1.18 Example-Presentation: Example Barbera (2015)

  • Your presentations
    • Go through questions and provide answers
    • Use paper’s visualizations if there are any nice ones
  • The paper, Google scholar
    • My (wrong) impressions back in 2013… [Think out of the box!]
  • Background: What is the background of that study? Research area?
    • Classic task of measuring politicians’ and voters’ policy positions
    • Usually to position on a single latent dimension “ideology”
    • Was mostly done for legislators (voting data) & individuals (survey data)
  • Research question: What is the overall research question?
    • Can we use Twitter to estimate the policy positions of citizens?
      • Underlying: What is the ideology of individual i?
  • Data: What kind of data is used?
    • Twitter data (back then a new platform of political communication)
    • Users (individual & politicians) embedded in a common social network
  • Hypotheses/assumptions: Are there hypotheses, if yes which ones?
    • Main assumption: Twitter users prefer following politicians that are close ideologically
    • Hypothesis: We can reliably estimate voter’s ideology using their twitter network (who they follow)
  • Analytical & empirical approach
    • Estimate individuals’ ideology using Twitter
    • Cross-validate Twitter estimates with external information to see whether method correctly classifies/scales Twitter users on the left or right side of the ideological dimension
      • Legislators/parties: Compare twitter ideology to voting behavior in parliaments
      • Mass ideology: Compare patterns between surveys and Twitter in terms of ideological patterns
      • Individuals: Compare campaign spending to Twitter ideology
  • Findings: What are the findings?
    • Method seems to work
    • Twitter conversation is dominated by those with strong ideology
  • Innovation: What is so innovative (CSS!)? What struck you about this study? What did you find interesting?
    • New form of data (Twitter)
    • Classic question (identifying ideology) answered with new data
  • Weaknesses/Problems: What are potential weaknesses of the study?
    • Representativeness of Twitter users, assumptions, only applicable to users who follow at least one account etc.
  • Other thoughts: Any additional thoughts on the study?