In this project, you鈥檒l help a bike rental company enhance its fleet management and pricing strategy by building a daily bike rental forecasting model using time series analysis techniques in R. Your objectives include loading, cleaning, processing, and analyzing daily rental transaction data, and developing and evaluating time series models for the most accurate predictions.
Forecast bikeshare demand using time series models in R
Forecast bikeshare demand using time series models in R
3,254 already enrolled
Demonstrate your skills to employers, and leverage industry tools to solve real-world challenges
Intermediate level
Recommended experience
4-6 hours
Complete at your own pace
Objectives
Describe data to answer key questions to uncover insights
Fit well-validated time series models for forecasting future rental bikes demands
Provide analytic insights and data-driven recommendations
Skills you'll demonstrate
- Interactive Data Visualization
- Rmarkdown
- Data-Driven Decision-Making
- Machine Learning
- Tidyverse (R Package)
- Predictive Modeling
- R (Software)
- Data Cleansing
- Time Series Analysis and Forecasting
- Data Analysis
- Trend Analysis
- Demand Planning
- Revenue Management
- Forecasting
- Business Strategy
- Data Processing
- R Programming
- Data Visualization
- Data Manipulation
Details to know
Shareable work sample
Add to your 糖心vlog官网观看 profile
Taught in English
No downloads or installation required
Use a 糖心vlog官网观看 Lab, a pre-configured in-browser cloud workspace (only available on desktop)
See how employees at top companies are mastering in-demand skills
About this Project
Project plan
This project requires you to independently complete the following steps:
Load and explore the data
Create interactive time series plots
Smooth time series data
Decompose and assess the stationarity of time series data
Fit and forecast time series data using ARIMA models
Offered by
Demonstrate your skills with Projects
Projects give you real-world challenges to solve with industry tools, and produce work samples that you can add to your 糖心vlog官网观看 Skills Profile to help you stand out to employers.
Manage my profile
Why people choose 糖心vlog官网观看 for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, 糖心vlog官网观看 is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. 糖心vlog官网观看 allows me to learn without limits."
Open new doors with 糖心vlog官网观看 Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose 糖心vlog官网观看 for Business
Upskill your employees to excel in the digital economy