Research

My research is focused in three major areas:

  • Governmental capacity in the United States
  • Statistical modeling in the social sciences
  • Applied policy analysis

Below you will find links to my research.

Papers

Knowles, Jared E. and William Clune. (2016). “Delivery of State-provided Predictive Analytics to Schools: Wisconsin's DEWS and the Proposed EWIMS Dashboard.” WCER Working Paper. No. 2016-3, July 2016. Download here.


Carlson, Deven and Jared Knowles (2016). "The Effect of English Proficiency
Classification on Future Outcomes: Evidence from a Statewide Discontinuity."
Journal of Policy Analysis and Management. 35:3, 559-586. Download preprint.

 

Knowles, Jared E. (2015). “Of Needles and Haystacks: Building an Accurate Statewide Dropout Early Warning System in Wisconsin.” Journal of Educational Data Mining. 7:3, 18-67. Download here.

Other Papers

Knowles, Jared E. and Douglas White (2013). The Wisconsin Dropout Early Warning System (DEWS) Action Guide for Educators. Wisconsin Department of Public Instruction. Madison, WI. Available online.

Knowles, Jared, Andy Reschovsky, and Lindsay Amiel. “The Political Economy of Voter Support for School Property Taxation” [Under review at Public Budgeting and Finance] Available online.

Dissertation

My dissertation examines school board elections in the United States through the lens of modern democratic theory. I develop a theory for understanding democratic institutions based on the democratic potential of the institution and the actualization of democracy. This theory helps explain the phenomenon of school boards being stable low participation elected positions characterized by brief periods of intense political action. I analyze nearly all school board elections in the state of Wisconsin over a sustained ten year period of study to explore both the way school board election participation varies between places, but also within school districts over time. 

In doing so I specifically ask:

  • What conditions lead to challengers running for school board?
  • What conditions lead to increases or decreases in voter turnout?
  • What, if any, sensitivity does school board electoral activity show to larger political shifts?
  • What consequences do school board elections have for policy in school districts and outcomes?

The gallery below shows some of the figures from my dissertation that best illustrate my results.

To best summarize my results, the conclusion of my dissertation states:

Where does this leave us? A stylized summary of the state of school board elections over the period of study in Wisconsin may best be described as:

  • Few candidates run for office and many races are uncontested.

  • When incumbents face a challenger, they most often win.

  • When incumbents are defeated, they are defeated by a very small slice of the electorate.

  • Incumbent defeat and turnout are moderated by organized interests

  • Board turnover often precedes turnover in the district administration

I characterize this as evidence of the unfulfilled democratic potential of school boards. These facts, in most communities, are trivially easy to change. Individual citizens can, and do, file to run for office and wage a successful campaign with no campaign donations and few volunteers. The small scale of most school districts in Wisconsin suggests that relatively few meaningful barriers exist to running for and winning a school board seat relative to almost any other elected office in the state. However, despite this great potential, the actual uptake remains low. More work is needed to study why, but previous studies have suggested that the constrained nature of school board authority, long hours, and low prestige may prevent this potential from being realized...

Voters, with little media coverage of school boards or the school board campaign, have relatively few avenues of acquiring the information necessary to cast a meaningful ballot and largely choose to simply opt out and implicitly endorse the status quo. It is hard to imagine an event within the current organization of school boards that could better provoke the public to care about school board elections than the events in Wisconsin from 2010-2012, and yet the impact on participation was negligible. This lack of mutability in participation is troubling evidence against the likelihood of fulfillment of the democratic potential of school boards.

If you are interested in learning more, you can read my dissertation abstract.

Or, get the full text right here.

Applied Policy Analysis

Another area of focus for me has been doing applied policy analysis leveraging administrative data. I spent five years as a research analyst inside the state education agency of the state of Wisconsin and during that time I conducted a variety of quantitative policy analyses. Check out the presentations page for some summaries of this work.

Some of the analyses I conducted included:

  • Using regression discontinuity to identify effects of reclassification on English Language Learners
  • Deploying a machine learning system to identify students at risk of dropping out
  • Using multilevel models to identify schools with high performance educating key student subgroups
  • Simulating impact of value-added models being incorporated into the state accountability system
  • Using regression analysis to identify inequalities in student/teacher assignment