Far better an approximate answer to the right question, which is often vague, than an exact answer to the wrong question, which can always be made precise. - John Tukey
R skills,ggplot2) and three maps (e.g., via tmap), which effectively communicate your main findings/interpretations.R. If that’s the case, think about a project idea, for which you can easily start with ESRI products (e.g., ArcMAP). Almost every spatial data manipulation and analysis (with a few exceptions) is possible with R, so I will help you figure out packages, functions, syntax, and scripting strategies.2.1.Background/Literature review
2.2. Data
2.3. Analytical plans
2.4. Expected outcomes
X and Y)2.5. Team members
Feel free to choose any topic from your own discipline (e.g., civil/environmental engineering, geography, etc.). In case you may be interested in urban planning/studies/economics topcis, here are some resources.
Data sets often used for urban planning studies (to be updated)
1. The US Census American Community Survey 5-year estimates: use tidycensus
2. LEHD, or Longitudinal Employer-Household Dynamics: use lehdr
3. The US Census TIGER/Line Shapefile: use tigris
4. US EPA Smart Location Database
5. National Household Travel Survey 2017
6. Google Maps API
7. Walkscore
8. Zillow (if scraping is not feasible, their Zipcode level estimates may be fine)
9. GTFS, or General Transit Feed Specification, and its variants including GBFS, also related data - NYC citibike
10. National Transit Database
11. Transit-Oriented Development (TOD) database
12. Great Schools
13. Ride Austin: data by an Austin, TX based non-profit ridehailing company
Recent issues in urban (transportation) planning and urban economics (to be updated)
1. Gentrification, or neighborhood changes in socioeconomic status
2. Shared mobility: e.g., Uber, Lyft, dockless bikes/e-scooters, and Airbnb
3. Autonomous vehicles: e.g., Waymo’s self-driving taxis
4. Millennials, Gen Xers, and baby boomers: e.g., how their preferences and choices differ when they were at the same age
5. The equality of opportunity: Visualization on NYT, Does urban sprawl hold down upward mobility?
6. Spatial mismatch
Articles with insights: For latest issues and discussions on urban studies in general.
1. City lab: Search for Richard Florida.
2. Planetizen: Check Top on Planetizen.
3. City observatory
4. Urban Institute
5. Brookings Instutitute, Cities & Regions
6. Urban Land Institute Magazine
7. Pew Research Center
8. New York Times Upshot: Search for Emily Badger.
Academic journals: GT subscribes the following journals. Check their latest issues and learn about latest research outcomes.
1. JAPA
2. JPER
3. JUA
4. Urban Studies
5. JUE