Inside IES Research

Notes from NCER & NCSER

IES Honors Statistician Nathan VanHoudnos as Outstanding Predoctoral Fellow

By Phill Gagne and Katina Stapleton, NCER Program Officers

Each year, IES recognizes an outstanding fellow from its Predoctoral Interdisciplinary Research Training Programs in the Education Sciences for academic accomplishments and contributions to education research. The 2014 winner, Dr. Nathan VanHoudnos completed his Ph.D. at Carnegie Mellon University and wrote his dissertation on the efficacy of the Hedges Correction for unmodeled clustering. Nathan is currently a postdoctoral fellow at Northwestern University. In this blog, Nathan provides insights on becoming an education researcher and on research study design. 

How did you become interested in education research?

I was born into it. Before he retired, my father was the Director of Research for the Illinois Education Association. Additionally, my grandparents on my mother's side were both teachers. 

 

As a statistician, how do you explain the relevance of your research to education practitioners and policy-makers?

I appeal to the crucial role biostatisticians play in the progress of medical research. Doctors and medical researchers are able to devote their entire intellectual capacity towards the development of new treatments, while biostatisticians are able to think deeply about both how to test these treatments empirically and how to combine the results of many such studies into actionable recommendations for practitioners and policy makers.  I aim to be the education sciences analogue of a biostatistician. Specifically, someone whose career success is decided on (i) the technical merits of the new methodology I have developed and (ii) the usefulness of my new methodology to the field. 

Your research on the Hedges correction suggests that many education researchers mis-specify their analyses for clustered designs. What advice would you give researchers on selecting the right analyses for clustered designs? 

My advice is to focus on the design of the study. If the design is wrong, then the analysis that matches the design will fail, and it is likely that no re-analysis of the collected data will be able to recover from the initial mistake. For example, a common design error is randomizing teachers to experimental conditions, but then assuming that how the school registrar assigned students to classes was equivalent to the experimenter randomizing students to classes. This assumption is false. Registrar based student assignment is a kind of group based, or clustered, random assignment. If this error is not caught at the design stage, the study will necessarily be under powered because the sample size calculations will be off. If the error is not caught at the publication stage, the hypothesis test for the treatment effect will be anti-conservative, i.e. even if the treatment effect is truly zero, the test statistic is still likely to be (incorrectly!) statistically significant. The error will, however, be caught if the What Works Clearinghouse decides to review the study. Their application of the Hedges correction, however, will not fix the design problem. The corrected test statistic will, at best, have low power, just like a re-analysis of the data would. At worst, the corrected test statistic can have nearly zero power. There is no escape from a design error. 


To give a bit of further, perhaps self-serving advice, I would also suggest engaging your local statistician as a collaborator. People like me are always looking to get involved in substantively interesting projects, especially if we can get involved at the planning stage of the project. Additionally, this division of labor is often better for everyone: the statistician gets to focus on interesting methodological challenges and the education researcher gets to focus on the substantive portion of the research. 

How has being an IES predoc and now an IES postdoc helped your development as a researcher?

This is a bit like the joke where one fish asks another "How is the water today?" The other fish responds "What's water?" 

I came to Carnegie Mellon for the joint Ph.D. in Statistics and Public Policy, in part, because the IES predoc program there, the Program for Interdisciplinary Education Research (PIER), would both fund me to become and train me to become an education researcher. The PIER program shaped my entire graduate career. David Klahr (PIER Director) gave me grounding in the education sciences. Brian Junker (PIER Steering committee) taught me how to be both methodologically rigorous and yet still accessible to applied researchers. Sharon Carver (PIER co-Director), who runs the CMU lab school, built in a formal reflection process for the "Field Base Experience" portion of our PIER training. That essay, was, perhaps, the most cathartic thing I have ever written in that it helped to set me on my career path as a statistician who aims to focus on education research. Joel Greenhouse (affiliated PIER faculty), who is himself a biostatistician, chaired my thesis committee. It was his example that refined the direction of my career: I wish to be the education sciences analogue of a biostatistician. 

The IES postdoc program at Northwestern University, where I am advised by Larry Hedges, has been very different. Postdoctoral training is necessarily quite different from graduate school. One thread is common, however, the methodology I develop must be useful to applied education researchers. Larry is, as one might suppose, quite good at focusing my attention on where I need to make technical improvements to my work, but also how I might better communicate my technical results and make them accessible to applied researchers. After only a year at Northwestern, I have grown considerably in both my technical and communication skills.

What career advice would you give to young researchers?

Pick good mentors and heed their advice. To the extent that I am successful, I credit the advice and training of my mentors at Carnegie Mellon and Northwestern. 


Comments? Questions? Please write to us at IESResearch@ed.gov.

Where Are They Now? A Q&A With the Creators of EcoMUVE – A Virtual Environment for Middle School Science

Where Are They Now? showcases completed IES research projects. The feature describes the IES project and research findings, and updates the progress since IES project completion.

By Ed Metz, NCER Program Officer

In this inaugural Where Are They Now? feature, we take a look back at a 2008 grant to researchers at Harvard University for the development of EcoMUVE.

EcoMUVE uses Multi-User Virtual Environments (MUVEs), which have the look and feel of video games, to help middle school students gain a deeper understanding of ecosystems, scientific inquiry, and causal patterns. The MUVEs recreate authentic ecological settings within which students explore and collect information. Students work individually at their computers and collaborate in teams within the virtual world. EcoMUVE includes two modules, Pond and Forest; each module is a two-week inquiry-based ecosystems curriculum. EcoMUVE received the First Place award in the Interactive and Immersive Learning Category at the 2011 Association for Educational Communications and Technology conference, and has received follow-on support from the National Science Foundation and Qualcomm Wireless. 

In this blog, we catch up with two of the researchers who led the development of EcoMUVE, Chris Dede and Shari Metcalf, to look back at their IES project and to learn about recent developments.

How and when did the idea to develop a virtual environment for science learning come about?

Chris Dede’s prior research with the River City project looked at supporting student inquiry using immersive exploration in a virtual world. Meanwhile, Harvard Professor Tina Grotzer was developing ways to support students in understanding complex causality in ecosystems. They worked together on a grant proposal to IES to combine their interests.

How does a virtual environment provide meaningful learning opportunities that otherwise might not be possible?

Ecosystems are complex systems shaped by relationships that often happen at microscopic levels, at a distance, and over long periods of time. Immersion in virtual environments can transform the learning experience by situating the learner in a rich simulated context in which new visualization opportunities are possible – e.g., zooming in to the microscopic level, or traveling to different points in time.

Students start to get a feel for the ecosystem and its relationships through tacit sensory clues. It is an uphill walk from the pond to the housing development, and students can walk down along a drainage ditch and through the pipe where runoff flows into the pond. The pond becomes noticeably greenish during the algae bloom. 

Students can experience turbidity directly by walking under the water of the pond and seeing how murky it looks on different days.

 

What was an unexpected outcome of the development process?

The types of “big data” about motivation and learning for each student that EcoMUVE can generate include: time-stamped logfiles of movements and interactions in the virtual world, chat-logs of utterances, and tables of data collected and shared. Other digital tools can provide data from concept maps that chart the flow of energy through the ecosystem and that document each student team’s assertions about its systemic causal relationships, with adduced supporting evidence. Using Go-Pro cameras, students’ collaborative behaviors outside of digital media can be documented. We would like to use this data to provide near-real time feedback to students and teacher, through various forms of visualization.

What were your main research findings from the IES development project?

After using EcoMUVE, students showed gains in learning of science content, and also improvements in their attitudes towards science, particularly in the beliefs they were capable and interested in being scientists. Teachers felt that the curriculum was feasible, well-aligned with standards, and supported student engagement and learning of science content, complex causality, and inquiry, and had multiple advantages over a similar non-MUVE curriculum. A study that looked at student motivation found that, while at first students were most enthusiastic about the 3D virtual world and game-like environment, over time their engagement centered on the inquiry-based pedagogy and the collaborative problem-solving.  Gains were also found in students’ complex causal reasoning about non-obvious causes; distant drivers of ecosystems dynamics and the system parameters; and processes, steady states and change over time.

How has the EcoMUVE project proceeded in recent years since the IES research project ended?  

Beginning in May, 2012, we’ve been pleased to be able to offer a standalone version of the EcoMUVE software for download through a free license from Harvard University. As of January, 2015, over 1,200 users have registered with the website. The EcoMUVE project receives e-mail inquiries almost every week from educators who are interested in the curriculum. In some cases, whole districts have adopted the EcoMUVE curriculum, including Cambridge, MA, and Peoria, AZ.

Internationally, researchers at the University of Hong Kong have been working with Harvard University to use EcoMUVE for professional development, to help teachers understand how to use scientific investigations as learning activities for students. Other collaborators include Sydney University, and Aalborg University in Copenhagen.

Looking ahead, what does the future hold for EcoMUVE?

We continue to make EcoMUVE available for download from our new website, http://ecolearn.gse.harvard.edu. We have been extending our research to develop EcoMOBILE, an extension of the EcoMUVE curriculum that blends immersive virtual environments with the use of mobile technologies during field trips to real ecosystems for observations and data collection. EcoMOBILE is funded by the National Science Foundation (NSF) and Qualcomm’s Wireless Reach Initiative. We have also just started a new research project, EcoXPT, also funded through NSF, designed to work alongside EcoMUVE to support experiment-based inquiry in immersive virtual environments.

Questions? Comments? Please send them to us at IESResearch@ed.gov.

About the Interviewees

Shari J. Metcalf is Project Director of the EcoMUVE project at the Harvard Graduate School of Education. She holds SB and SM degrees from MIT, and a PhD from the University of Michigan, where she designed and developed Model-It, a software tool for students building models of dynamic systems. Her professional focus is the design of educational software tools, and in particular on using modeling, simulation, and virtual immersive environments to support inquiry-based science learning.

Chris Dede is the Timothy E. Wirth Professor in Learning Technologies at Harvard’s Graduate School of Education.  Chris was the Principal Investigator of the EcoMUVE project. His fields of scholarship include emerging technologies, policy, and leadership.  His research includes grants from NSF, IES, and the Gates Foundation to design and study immersive simulations, transformed social interactions, and online professional development.  

Beyond Wikipedia: Reading and Researching Online

By Becky McGill-Wilkinson, NCER Program Officer

Gone are the days of library card catalogs and having to consult the 26-volume hardbound encyclopedia gathering dust on your parents’ bookshelf. Students these days have seemingly infinite information at the tips of their fingers. Most households in the U.S. have a computer, and most teachers report at least one computer in their classrooms. Research shows that the majority of high school students use the Internet to complete school assignments, and 71 percent of students use their laptop computers for school. In this changing world, it becomes more and more important to understand how reading and researching on the Internet are different from performing those tasks with books and other paper texts.

Don Leu and his team at the University of Connecticut have been examining this topic for several years. First on their agenda was studying whether reading online is the same as reading on paper. They discovered that students who are poor readers on paper may be good readers online, and students who are good readers on paper are not necessarily good readers online, suggesting that reading online requires some unique skills. Leu and his collaborators argue that reading online requires that students be able to: (1) use search engines; (2) choose appropriate search result; (3) judge whether the source can be trusted to be accurate and unbiased; and (4) consolidate information across multiple websites or online texts.

Of course, it’s not enough to understand the process of reading and researching online. As with any skill, some students are better at it than others, and as computers, tablets, and smart phones become more common, it becomes more and more necessary for students to hone their online reading and research skills if they are to succeed in college and career. Teachers need to be able to teach these skills, and teachers need to be able to identify when their students need extra help or practice. In 2005, Leu received a grant from NCER to study Internet use in adolescents at risk for dropping out of school, and developed an intervention to help teach seventh-grade students specific strategies to locate, evaluate, synthesize, and communicate information on the Internet.

Building on this earlier work, in a 2009 grant from NCER, Leu and his team set out to develop measures of online reading comprehension. The end result of this project is a set of Online Research and Comprehension Assessments (ORCAs) for use with seventh grade students. The team developed both a multiple choice version and a version that allows students to work in a simulated internet environment. In both versions, the student is tasked with answering a research question posed by a simulated peer, and must use a search engine, choose the appropriate search result, determine whether a source is trustworthy, and then tell their simulated peer about what they found. The ORCAs were tested with 2,700 students in two different states, and the researchers surveyed teachers and other practitioners to determine whether the ORCAs were usable.

Leu has been especially interested in thinking about how changing ideas about literacy may impact low-income students differently from middle- and high-income students. In a recently published paper, Leu shows that students who came from families earning approximately $100,000 per year were more than a year ahead of students whose families earn approximately $60,000 per year on online reading abilities as measured by the ORCAs. This study highlights the importance of considering the achievement gaps between high- and low-income students on a variety of domains, including those not typically measured by standardized tests, such as online reading comprehension.

The ORCAs are available online for free, as is a professional development module to help teachers learn to use it. 

Questions? Comments? Please email us at IESResearch@ed.gov.

The Month in Review: August 2015

By Liz Albro, NCER Associate Commissioner of Teaching and Learning

Good Luck to Applicants!

Application deadlines for our main NCER and NCSER competitions have come and gone this month. We accepted applications for 5 competitions on August 6th and 3 competitions on August 20th. Now it’s time for us to begin screening applications and moving them into the peer review process!

NCER Staff Were Out and About

NCER staff had the opportunity to learn from experts in several meetings during the month of August.

Liz Albro attended the CRESST Conference 2015, where she participated in a session titled: Is There a Role for Evidence in the Future of K-16 Technology? The short answer was yes! She was joined at the meeting by Russ Shilling, the Executive Director of STEM Education at the Department, researchers with expertise in educational data mining, cognitive science, learning analytics, and assessment, and developers of education technology from around the world.

On August 20, NCER convened a technical working group (TWG) meeting on Researching the Influence of School Leaders on Student Outcomes. Nine researchers and practitioners who study education leadership met with ED staff to discuss the lessons learned from research that explicitly connects school leadership to student outcomes and the challenges to conducting such research. Department staff, including NCER’s Katina Stapleton, also presented information about education leadership studies funded by the National Center for Education Research, the National Center for Education Evaluation and Regional Assistance, and the Office of Innovation and Improvement. A meeting summary will be available soon on our TWG page.

In the final week of August, Meredith Larson, who oversees our research program on adult education, and Daphne Greenberg, the principal investigator of our National R&D Center, the Center for the Study of Adult Literacy, attended the 2015 National Meeting for Adult Education State Directors hosted by the Department’s Office of Career, Technical, and Adult Education.

Between Parents and Kids: IES-Funded Research in the News

Two publications from IES-funded research hit the national news this month … and both highlighted the critical role that parent-child interactions play in children’s learning outcomes. In one article, featured on WebMD, Paul Morgan and his colleagues reported that 2-year-old children with larger oral vocabularies demonstrated better academic achievement and behavior at kindergarten entry. The team also discussed child and family characteristics that are related to vocabulary size at age 2, which may help identify which groups of children are at risk for needing early language intervention.

In the other, discussed in the New York Times, Sian Beilock, Susan Levine, and their colleagues reported that parents’ math anxiety is related to their young children’s math achievement – and seems to emerge when math-anxious parents try to help their kids with their math homework.

We Said Farewell to Our Interns

As August ended, our summer interns went back to school. We were sad to see them go, but excited for them as the new school year begins. Think you might be interested in interning at IES? Read an interview with one of our interns, and learn how to apply to the internship program at the Department.

Questions? Comments? Please send them to IESResearch@ed.gov

Investing in Scholars: NCSER Early Career Development Awardee Michael Hebert

By Liz Berke, NCSER Intern and Kristen Rhoads, NCSER Program Officer

Welcome to the last installment of our three-part series featuring the Principal Investigators of the inaugural NCSER Early Career Development and Mentoring grants.  To round the series out, we are featuring the work of Dr. Michael Hebert from the University of Nebraska, Lincoln. Dr. Hebert is a former reading specialist in California.

Dr. Hebert is being mentored by Ron Nelson, also from the University of Nebraska, Lincoln.  In his Early Career project, Dr. Hebert is working to improve reading comprehension in the content areas for children with or at risk for learning disabilities.  His intervention Structures, takes place in small groups led by a teacher, and focuses on helping students understand text structure to enhance reading comprehension. 

 

We had the chance to interview Dr. Hebert and he gave us his insights on the challenges of being a young researcher.

What are some of the biggest challenges that you face as a young researcher? How do you hope this award will help you overcome those challenges?

This is a tough question to answer because I don’t know whether I am aware of all of the challenges I will face.  There are a lot of challenges (big and small) that I will not be aware of until they come up for the first time.  Sometimes these things have to do with the rules and regulations of my university with regard to budgeting or post award support, while others may be challenges to working with student research assistants.  This grant has been great for helping me identify the challenges of funded research projects and learn to work with entities like the Office of Sponsored Programs at my university.  Let’s face it, if I didn’t have these funds now, I wouldn’t learn to navigate these challenges until later in my career.  

Additionally, I find that it is simply a challenge to get research off the ground as an early career researcher.  Establishing relationships with schools, planning studies, establishing systems for collecting and analyzing data, and other tasks take time.  Although some of these things are probably a challenge for all researchers, people who are more established in their careers might already have a lot of strategies and systems in place.  This grant has given me some personnel resources that help with some of the more basic tasks, essentially creating more of the most valuable resource we have… time.

What advice would you give to young researchers? 

First, apply for the IES Early Career Grant award, of course.  It is an excellent way to get started in your research program, while allowing you to develop some additional skills at the same time.  The development aspect of the grant really forces you to focus on some skill areas that may not be your strong suit.  Second, take advantage of every resource you can at your university.  If you can find graduate assistant support or even undergraduate support, hire them even if you aren’t sure what you will do with them yet.   You’ll be surprised how much you can find for them to do.  Even if you have to spend some time training them, the return is worth it. Also, it is really rewarding to share what you know with the next generation of potential researchers.

What is your favorite aspect of working with your mentor?

Working with my mentor has been invaluable.  We work together on aspects of the grant multiple days each week, and sometimes on a daily basis.  We’re almost partners in the research, and he has challenged some of my ideas, while I have been able to challenge some of his, as well.  This type of working relationship has really been a collaboration of sorts, and given me good experience working together with a colleague on projects.   I’ve also had the opportunity to co-mentor one of his doctoral students, which is a nice way to learn.  

What made you decide to apply to for the early career development and mentoring award? 

The Request for Applications for this award came out while I was completing my dissertation, so I actually decided to apply before I started working at my university.  It seemed like the perfect fit, as I was not doing a postdoctoral position, but felt that I needed mentorship in my first position.  I had a research mentor in mind at the university and he agreed to mentor me, so it made the decision to apply very easy.  There were a lot of changes in my life at the time, including moving and starting a new position as an Assistant Professor, so I didn’t have much time to think it over.  That said, I wouldn’t go back and do anything differently.  

Questions? Comments? Please send us an email IESResearch@ed.gov.