Project overview
In this project, you’ll assume the role of a data journalist to investigate potential bias in Fandango’s movie rating system. Applying your Python skills, you’ll statistically analyze movie ratings data to determine if there’s a significant difference between Fandango’s ratings and other rating systems.
This project allows you to develop your data analysis skills in a real-world context. You’ll learn to critically examine data sampling methods, compare frequency distributions, and draw meaningful conclusions from statistical metrics. These techniques will enhance your ability to uncover insights and trends in various datasets.
Objective: Analyze movie ratings data using Python and statistical analysis to determine if Fandango inflated ratings after a previous analysis revealed bias in their rating system.
Key skill required
To complete this project, it's recommended to build these foundational skills in Python
- Employing various sampling methods to sample data
- Measuring variables in statistics
- Identifying different types of variables
- Generating frequency distribution tables
- Creating visualizations to display frequency distributions
Projects steps
Step 1: Is Fandango Still Inflating Ratings?
Step 2: Understanding the Data
Step 3: Changing the Goal of our Analysis
Step 4: Isolating the Samples We Need
Step 5: Comparing Distribution Shapes for 2015 and 2016
Step 6: Comparing Relative Frequencies
Step 7: Determining the Direction of the Change
Step 8: Next steps
Master skills faster with Dataquest
Go from zero to job-ready
Learn exactly what you need to achieve your goal. Don’t waste time on unrelated lessons.
Build your project portfolio
Build confidence with our in-depth projects, and show off your data skills.
Challenge yourself with exercises
Work with real data from day one with interactive lessons and hands-on exercises.
Showcase your path certification
Share the evidence of your hard work with your network and potential employers.
The Dataquest guarantee
Dataquest has helped thousands of people start new careers in data. If you put in the work and follow our path, you’ll master data skills and grow your career.
We believe so strongly in our paths that we offer a full satisfaction guarantee. If you complete a career path on Dataquest and aren’t satisfied with your outcome, we’ll give you a refund.
Recommended projects
Free
Investigating Fandango Movie Ratings
Practice using R to analyze movie ratings data, compare 2015 vs 2016 ratings, and apply sampling and distributions to investigate bias.
R
Intermediate
8 steps
Free
NYC Schools Perceptions
Practice data cleaning, analysis, and visualization in R to explore survey data and showcase your skills with R Notebooks.
Beginner
3 steps
Free
Investigating Fandango Movie Ratings
Practice statistical analysis in Python to investigate movie rating bias and determine if Fandango inflated ratings.
Python
Intermediate
8 steps
Free
Building Fast Queries on a CSV
Practice implementing an inventory system for a laptop store using Python classes, dictionaries, and binary search.
Python
Intermediate
10 steps
Free
Garden Simulator Text Based Game
Practice using OOP, error handling, and randomness in Python to create an interactive gardening game simulator.
Python
Beginner
11 steps
Free
Predicting Heart Disease
Practice building a K Nearest Neighbors classifier in Python to predict heart disease risk from patient data.
Python
Intermediate
10 steps
Free
Word Raider
Practice using Python variables, lists, loops, conditionals, and file handling to build an interactive word-guessing game.
Python
Beginner
11 steps
Free
Predicting Condominium Sale Prices
Practice using linear regression in R to predict condominium sale prices based on size and location in New York City.
R
Intermediate
8 steps
Free
Kaggle Data Science Survey
Practice analyzing survey data in Python to uncover insights about data science careers and skills.
Python
Beginner
8 steps
Grow your career with
Dataquest.
98%
of learners recommend
Dataquest for career advancement
4.85
Dataquest rating
SwitchUp Best Bootcamps
$30k
Average salary boost
for learners who complete a path
Join 1M+ data learners on
Dataquest.
1
Create a free account
2
Choose a learning path
3
Complete exercises and projects
4