHub
PROJECT / 02
Credit Card Fraud Detection

Engineered an ML pipeline on a highly imbalanced dataset, applying EDA, univariate & bivariate analysis, and multiple classification algorithms to identify optimal detection parameters.

93% Classification Recall Achieved
PythonPandas NumPyML Algorithms
View on GitHub
The Wins
🏆
All India Rank 932 in IIT JAM 2022
Joint Admission Test · M.Sc. Mathematics
🥇
Ranked 1st in College Academically
B.Sc. Mathematics · Top of Class
📊
Data Analysis with Excel — Coursera
Certified · IBM / Coursera
🤖
Python for Data Analysis & ML
Certified · My Analytics School
Academic Foundation
M.Sc. Mathematics & Scientific Computing
MNNIT — Motilal Nehru National Institute of Technology
Allahabad, Uttar Pradesh · 2022 – 2024
7.43
CGPA