Aileen Qin
Data AnalystData Scientist
Deloitte
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Data Scientist
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
New York University
Master's degree, Data Science
January 1, 2016 – January 1, 2018
UCLA
Bachelor of Science (B.S.), Applied Mathematics
January 1, 2012 – January 1, 2016
Deloitte
Senior Consultant, Risk Advisory
September 1, 2019 – Present
Shanghai, China
DiDi
Data Scientist
June 1, 2017 – September 1, 2019
Shanghai, China
Movie Recommendation System with MovieLens Data
January 1, 2016 – October 1, 2016
• Developed a hybrid recommender system in Python to provide personalized movie recommendations
Visualization of NYC Vehicle Collision Data
January 1, 2016 – December 1, 2016
• Built an interactive application for visualizing different features and analyzed correlation between collisions and weather by using Pandas, NumPy, and Matplotlib libraries • Created a region map to display correlated collisions for a given zip code • Preprocessed, cleaned and analyzed large dataset from NYC Open Data
Locality-constrained Linear Coding for Image Classification
January 1, 2016 – March 1, 2016
• Implemented the locality-constrained linear coding (LLC) technique in Python • Applied LLC for image classification on Caltech-101 data set, calculated the average classification accuracies based on different sizes of training images
Donation Prediction on Donorschoose.org
January 1, 2016 – December 1, 2016
• Deployed business strategies to increase donation success rate based on modeling results • Extracted text features of donations essays with Tf-idf and NLTK • Improved classification accuracy using Logistic Regression, Decision Tree, k-NN, and Random Forest algorithm; performed hyperparameter tuning using cross-validation and grid search
Cultural Fit Analysis
The candidate has a strong academic background and experience in data science, which aligns well with a data-driven culture. The diversity of personal projects (recommender systems, image classification, collision analysis, donation prediction) shows initiative and a broad interest in applying data science techniques. The transition from Data Scientist to Senior Consultant in Risk Advisory at Deloitte suggests adaptability and a willingness to apply analytical skills in different contexts. However, the current role at Deloitte is less directly aligned with a pure Data Analyst role, which might indicate a slight deviation from a direct cultural fit for a highly specialized data analysis team without further clarification on current responsibilities.
Soft Skills & Operational Fit
The candidate's project descriptions suggest an ability to work on complex problems independently. The role at Deloitte as a Senior Consultant in Risk Advisory indicates experience in a professional, client-facing environment, which often requires strong analytical and problem-solving skills, as well as effective communication. However, specific soft skill assessments are not available.