Mohammed Ismail Khan Email & Phone Number

Developed projections for Post-Sale Economic Analysis of Machine Learning models designed for delinquency prediction for credit unions.➢ Performed Fair Lending Analysis on ML models to assess disparate treatment and disparate impact on protected class borrowers and offer potential mitigation strategies that satisfy business objectives.➢ Demonstrated Quarterly Business Review analysis for clients to determine Performance metrics and Data Integrity. Generated Monitor and Performance Reports for assessing Model Drift post model deployment.➢ Analyzed Recent Traffic data for clients to determine if ML model performs expectedly after deployment.➢ Deployed Credit Policy Analysis for customers to assess automated decisions by enforcing custom rules.➢ Documented model development evidences and model validation efforts including data leveraged, modelling techniques used, technical and economic analysis and support to client’s compliance requirements.

Singapore

New Item Demand Prediction - Helped design and model a Neural Network for Demand prediction of Fashion shoes to Optimize Supply Chain production and reduce warehouse inventory for management.➢ Inventory Management – Modified existing strategy by Training and Optimizing a RandomForest model to accurately predict item re-order and clear older inventory, thus improving Sales by 22% for next Quarter.➢ Singapore Sales Forecasting - Analyzed market data to understand Trend and Seasonality helping Business forecast Sales using different Time Series Regression modelling techniques.➢ Product Analysis for Asian markets – Identified customer purchase behavior and pattern to get the right products for the Consumer market.❖ Effectively translated vaguely defined business problems to clearly defined technical requirements.➢ Sales and Marketing Analysis - Helped improve targeted marketing for specific Retail Stores by Cluster Analysis using K-Means clustering and analyzing sales KPI’s.❖ Highlighted ‘Red- Flags’ to C-suite executives using Tableau for intuitive Data Visualization.➢ Price Optimization – Assisted in the pricing strategy of fast-moving items whilst comparing similar competitor products through web and social media scraping thus improving profits and market share.

Singapore

Targeted Marketing – Developed a Propensity model to target customers for effective Campaign management by reducing associated costs and thus improve ROI.➢ Dashboard creation - Designed and built user-friendly dashboards for tracking Key Performance Metrics for cross - functional sales client teams.❖ Ensured data integrity and data cleanliness to improve accuracy of metric calculations.➢ Pilot - Classification of Fashion Bags with Deep Learning ResNet classifier in Python with 90% accuracy.

Chennai Area, India

Integrated Asset Classification - Led the team to Analyze and Validate MorningStar and IDC vendor raw data for Asset Classification as per Business Rules for downstream modelling applications.❖ Collaborated with cross functional validation teams to create, validate and maintain specific Reports per Business requirements for in-house banking applications and third-party end users.❖ Assist in troubleshooting and impact analysis to the application of changes made to data flow.➢ Credit-Risk Modelling - Helped develop a Credit scoring model to estimate Probability of Default using Logistic Regression technique – Weight of Evidence (WOE) and Information Value (IV).➢ Customer Segmentation -Used K-Means Clustering to segment customers based on similar characteristics.❖ Highlighted results to Portfolio Delivery Managers after cluster validations with the Business Analysts.➢ Assets and Fee Data Validation - Developed and executed test plans to Analyze and validate Assets value for the Private Wealth Management domain and Tracked defects to closure.VOIP Services – Analysis and Reports - Data collection, Cleansing and Aggregation of weekly VOIP service data for a telecommunication client.❖ Processed and shared Key Business Metrics with higher management for better ‘bundle-services’ per individual client usages.❖ Used efficient SQL Queries to provide internal teams with right Data for validation purposes.

Chennai Area, India

Unified Test Analyst with more than 4 years experience in Testing Financial applications using Automation techniques and Database validations using SQL for a North American Bank.Experienced in complete Software Testing Life Cycle (STLC) with hands-on in Creating, Modifying and Maintaining Automation Scripts through HP UFT tool. Possess clear understanding of Software Testing Life Cycle (STLC) which includesRequirement Study, Analysis, Test design, Automation scripting, Test execution, Defectlogging and reporting. Plan Test schedules and strategies in accordance with project scope or delivery dates. Expertise in Creating, Modifying and Maintaining of Automation Scripts through HP QTP forFunctional testing. Document test procedures to ensure re-use and compliance with standards. Expertise in designing business test scenarios, test cases (Functional, UAT), Test Data forvalidating the different applications and/or other web based applications. Develop testing programs that address areas such as database impacts, software scenarios,regression testing, negative testing, error or bug retests. Good exposure in Defect Life Cycle. Tracking Defects to Closure and report defects tosoftware developers and higher Management. Good database knowledge using SQL 2008. Expertise in testing GUI and Web applications. Knowledge of Core Banking services. Full hands-on experience in different types of testing including Static Testing, SmokeTesting, Functional Testing, Regression Testing, End-to-End testing, and User AcceptanceTesting.

Master'S Degree, Business Analytics

Bachelor'S Degree, Electronics And Instrumentation