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Is Collegiate Political Correctness Fake News? Relationships Between Grades And Ideology, Matthew Woessner, Robert Maranto, Amanda Thompson May 2019

Is Collegiate Political Correctness Fake News? Relationships Between Grades And Ideology, Matthew Woessner, Robert Maranto, Amanda Thompson

Education Reform Faculty and Graduate Students Publications

While considerable quantitative research demonstrates ideological liberalism among American professors, only qualitative work examines whether this affects undergraduate education. Using the HERI dataset surveying students in their first and fourth years in college (n=7,207), we use OLS regressions to test whether students’ political beliefs are associated with reported college grades and perceived collegiate experiences. We find that while standardized test scores are the best predictors of grade point average, ideology also has impacts. Even with controls for SES, demographics, and SAT scores, liberal students report higher college grades and closer relationships with faculty. Nevertheless, conservative students consistently show higher levels …


The Effect Of The Louisiana Scholarship Program On College Entrance, Heidi Holmes Erickson, Jonathan Mills, Patrick J. Wolf Apr 2019

The Effect Of The Louisiana Scholarship Program On College Entrance, Heidi Holmes Erickson, Jonathan Mills, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

The Louisiana Scholarship Program (LSP) is a private school voucher program available to families who have incomes no greater than 250 percent of the federal poverty line and whose children attend a low performing public school. It began as a pilot program in New Orleans in 2008 and was expanded statewide in 2012. Previous evaluations of the LSP generally found negative impacts of the program on math and English language arts test scores. In this study, we evaluate the effects of the program on college enrollment for the first cohort of students eligible to enter college by 2017-18. Using lottery …


Heterogeneous Impacts Across Schools In The First Four Years Of The Louisiana Scholarship Program, Patrick J. Wolf Apr 2019

Heterogeneous Impacts Across Schools In The First Four Years Of The Louisiana Scholarship Program, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

The Louisiana Scholarship Program (LSP) is a school voucher initiative that offers publicly- funded scholarships to students from economically-disadvantaged families to attend a participating private school of their choice. While school choice theory suggests that market- based reforms such as the LSP should improve student outcomes, experimental evaluations of the program instead find significant negative effects of the program on math and reading scores after its first year. Those effects diminish to insignificant differences by the end of the third year before becoming negative again in the fourth year. Our study builds on previous work with an exploratory analysis of …


The Effects Of The Louisiana Scholarship Program On Student Achievement After Four Years, Jonathan Mills, Patrick J. Wolf Apr 2019

The Effects Of The Louisiana Scholarship Program On Student Achievement After Four Years, Jonathan Mills, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

The Louisiana Scholarship Program (LSP) offers publicly-funded vouchers to students in low-performing schools with family income no greater than 250 percent of the poverty line, allowing them to enroll in participating private schools. Established in 2008 as a pilot program in New Orleans, the LSP was expanded statewide in 2012. In this study, we estimate the achievement impacts of ever using an LSP voucher to enroll in one’s first-choice private school over the four year period spanning from 2012-13 (Year 1) through 2015-16 (Year 4). In contrast to our previous research, which indicated large initial negative achievement effects of the …


Assessing The Impact Of Holocaust Education On Adolescents’ Civic Values: Experimental Evidence From Arkansas, Mathew Lee, Molly I. Beck Apr 2019

Assessing The Impact Of Holocaust Education On Adolescents’ Civic Values: Experimental Evidence From Arkansas, Mathew Lee, Molly I. Beck

Education Reform Faculty and Graduate Students Publications

American adults overwhelmingly agree that the Holocaust should be taught in schools, yet few studies investigate the potential benefits of Holocaust education. We evaluate the impact of Holocaust education on several civic outcomes, including “upstander” efficacy (willingness to intervene on behalf of others), likelihood of exercising civil disobedience, empathy for the suffering of others, and tolerance of others with different values and lifestyles. We recruit students from two local high schools and randomize access to the Arkansas Holocaust Education Conference, where students have the chance to hear from a Holocaust survivor and to participate in breakout sessions with leading Holocaust …


Does Art Make You Smart? A Longitudinal Experiment Of The Effects Of Multiple Arts- Focused Field Trips, Heidi Holmes Erickson, Jay Greene, Angela Watson, Molly I. Beck Feb 2019

Does Art Make You Smart? A Longitudinal Experiment Of The Effects Of Multiple Arts- Focused Field Trips, Heidi Holmes Erickson, Jay Greene, Angela Watson, Molly I. Beck

Education Reform Faculty and Graduate Students Publications

This paper presents second year results from the first ever multi-visit, longitudinal experiment on the benefits from arts-focused field trips. Students in fourth and fifth grades in ten elementary schools in a large urban school district were randomly assigned to receive three arts-related field trips throughout the school year, including an art museum, a live theater production, and a symphony performance or to serve as a control. We find that treatment students exhibit higher levels of school engagement as measured by students’ behavioral infractions and self-reported engagement. We also find that treatment students perform significantly better on their end of …


Local Labor Market Conditions, Principals’ Leadership, Conscientiousness, And Beginning Teacher Turnover: A Study During The Great Recession, Dillon Fuchsman, Gema Zamarro Jan 2019

Local Labor Market Conditions, Principals’ Leadership, Conscientiousness, And Beginning Teacher Turnover: A Study During The Great Recession, Dillon Fuchsman, Gema Zamarro

Education Reform Faculty and Graduate Students Publications

An abundance of literature sheds light on which factors determine teacher turnover, but it has yet to consider the role that local labor market conditions may play in teachers’ turnover decisions and how these labor market conditions may influence the quality of teachers who might be retained. The effect of local labor market conditions on teacher turnover could be relevant especially in times of high economic instability like the Great Recession. To study the determinants of teacher turnover, we match the Beginning Teacher Longitudinal Study (BTLS) with local unemployment rates from the USC Great Recession Indicators Database (GRID). We also …


The Educational Emphases Of Science Teachers In Us Evangelical Protestant High Schools, Albert Chang Jun 2018

The Educational Emphases Of Science Teachers In Us Evangelical Protestant High Schools, Albert Chang

Education Reform Faculty and Graduate Students Publications

I examine the educational emphases of science teachers in Evangelical Protestant (EP) schools, including (1) teaching basic content knowledge, (2) improving scientific reasoning skills, and (3) presenting real-world applications of science. Using a nationally representative sample of US ninth-graders, I find differences in these educational emphases between science teachers in EP schools and science teachers in secular private, Catholic, and public schools. I also find suggestive evidence that differences in STEM-related student outcomes across school sectors, which have been demonstrated in prior research, are associated with cross-sector differences in the emphases of science teachers.


Does Private Islamic Schooling Promote Terrorism? An Analysis Of The Educational Background Of Successful American Homegrown Terrorists, M. Danish Shakeel, Patrick Wolf Nov 2017

Does Private Islamic Schooling Promote Terrorism? An Analysis Of The Educational Background Of Successful American Homegrown Terrorists, M. Danish Shakeel, Patrick Wolf

Education Reform Faculty and Graduate Students Publications

Some commentators argue that private religious schools are less likely to inculcate the attributes of good citizenship than traditional public schools, specifically proposing that private Islamic schools are relatively more likely to produce individuals sympathetic to terrorism. This study offers a preliminary examination of the question by studying the educational backgrounds of Western educated terrorists. While data are limited, in accord with prior work findings indicate the vast majority of both Islamic and reactionary terrorists attended traditional public schools and had no religious education; hence findings suggest that early religious training and identification may actually encourage prosocial behavior.


Silencing The Seventh Trumpet: Analyzing The Effect Of Private Schooling On Voting Behavior, Ian Kingsbury Nov 2017

Silencing The Seventh Trumpet: Analyzing The Effect Of Private Schooling On Voting Behavior, Ian Kingsbury

Education Reform Faculty and Graduate Students Publications

The United States has one of the lowest election turnout rates in the developed world. Consequently, social scientists are perpetually seeking to expand upon their knowledge of what factors are associated with voting, or the lack thereof. Commonly identified factors including age, income, educational attainment and race have been studied extensively. However, there is one plausible factor associated with voting that might be underappreciated: the effect of private schooling. The limited literature that exists on the topic suggests that private schools, the majority of them Catholic, have a positive effect on civic outcomes, including voter participation. In using a rich, …


Gender Gaps In Math Performance, Perceived Mathematical Ability And College Stem Education: The Role Of Parental Occupation, Lina Anaya, Frank P. Stafford, Gema Zamarro Nov 2017

Gender Gaps In Math Performance, Perceived Mathematical Ability And College Stem Education: The Role Of Parental Occupation, Lina Anaya, Frank P. Stafford, Gema Zamarro

Education Reform Faculty and Graduate Students Publications

Employment opportunities in occupations related to Science, Technology, Engineering, and Mathematics, the so-called STEM fields, are predicted to continue growing through time. In addition, STEM occupations also enjoy higher wages on average. Despite these advantages, women remain under-represented in STEM college degree completion and occupations. Encouraging women into the STEM fields has become an important policy concern. We use longitudinal data from the Panel Study of Income Dynamics to study gender differences in math achievement and self-perceived math ability and how they may differ by parental occupation type, specifically science related versus non-science related parental occupations. We then study their …


Alternative Measures Of Non-Cognitive Skills And Their Effect On Retirement Preparation And Financial Capability, Gema Zamarro Nov 2017

Alternative Measures Of Non-Cognitive Skills And Their Effect On Retirement Preparation And Financial Capability, Gema Zamarro

Education Reform Faculty and Graduate Students Publications

Social science, more than ever, is drawing upon the insights of personality psychology. Though researchers now know that non-cognitive skills and personality traits, such as conscientiousness, grit, self-control, or a growth mindset could be important for life outcomes, they struggle to find reliable measures of these skills. Self-reports are often used for analysis but these measures have been found to be affected by important biases. We study the validity of innovative more robust measures of non-cognitive skills based on performance tasks. Our first proposed measure is an adaptation, for the adult population, of the Academic Diligence Task (ADT) developed and …


Does Private Schooling Improve International Test Scores? Evidence From A Natural Experiment, Corey A. Deangelis Oct 2017

Does Private Schooling Improve International Test Scores? Evidence From A Natural Experiment, Corey A. Deangelis

Education Reform Faculty and Graduate Students Publications

I estimate the effect of private schooling on Program for International Student Assessment (PISA) scores of 62 countries across the globe from 2000 to 2012. I employ time and country-fixed effects regression models and also use the short-run demand for schooling within a country and year as an instrument for private share of schooling enrollment. I find evidence to suggest that increased private schooling leads to improved PISA scores around the world. Specifically, the model using control variables alongside country and year fixed effects finds that a one percentage point increase in the private share of schooling enrollment is associated …


Gendered Ambition: Career Advancement In Public Schools, Robert Maranto, Manuel P. Teodoro, Albert Cheng, Kristen Carroll Sep 2017

Gendered Ambition: Career Advancement In Public Schools, Robert Maranto, Manuel P. Teodoro, Albert Cheng, Kristen Carroll

Education Reform Faculty and Graduate Students Publications

We explore the relationships between gender, career ambition, and the emergence of executive leadership. In Bureaucratic Ambition, Teodoro (2011) shows that public administration career systems shape bureaucrats’ ambitions, political behavior, and management strategies. But career systems are not neutral conduits of talent: administrators are more likely to pursue advancement when career systems favor them. This research proposes that women and men respond to gendered public career systems. Using national and state-level data on public school managers, we find marked gender disparities in the career paths that lead educators from the classroom to the superintendent post. Specifically, we find that female …


Does Regulation Induce Homogenization? An Analysis Of Three Voucher Programs In The United States, Corey A. Deangelis, Lindsey Burke Sep 2017

Does Regulation Induce Homogenization? An Analysis Of Three Voucher Programs In The United States, Corey A. Deangelis, Lindsey Burke

Education Reform Faculty and Graduate Students Publications

We employ school and year fixed-effects regression to determine the effect of voucher programs on the supply of private schools. In particular, we examine individual private schools in Washington, D.C., Indiana, and Louisiana as they transition into voucher program environments. We leverage the Private School Universe Survey to examine how schools self-identify before and after switching into voucher environments. We find that upon switching into school voucher programs, private schools in more heavily regulated programs are more likely to identify as less specialized than they were prior to entering the program, and that those schools in more lightly regulated environments …


The Play’S The Thing: Experimentally Examining The Social And Cognitive Effects Of School Field Trips To Live Theater Performances, Jay P. Greene, Heidi Holmes Erickson, Angela R. Watson, Molly I. Beck Aug 2017

The Play’S The Thing: Experimentally Examining The Social And Cognitive Effects Of School Field Trips To Live Theater Performances, Jay P. Greene, Heidi Holmes Erickson, Angela R. Watson, Molly I. Beck

Education Reform Faculty and Graduate Students Publications

Field trips to see theater performances are a long-standing educational practice, however, there is little systematic evidence demonstrating educational benefits. This article describes the results of five random assignment experiments spanning two years where school groups were assigned by lottery to attend a live theater performance, or for some groups, watch a movie-version of the same story. We find significant educational benefits from seeing live theater, including higher levels of tolerance, social perspective taking, and stronger command of the plot and vocabulary of those plays. Students randomly assigned to watch a movie did not experience these benefits. Our findings also …


The Wisconsin Role In The School Choice Movement, John F. Witte, Patrick J. Wolf May 2017

The Wisconsin Role In The School Choice Movement, John F. Witte, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

Wisconsin Governor Tommy Thompson led a Midwestern policy revolution in the late 1980s and early 1990s centered on providing parents with more school choices. Since those early years, school choice in the forms of private school vouchers, public charter schools, and public school open enrollment have spread across almost all of the country. Longitudinal evaluations of the effects of the Milwaukee Parental Choice Program (MPCP), the voucher program initiated by Governor Thompson, indicate that student achievement outcomes were not consistently affected by vouchers but other vital student outcomes, including educational attainment, civic values, criminal proclivities as well as parent and …


Understanding A Vicious Cycle: Do Out-Of-School Suspensions Impact Student Test Scores?, Kaitlin P. Anderson, Gary W. Ritter, Gema Zamarro Apr 2017

Understanding A Vicious Cycle: Do Out-Of-School Suspensions Impact Student Test Scores?, Kaitlin P. Anderson, Gary W. Ritter, Gema Zamarro

Education Reform Faculty and Graduate Students Publications

A vast body of research has proven the correlation between exclusionary discipline (out-of-school suspensions and expulsions) and student outcomes such as lower test scores, dropout, grade retention, and involvement in the juvenile justice system, but there is no consensus on the causal impacts of exclusionary discipline. This study uses six years of de-identified demographic, achievement, and disciplinary data from all K-12 public schools in Arkansas to estimate the causal relationship. We conduct dynamic panel data models incorporating student fixed effects using Anderson-Hsiao (1981) estimation. We find, counter-intuitively, a null to positive impact of out-of-school suspensions on test scores. Therefore, while …


Evaluating School Vouchers: Evidence From A Within-Study Comparison, Kaitlin P. Anderson, Patrick J. Wolf Apr 2017

Evaluating School Vouchers: Evidence From A Within-Study Comparison, Kaitlin P. Anderson, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

Randomized Controlled Trials (RCTs) are the “gold-standard” for estimating causal impacts of educational programs. Students subject to lotteries, however, often are not representative of the broader population of students experiencing the educational treatment. With few exceptions, researchers are not able to determine how much selection bias exists when various quasi-experimental approaches are used in place of experimental ones within a school choice context. We are left wondering about the magnitude of the internal-for-external validity tradeoff that education researchers often face. This study assesses the extent to which methods such as propensity score matching or observational models with control variables can …


Do School Discipline Policies Treat Students Fairly? A Second Look At School Discipline Rate Disparities, Kaitlin Anderson, Gary W. Ritter Mar 2017

Do School Discipline Policies Treat Students Fairly? A Second Look At School Discipline Rate Disparities, Kaitlin Anderson, Gary W. Ritter

Education Reform Faculty and Graduate Students Publications

Much work has documented that African-American students are more likely to receive expulsions and suspensions than their white peers. These disparities are troubling, but researchers and policymakers need more information to fully understand this issue. We use three years of student level discipline data for an entire state to assess whether non-white students are receiving different disciplinary consequences from their white peers in the same schools, for similar infractions and with similar behavioral history. We find that Black students received more severe (longer) punishments than their White peers in the state for the same types of infractions. These differences are …


Is Pre-Kindergarten An Educational Panacea? A Systematic Review And Meta-Analysis Of Scaled-Up Pre-Kindergarten In The United States, Corey A. Deangelis, Heidi Holmes Erickson, Gary W. Ritter Feb 2017

Is Pre-Kindergarten An Educational Panacea? A Systematic Review And Meta-Analysis Of Scaled-Up Pre-Kindergarten In The United States, Corey A. Deangelis, Heidi Holmes Erickson, Gary W. Ritter

Education Reform Faculty and Graduate Students Publications

We synthesize the existing research and compute meta-analytic averages for the effects of scaled-up, publicly funded pre-kindergarten (pre-K) programs on student pre-kindergarten achievement in math and reading. Other systematic reviews of pre-K programs have focused on the effects for specific groups of students from various types of pre-K programs. We add to the literature by focusing on scaled-up pre-K often provided at the state level, which is of growing policy interest. Scaled-up programs are large state or district run programs that are available to a large portion of children before they enter kindergarten. We limit our analysis to state and …


Who Is More Free? A Comparison Of The Decision-Making Of Private And Public School Principals, M. Danish Shakeel, Corey A. Deangelis Jan 2017

Who Is More Free? A Comparison Of The Decision-Making Of Private And Public School Principals, M. Danish Shakeel, Corey A. Deangelis

Education Reform Faculty and Graduate Students Publications

While an abundance of school choice literature focuses on student achievement outcomes, little has been done to determine the mechanisms involved in producing such outcomes. We present a comparative analysis of private and public school principals using data from the School and Staffing Survey (SASS) 2011-2012. We add to the literature by examining the differences in private and public school principals’ abilities to influence important decisions at their schools. We conclude that private schooling may have a systematic advantage over public schooling since private school leadership exhibits more autonomy in influencing relevant decisions.


Can Parents’ Growth Mindset And Role Modelling Address Stem Gender Gaps?, Albert Cheng, Katherine Kopotic, Gema Zamarro Jan 2017

Can Parents’ Growth Mindset And Role Modelling Address Stem Gender Gaps?, Albert Cheng, Katherine Kopotic, Gema Zamarro

Education Reform Faculty and Graduate Students Publications

Despite widespread interest and value in introducing and better-preparing students to enter the science, technology, engineering, and mathematics (STEM) fields, a gender gap persists as women are underrepresented among STEM jobs and degree completion. Although some work has evaluated whether interventions and certain pedagogical practices improve growth mindset, little is known about the mediating role of parents and whether those effects are more pronounced for females. In this study, we explore the extent to which the mindsets of a student’s parents regarding math ability influence the student’s mindset in math ability and longer-term STEM-related outcomes. We pay particular attention to …


Promises Fulfilled? A Systematic Review Of The Impacts Of Promise Programs, Elise Swanson, Angela Watson, Gary W. Ritter, Malachi Nichols Dec 2016

Promises Fulfilled? A Systematic Review Of The Impacts Of Promise Programs, Elise Swanson, Angela Watson, Gary W. Ritter, Malachi Nichols

Education Reform Faculty and Graduate Students Publications

This review examines the existing evidence on the impacts of Promise Programs on community development, K-12 academic achievement, and student postsecondary outcomes. Promise Programs are place-based, guaranteed college scholarships offered to all students who graduate from a certain school or district while meeting the minimum thresholds of the program. We delineate Promise Programs by their design - whether the scholarships are available to all students, are awarded based on merit, or are awarded based on need. We also note the applicability of Promise Programs - whether the funds be used at a wide range of postsecondary institutions, or if they …


Whether To Approve An Education Savings Account Program In Texas: Preventing Crime Does Pay, Corey A. Deangelis, Patrick J. Wolf Dec 2016

Whether To Approve An Education Savings Account Program In Texas: Preventing Crime Does Pay, Corey A. Deangelis, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

Decision-makers in Texas have proposed an Education Savings Account (ESA) that would allow all families to take a fraction of their public education financing to a school of their choice. If the ESA funding amount exceeds the school tuition level, families would be able to use these funds for other educational expenses such as tutoring, textbooks, educational therapy, online learning, and college costs. While this is may be viewed as obvious benefits to individual children and their families, the impacts on society overall are less clear. We estimate the impact of the proposed ESA on criminality from 2016 to 2035. …


Boosting Graduation Rates In Texas Through Education Savings Accounts, Patrick J. Wolf Oct 2016

Boosting Graduation Rates In Texas Through Education Savings Accounts, Patrick J. Wolf

Education Reform Faculty and Graduate Students Publications

Graduating from high school is a crucial outcome for young people. Unfortunately, 12 percent of Texas students fail to earn the vital credential of a high school diploma. Private school choice has a proven track record of increasing graduation rates. In this study I draw upon prior research, Texas demographics, and conservative assumptions to forecast that the launch of a universal private school choice program in the form of Education Savings Accounts in the fall of 2017 would generate 11,809 additional high school graduates in the Lone Star State by 2022. In other words, of those students attending high school …


Kids Vs. Adults: Using Observations And Student Surveys To Evaluate The Arkansas Teacher Corps, Elise Swanson, Gary W. Ritter Oct 2016

Kids Vs. Adults: Using Observations And Student Surveys To Evaluate The Arkansas Teacher Corps, Elise Swanson, Gary W. Ritter

Education Reform Faculty and Graduate Students Publications

This study is an evaluation of the Arkansas Teacher Corps, an alternative teacher certification program that places teachers in high needs schools in rural, southern Arkansas. This evaluation focuses on an intermediate goal of the organization — effective teaching practices — and uses a matching strategy to determine the effectiveness of Arkansas Teacher Corps Fellows. Data comes from third party observations and student surveys. ATC teachers are rated significantly higher on constructs of content knowledge, teacher-student relationships in class, and teacher-student relationships out of class by students. There are no significant differences between ATC and non-ATC teachers noted by observers …


When Students Don't Care: Reexamining International Differences In Achievement And Non-Cognitive Skills, Gema Zamarro, Collin Hitt, Ildefonso Mendez Oct 2016

When Students Don't Care: Reexamining International Differences In Achievement And Non-Cognitive Skills, Gema Zamarro, Collin Hitt, Ildefonso Mendez

Education Reform Faculty and Graduate Students Publications

Policy debates in education are often framed by using international test scores, such as the Programme for International Student Assessment (PISA). The obvious presumption is that observed differences in test scores within and across countries reflect differences in cognitive skills and general content knowledge, the things which achievement tests are designed to measure. We challenge this presumption, by studying how much of the within-country and between-country variation in PISA test scores is associated with student effort, rather than true academic content knowledge. Drawing heavily on recent literature, we posit that our measures of student effort are actually proxy measures of …


Personality As A Predictor Of Unit Nonresponse In Panel Data: An Analysis Of An Internet-Based Survey, Albert Cheng, Gema Zamarro, Bart Orriens Sep 2016

Personality As A Predictor Of Unit Nonresponse In Panel Data: An Analysis Of An Internet-Based Survey, Albert Cheng, Gema Zamarro, Bart Orriens

Education Reform Faculty and Graduate Students Publications

Unit nonresponse or attrition in panel data sets is often a source of nonrandom measurement error. Why certain individuals attrite from longitudinal studies and how to minimize this phenomenon have been examined by researchers. However, this research has typically focused on data sets collected via telephone, postal mail, or face-to-face interviews. Moreover, this research usually focuses on using demographic characteristics such as educational attainment or income to explain variation in the incidence of unit nonresponse. We make two contributions to the existing literature. First, we examine the incidence of unit nonresponse in an internet panel, a relatively new, and hence …


Comparing Performance Of Methods To Deal With Differential Attrition In Lottery Based Evaluations, Gema Zamarro, Kaitlin Anderson, Jennifer L. Steele, Trey Miller Sep 2016

Comparing Performance Of Methods To Deal With Differential Attrition In Lottery Based Evaluations, Gema Zamarro, Kaitlin Anderson, Jennifer L. Steele, Trey Miller

Education Reform Faculty and Graduate Students Publications

In randomized controlled trials, it is common for attrition rates to differ by lottery status, jeopardizing the identification of causal effects. Inverse probability weighting methods (Hirano et al, 2003; Busso et al., 2014) and estimation of informative bounds for the treatment effects (e.g. Lee, 2009; Angrist et al., 2006) have been used frequently to deal with differential attrition bias. This paper studies the performance of various methods by comparing the results using two datasets: a district-sourced dataset subject to considerable differential attrition, and an expanded state-sourced dataset with much less attrition, differential and overall. We compared the performance of different …