Quiz: The Political Data Ecosystem

Questions

1. Which government agency produces the foundational demographic data used for Congressional apportionment, redistricting, and survey weighting benchmarks? - (a) The Bureau of Labor Statistics - (b) The Federal Election Commission - (c) The Census Bureau - (d) The Department of Justice

2. The American Community Survey (ACS) differs from the decennial Census in that it: - (a) Is conducted only once every twenty years - (b) Collects more detailed demographic, economic, and housing data on a continuous basis - (c) Is not publicly available - (d) Counts only U.S. citizens

3. At what dollar threshold must individual campaign contributions to federal candidates be publicly disclosed through FEC filings? - (a) $50 - (b) $100 - (c) $200 - (d) $500

4. A state voter file typically contains all of the following EXCEPT: - (a) The voter's name and address - (b) The voter's voting history (which elections they participated in) - (c) How the voter cast their ballot (which candidates they voted for) - (d) The voter's party registration (in states with partisan registration)

5. An "enriched voter file" is created by: - (a) Adding more voters to the state registration database - (b) Merging the public voter file with consumer data and modeled political scores - (c) Correcting errors in the original voter file - (d) Restricting the file to likely voters only

6. Which of the following is the longest-running academic survey of American political behavior? - (a) The General Social Survey (GSS) - (b) The Cooperative Election Study (CES) - (c) The American National Election Studies (ANES) - (d) The Pew American Trends Panel

7. The Cooperative Election Study (CES) is particularly valuable because: - (a) It uses face-to-face interviews exclusively - (b) Its very large sample size allows analysis of small subgroups of the electorate - (c) It has been conducted since 1948 - (d) It surveys only voters in competitive states

8. Which of the following best describes the concept of "dark money" in campaign finance? - (a) Campaign contributions made in cash - (b) Donations to nonprofit organizations (501(c)(4)s) that spend on politics but do not disclose their donors - (c) Foreign contributions to U.S. campaigns - (d) Small donations under $200

9. In the chapter's five-layer ecosystem framework, at which layer does statistical modeling and forecasting occur? - (a) Layer 1: Raw Data Production - (b) Layer 2: Data Processing and Enrichment - (c) Layer 3: Analysis and Modeling - (d) Layer 5: Decision and Action

10. OpenDemocracy Analytics (ODA) was founded primarily to address: - (a) The lack of political data in the United States - (b) The gap between technically available public data and practically accessible civic tools - (c) The need for more campaign-funded polling - (d) The shortage of political science PhD programs

11. According to the chapter, which of the following is a limitation of using social media data as a proxy for public opinion? - (a) Social media data is not available in digital formats - (b) Social media users are younger, more educated, and more ideologically extreme than the general population - (c) Social media platforms do not contain political content - (d) Social media data is too small to be useful

12. The chapter identifies several "information asymmetries" in the political data ecosystem. Which of the following is an example? - (a) Campaigns know far more about individual voters than voters know about campaigns' data operations - (b) All candidates have equal access to voter data regardless of budget - (c) Academic researchers have less data access than ordinary citizens - (d) Government data is less reliable than commercial data

13. What does the chapter identify as the most labor-intensive of ODA's projects? - (a) The Campaign Finance Explorer - (b) The Voter Information Portal - (c) The District Data Dashboard - (d) The Open Election Data Repository (precinct-level results standardization)

14. Administrative data, as defined in the chapter, is best described as: - (a) Data collected through surveys designed by researchers - (b) Data collected as a byproduct of government operations - (c) Data generated by social media platforms - (d) Data produced by campaign analytics teams

15. Adaeze Nwosu's concern that ODA might be building "a beautiful library in a neighborhood where nobody reads" refers to: - (a) The risk that ODA's tools are too technically complex for non-experts - (b) The broader challenge that data accessibility alone does not guarantee democratic empowerment if underserved communities lack the time, skills, or awareness to use the tools - (c) The possibility that ODA's data is inaccurate - (d) The danger of publishing sensitive voter information

Answer Key

  1. (c) The Census Bureau. The decennial Census provides the population counts used for apportionment, and Census data serves as the benchmark for survey weighting.

  2. (b) Collects more detailed demographic, economic, and housing data on a continuous basis. The ACS is conducted year-round and provides information on education, income, employment, language, and many other variables that the decennial Census does not cover.

  3. (c) $200. Individual contributions exceeding $200 to federal candidates, party committees, or PACs must be disclosed, including the donor's name, address, employer, and occupation.

  4. (c) How the voter cast their ballot. Voting is by secret ballot in the United States. The voter file records which elections a person participated in, but not how they voted.

  5. (b) Merging the public voter file with consumer data and modeled political scores. Data vendors like L2, TargetSmart, and Aristotle create enriched files by adding commercial data, demographic estimates, and predictive models.

  6. (c) The American National Election Studies (ANES). Conducted since 1948, the ANES is the longest-running academic survey of American political behavior.

  7. (b) Its very large sample size allows analysis of small subgroups of the electorate. The CES surveys approximately 60,000 respondents, enabling analysis of populations too small to study in the ANES's typical sample of 2,000-6,000.

  8. (b) Donations to nonprofit organizations (501(c)(4)s) that spend on politics but do not disclose their donors. These organizations can engage in political activity without revealing who funds them.

  9. (c) Layer 3: Analysis and Modeling. This layer is where campaign analytics teams, researchers, and media analysts apply statistical methods to produce estimates, models, and forecasts.

  10. (b) The gap between technically available public data and practically accessible civic tools. Adaeze founded ODA because she saw that the biggest barrier to democratic accountability was not a lack of data but a lack of accessible infrastructure for using it.

  11. (b) Social media users are younger, more educated, and more ideologically extreme than the general population. The chapter explicitly warns against treating social media discourse as representative of public opinion.

  12. (a) Campaigns know far more about individual voters than voters know about campaigns' data operations. The chapter describes this as a fundamental information asymmetry in the ecosystem.

  13. (d) The Open Election Data Repository. Standardizing precinct-level results from hundreds of county offices publishing in different formats is described as "one of ODA's most labor-intensive projects."

  14. (b) Data collected as a byproduct of government operations. Examples include voter registration records, election results, tax records, and Census data.

  15. (b) The broader challenge that data accessibility alone does not guarantee democratic empowerment if underserved communities lack the time, skills, or awareness to use the tools. Adaeze recognizes that accessibility is "necessary and not sufficient."