05/2020 –08/2020 Senior Data Science Analytics Internship - Discover Financial Services, USA
01/2017 – Present Graduate Research Assistant – Iowa State University, Ames IA, USA
05/2019 – 08/2019 Data Scientist Intern – EMC Insurance Company, Des Moines, USA
01/2017 – 5/2018 Graduate Teaching Assistant – Iowa State University, Ames IA, USA
(2020-2021) WiDS Ambassador at Iowa State University - Women in Data Science (WiDS) at Stanford University
(2020-2021) Graduate and Professional Student Senate at Iowa State University
6/2020 – 8/2020 Develop fraud rules to detect and prevent fraud losses - Discover Financial Services
Description: Utilizing RStudio, Python, Knowledge Seeker, and SAS EMiner in cloud environment and developed fraud rules which can detect and prevent loses.
08/ 2019 -12/2019 Rolling Horizon – Syngenta Company
Description: Each year breeders in Syngenta need to decide whether to advance a specific hybrid early, before observing all harvested locations. In this project, we developed and presented a real-time scenario detection method using Rank Correlation and Confidence Interval Width Correlation to help breeders to decide early in the harvesting season.
05/2019 - 07/2019 Employee Turnover, EMC Ins. Company
Description: Built a classification model from scratch for predicting employee turnover. Obtaining high precision and recall score on very unbalanced dataset. Improved the precision/recall scores from 17% to 77% and balanced accuracy from 60% to 88%. Used R and Python extensively (more than 5000 lines of code)
07/2019 - 08/2019 New Hire Survey Data, EMC Ins. Company
Description: Performed data procurement, data analysis for new hire survey data, developed interactive and monthly automatic updated dashboards in Power BI, reduced the analysis time by a factor of 10
02/2019 - 04/2019 Sentiment Analyzer: Sentiment Analysis using R
Description: Developed a package in R from the scratch to do sentiment analysis on customer review data. Used NLP, bag of words, word embedding and machine learning algorithms to predict the sentiment of reviews.
URL: https://zahrakhoshmanesh.github.io/SentiAnalyzer/
Shiny App: https://joeybudi.shinyapps.io/zahra/