Getting what you can, and no more, from administrative data: Matching and omitted variable sensitivity for quasiexperiments in K-12 education

A PSC Brown Bag Seminar

Ben Hansen

Monday, 11/4/2013.   ARCHIVED EVENT

Location: 6050 ISR Thompson St

The No Child Left Behind Act of 2002 increased the quantity of education data that states collect and store, and subsequent state and federal initiatives have improved the quality of state K-12 databases. The data systems that result remain imperfect and incomplete, to be sure, but they beg to be used -- for example, to assess educational programs and policies. Because the data are strictly regulated by FERPA, however, assessments produced from them generally settle for aggregated, unadjusted measures, or are time-consuming and expensive to produce.

The talk describes statistical methods and procedures developed for a Gates-funded initiative, the Evaluation Engine, that aims to remedy this situation by making available to state education agencies and school districts fast, automated comparisons of program participants to comparison subjects matched to them within state databases. Novelties of the method include the manner of its use of propensity scores; specially constructed matching variables describing students' educational contexts; and its approach to analysis of key conclusions' sensitivity to limitations of the data system as a basis for matching. The sensitivity analysis culminates in an easy-to-understand visual display, and promises to include many more stakeholders than before in quantitatively specific deliberations about potential impacts of unmeasured confounding.

Related Material:

Live Stream
Archived video

PSC Brown Bag seminars highlight recent research in population studies and serve as a focal point for building our research community.

Forthcoming . Past . Next

PSC In The News

RSS Feed icon

Barbara Anderson comments in NYT on Federal Law that protects citienship status data from distribution by the Census Bureau. @UM_PSC

Anderson discusses impact of Administration's ongoing pursuit of Citizenship information around the 2020 Census with Michigan Radio

Burgard correlates job insecurity higher with negative overall health and depression than the impact of job loss and regain

More News

Highlights

Colter Mitchell receives Presidential Early Career Award for Scientists and Engineers (PECASE)

Frey receives 2019 ASA Distinguished Contributions to Teaching Award

More Highlights


Connect with PSC follow PSC on Twitter Like PSC on Facebook