TikTok PACE Strategy Document

Plan Stage

• Who is your audience for this project?

  • The TikTok data team

• What are you trying to solve or accomplish?

  • Creating a predictive model to classify whether a video contains a claim or opinion

• What questions need to be asked or answered?

  • How clean is the provided dataset?
  • What variables will be the most useful in identifying claim vs opinion?
  • What trends can I gather from the data?
  • How can I reduce the effects of bias on the interpretation of the data?

• What resources are required to complete this project?

  • The dataset
  • Python
  • Stakeholder input

• What are the deliverables that will need to be created over the course of this project?

  • A clean dataset for exploratory data analysis
  • Visualizations
  • The finalized predictive model

Project Tasks

1. Evaluating the model (Execute)
2. Conduct hypothesis testing (Analyze and Construct)
3. Begin exploring the data (Analyze)
4. Data exploration and cleaning (Plan and Analyze)
5. Establish structure for project workflow (Plan)
6. Communicate final insights with stakeholders (Execute)
7. Compute descriptive statistics (Analyze)
8. Visualization building (Analyze and Construct)
9. Write a project proposal (Plan)
10. Build a regression model (Analyze and Construct)
11. Compile summary information about the data (Analyze)
12. Build machine learning model (Construct)