Sign Up
View All Projects
British Airways Customer Reviews Analysis
Sukhmandeep Singh
Data Scientist
Data Scraper
Data Visualizer
Python
Selenium
TensorFlow
Project Link
Task 1: Web Scraping for Company Insights
Objective:
Extract and analyze airline reviews from Skytrax to gain valuable insights.
Steps:
Data Collection:
Scrape review data from Skytrax using Python and Jupyter Notebook.
Data Cleaning:
Prepare the messy text data for analysis by cleaning and preprocessing it.
Data Analysis:
Employ techniques like topic modeling, sentiment analysis, or wordclouds to uncover insights from the reviews.
Presentation:
Summarize findings in a single PowerPoint slide, including visualizations, metrics, and concise explanations.
Task 2: Predicting Customer Buying Behavior
Objective:
Build a machine learning model to predict customer bookings based on given dataset.
Steps:
Data Exploration:
Analyze the dataset to understand its structure and statistics.
Data Preparation:
Prepare the data for modeling, including feature engineering if necessary.
Model Training:
Train a RandomForest model to predict customer bookings.
Model Evaluation:
Evaluate model performance using cross-validation and metrics.
Variable Importance:
Analyze variable contributions to the model's predictive power.
Presentation:
Summarize findings in a single PowerPoint slide, including visualizations and key insights.
Partner With Sukhmandeep
View Services
More Projects by Sukhmandeep
Web Scraping Car Details from Cars24.com
Chips Customer Insights and Purchasing Behavior Analysis
Divvy Trip Data Analysis - Python
How it Works
Contra For Independents
Contra For Hiring
Success Stories
Commission-Free
Company
Mission
Careers
Newsroom
Resources
FAQ
Tips & Guides
Hire
Support
Dіscover Freelancers
Design
Engineering
Marketing
Music & Audio
Social Media
Video & Animation
Writing
Drops
Freelance Industry Report
Social
Terms & Conditions
Privacy Policy
Cookie Policy
© 2024 Contra.Work Inc All Rights Reserved.