Binish Batool
Quantitative Analyst @Upwork
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WORK HISTORY
Quantitative Analyst @Upwork
EDUCATION
Universität Siegen
Doctor of Philosophy - PhD, Physics
ABOUT BINISH BATOOL
I am a Physicist (PhD) and Data Scientist with ~7 years of experience in high-precision, data-intensive environments — from the CERN ATLAS Collaboration to clinical research at the German Cancer Research Center (DKFZ).Impact Highlights:• Analyzed 10M+ collision events at 13 TeV• Built ML classifiers (79% accuracy) for signal–background separation• Performed maximum-likelihood fits & Bayesian inference (95% credible intervals)• Reduced systematic uncertainty by ~20% via optimized data workflows• Modeled longitudinal clinical records using neural networks & dimensionality reduction• Implemented SHAP-based XAI for transparent medical decision support-> At CERN, I worked on differential cross-section measurements of the tt̄γ process, solving inverse problems (detector unfolding) under limited statistics and propagating correlated systematic uncertainties-> At DKFZ, I developed predictive models to quantify treatment effects in longitudinal datasets, translating statistical structure into actionable clinical insight.I am particularly interested in roles where simulation, statistical modeling, and uncertainty quantification drive real-world decisions — in science, healthcare, risk, or advanced analytics. Moreover, I am open to relocation. For more details, send me an email at: b••••••••@gmail.com
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