Inside IES Research

Notes from NCER & NCSER

Research and Development Partnerships Using AI to Support Students with Disabilities

A speach therapist uses a laptop to work with a student

It is undeniable that artificial intelligence (AI) is, sooner rather than later, going to impact the work of teaching and learning in special education. Given formal adoption of AI technologies by schools and districts and informal uses of ChatGPT and similar platforms by educators and students, the field of special education research needs to take seriously how advancements in AI can complement and potentially improve our work. But there are also ways that these advancements can go astray. With these technologies advancing so quickly, and with AI models being trained on populations that may not include individuals with disabilities, there is a real risk that AI will fail to improve—or worse, harm—learning experiences for students with disabilities. Therefore, there is a pressing need to ensure that voices from within the special education community are included in the development of these new technologies.

At NCSER, we are committed to investing in research on AI technologies in a way that privileges the expertise of the special education community, including researchers, educators, and students with disabilities and their families. Below, we highlight two NCSER-funded projects that demonstrate this commitment.

Using AI to support speech-language pathologists

In 2023, NCSER partnered with the National Science foundation to fund AI4ExceptionalEd, a new AI Institute that focuses on transforming education for children with speech and language disorders. Currently, there is a drastic shortage of speech-language pathologists (SLPs) to identify and instruct students with speech and language needs. AI4ExceptionalEd brings together researchers from multiple disciplines including special education, communication disorders, learning sciences, linguistics, computer science, and AI from nine different universities across the United States to tackle pressing educational issues around the identification of students and the creation of specially designed, individualized instruction for students with speech and language disorders.

By bringing together AI researchers and education researchers, this interdisciplinary research partnership is setting the foundation for cutting-edge AI technologies to be created that solve real-world problems in our schools. A recent example of this is in the creation of flash cards for targeted intervention. It is common practice for an SLP to use flash cards that depict a noun or a verb in their interventions, but finding or creating the exact set of flash cards to target a specific learning objective for each child is very time consuming. Here is where AI comes into play. The Institute’s team of researchers is leveraging the power of AI to help SLPs identify optimal sets of flash cards to target the learning objectives of each learner while also creating the flash cards in real time. To do this effectively, the AI researchers are working hand-in-hand with speech and language researchers and SLPs in the iterative development process, ensuring that the final product is aligned with sound educational practices. This one AI solution can help SLPs optimize their practice and reduce time wasted in creating materials.

Adapting a popular math curriculum to support students with reading disabilities

Another example of how partnerships can strengthen cutting-edge research using AI to improve outcomes for students with disabilities is a 2021 grant to CAST to partner with Carnegie Learning to improve their widely used digital math curriculum, MATHia. The goal of this project is to develop and evaluate reading supports that can be embedded into the adaptive program to improve the math performance, particularly with word problems, of students with reading disabilities. CAST is known for its research and development in the area of universal design for learning (UDL) and technology supports for students with disabilities. Carnegie Learning is well known for their suite of curriculum products that apply cognitive science to instruction and learning. The researchers in this partnership also rely on a diverse team of special education researchers who have expertise in math and reading disabilities and an educator advisory council of teachers, special educators, and math/reading specialists.

It has taken this kind of partnership—and the inclusion of relevant stakeholders and experts—to conduct complex research applying generative AI (ChatGPT) and humans to revise word problems within MATHia to decrease reading challenges and support students in understanding the semantic and conceptual structure of a word problem. Rapid randomized control trials are being used to test these revised versions with over 116,000 students participating in the study. In 2022-2023 the research team demonstrated that humans can successfully revise word problems in ways that lead to improvements in student performance, including students with disabilities. The challenge is in trying to train generative AI to reproduce the kinds of revisions humans make. While generative AI has so far been unevenly successful in making revisions that similarly lead to improvements in student outcomes, the researchers are not ruling out the use of generative AI in revising word problems in MATHia.

The research team is now working with their expert consultants on a systematic reading and problem-solving approach as an alternative to revising word problems. Instead of text simplification, they will be testing the effect of adding instructional support within MATHia for some word problems.

The promise of AI

AI technologies may provide an opportunity to optimize education for all learners. With educators spending large amounts of their day planning and doing paperwork, AI technologies can be leveraged to drastically decrease the amount of time teachers need to spend on this administrative work, allowing more time for them to do what only they can—teach children. Developers and data scientists are invariably going to continue developing AI technologies, many with a specific focus on solutions to support students with disabilities. We would like to encourage special education researchers to exert their expertise in this development work, to partner with developers and interdisciplinary teams to apply AI to create innovative and novel solutions to improve outcomes for students with disabilities. For AI to lead to lasting advances in education spaces, it will be imperative that this development is inclusive of the special education field.

This blog was written by NCSER Commissioner, Nate Jones (Nathan.Jones@ed.gov) and NCSER program officers Britta Bresina (Britta.Bresina@ed.gov) and Sarah Brasiel (Sarah.Brasiel@ed.gov).

Spotlight on FY 2023 Early Career Grant Awardees: Word-Level Reading Disabilities

NCSER is excited to share the work of our three new Early Career Development and Mentoring Grants Program principal investigators (PI). The aim of this grant program is to support early career scholars in their academic career trajectories as they pursue research in special education. Through a series of interview blogs, each PI will share their research interests, advice for other early career scholars, and desired impact within the field of special education.

The first scholar we are spotlighting is Kelly Williams, assistant professor in communication sciences and special education at the University of Georgia (formerly at Indiana University). Dr. Williams received a grant to develop an intervention to support reading and spelling outcomes for adolescents with word-level reading disabilities (WLRD).

How did you become interested in this area of research?         

Headshot of Dr. Kelly Williams

I originally became interested in research on WLRD through my experience as a high school special education teacher in rural Georgia where I taught English literature and composition to students with mild to moderate disabilities. Most of my students had difficulty reading and spelling words accurately and automatically, which significantly impacted their performance both in and out of school. In school, my students struggled to complete grade-level coursework, which, in turn, affected their ability to graduate with a regular high school diploma. Outside of school, my students had difficulty with tasks such as completing job applications that required extensive amounts of reading. Although I was well prepared to provide classroom accommodations and modifications for my students, I found that I lacked the knowledge and skills to provide intensive interventions that would help improve basic reading and spelling skills. These experiences ultimately led me to pursue my doctorate in special education with an emphasis on learning disabilities.

What advice do you have for other early career researchers?

I think it is important for early career researchers to collaborate with various stakeholders throughout the entire research process. Although many of my ideas stem from my own experiences as a teacher, I have found that listening to various perspectives has helped me identify problems, brainstorm potential solutions, and design practical interventions that will improve outcomes for students with disabilities. Sustaining effective interventions requires us to think about how we can involve students, teachers, administrators, parents/caregivers, schools, and other community members in research.

What broader impact are you hoping to achieve with your research?

We know low reading achievement is associated with numerous negative outcomes across domains (social, emotional, behavioral, academic, economic). My hope is that this project will provide secondary teachers with a feasible and practical intervention to improve reading outcomes for older students with WLRD, which, in turn, may help prevent or ameliorate the effects of these negative consequences. Ultimately, I envision that this intervention could be used independently or as part of a multi-component reading intervention for secondary students with WLRD.

How will this intervention be distinct from other reading and spelling interventions?

There are two ways that this intervention is distinct from other word reading and spelling interventions. First, this intervention will embed spelling instruction within word reading, which is not currently happening in research or practice for secondary students with WLRD. Many existing programs teach spelling in isolation or through rote memorization, despite a large body of research demonstrating a connection between spelling and word reading. Second, the proposed intervention will emphasize a flexible approach to multisyllabic word reading instead of teaching formal syllable division rules. The goal of this approach is to reduce cognitive load, thereby improving the ability to accurately and automatically read and spell words.

Thank you, Kelly Williams, for your thoughtful insights and commitment to improving reading and spelling among students with word-level reading disabilities. NCSER looks forward to following your work as you progress in developing this intervention.

This blog was produced by Emilia Wenzel, NCSER intern and graduate student at University of Chicago. Katie Taylor (Katherine.Taylor@ed.gov) is the program officer for NCSER’s Early Career Development and Mentoring program.

Adult Ed Grantee Spotlight: Aydin Durgunoglu and Research for Adult English Learners

As part of the IES 20th Anniversary, NCER is reflecting on the past, present, and future of adult education research. In this blog, Dr. Aydin Durgunoglu, Distinguished Global Professor Emeritus at the University of  Minnesota-Duluth, reflects on how her life and training have influenced her work. Dr. Durgunoglu is the principal investigator on Content-Integrated Language Instruction for Adults with Technology Support, one of the six research projects that comprise the CREATE Adult Skills Research Network.  As part of this network, Dr. Durgunoglu and her team are focusing on the needs of adult English learners and on U.S. history and civics education, such as what might be taught as part of Integrated English Literacy and Civics Education programs. Hers is the first grant NCER has funded that is focusing on this area for this population.

Please describe your IES project.

My colleagues and I are developing a curriculum called CILIA-T (Content-Integrated Language Instruction for Adults with Technology Support). We are embedding English instruction into U.S. History and Civics content and providing technology supports for both students and teachers as part of the curriculum. Our goal is to provide a complete and integrated resource that can be used by teachers with varying levels of experience in English as a Second Language (ESL), civics/U.S. history and citizenship classes.

What motivates you to do this work?

Two of my motivations are my background as an English learner and immigrant and my training as a cognitive psychologist.

I started learning English when I was 12 in an immersion-based approach. I recall some of the struggles I had such as misunderstanding that “you may sit down” was a full sentence in English because, in Turkish, the single word oturun has a similar meaning to the English sentence. This realization along with both Turkish and American experiences helped me to see the importance of culture, language, and instruction.

As a cognitive psychologist by training, I am interested in learning, memory, knowledge acquisition, and—most of all—language. One of my research areas has been how literacy develops across different languages—how it may progress differently in Spanish, Turkish, English, Hmong, etc. and whether it involves general cognitive processes that are language independent.

These experiences and interests have long influenced my work. For example, my colleagues and I collaborated on literacy projects for Mother Child Education Foundation (MOCEF) based in Turkey that have evolved and currently include a focus on women’s citizenship and empowerment. This work was based on my theoretical work on literacy development in Turkish. In the United States, I have conducted studies with adults and children on how what they know in their home languages can help them learn English (cross-language transfer). All of these experiences led me to our work as the CILIA-T team.

How are you leveraging your experiences to build CILIA-T?

In addition to my theoretical and applied experiences in adult education, this project is benefiting from the contributions of a group of dedicated adult educators. These colleagues are teaching ESL, citizenship, history, and civics classes. We are collaborating on writing a curriculum that teachers like themselves would like to use. Based on our experiences and findings from the field, we have identified the components that we feel are key for CILIA-T. Three of these main components include

  1. Multimodal input:  Contrary to how I started learning English, providing linguistic input in several different modalities is helpful. Technology provides many opportunities to realize this goal. Learners can interact with and produce content in many forms. For example, they can create and share academic vocabulary sets and review them like a game. Technology can also facilitate deep conceptual understanding of academic topics. For example, learners can share and discuss not only texts but also audios and videos for a deeper analysis and application of civics and history topics.
  2. Build on first languages (L1): Adults already have a well-developed language system or systems, if they know multiple languages. They use the clues from their L1 to understand how English operates. Therefore, we can provide opportunities to bring that existing linguistic knowledge to the forefront and to compare and contrast explicitly. One clear way to leverage L1 is to integrate oral language and help bridge what the adults can do orally with what they aim to do in reading and writing.
  3. Academic vocabulary: Individuals with limited or interrupted schooling tend to have lower levels of academic vocabulary in their first language, and thus, likely lower levels in English. A language learner may be quite fluent in using English in their everyday interactions, but that does not mean they have a strong academic vocabulary across different domains, such as health, math, science, civics, and finance. CILIA-T covers academic and discipline-specific vocabulary in a purposeful way. Academic vocabulary is closely related to the conceptual understanding of a phenomenon. Therefore, just learning word definitions is not enough. The vocabulary has to be contextualized with a conceptual understanding. For example, executive branch does not mean much by itself unless it is situated within an understanding of an overall governmental system. Similarly, the definition of the word mortgage may be forgotten quickly if the learner is not familiar with the loan and repayment system in the United States. Luckily, adults have a lot of background knowledge to facilitate such conceptual scaffolding, but that is for another blog.

What value do you hope CILIA-T might bring to the students, teachers, and communities?

We believe that when all individuals, but especially the newcomers, understand the systems, practices, historical contexts, and the language(s) of their society, they can become more active participants in their communities and can work towards accomplishing their life goals more effectively. We hope that CILIA-T provides the adult learners and the educators and programs that support them with a tool to facilitate this growth.


This blog was produced by Dr. Meredith Larson (Meredith.Larson@ed.gov), research analyst and program officer at NCER.

Supporting Strategic Writers: The Use of Strategy Instruction and Genre Pedagogy in the Basic Writing Classroom

NCER student volunteer, Rachael Higham, has long been interested in writing instruction. She currently works as a remedial language tutor for high school students with disabilities, and she began her graduate studies with a focus on postsecondary writing instruction. To learn more about the current science and research on writing, Rachael interviewed Dr. Charles MacArthur about his research-based postsecondary writing curriculum, Supporting Strategic Writers (SSW), which he and his team developed and evaluated through IES grants. The goal of SSW is to foster metacognitive self-evaluation through the use of strategic learning and genre-based pedagogy to help improve writing skills and self-confidence.


Take a minute to answer this question: Do you remember how you were taught to write a paper in high school or in college?

Maybe you remember the five-paragraph essay, MLA formatting, or the RACE strategy, but were you ever taught specific strategies for planning and evaluating your papers?

While I was interviewing Dr. MacArthur about his recently completed IES project, he posed a similar question to me. He asked me how I navigated writing in college and if a teacher had ever explicitly taught me how to write. I realized that while I had some explicit teaching in text structure in high school, by the time I reached college, I relied heavily on feedback to inform my future writing. The idea that students learn from revising is a common view in writing education. However, this view does not always consider students who struggle with writing and who may need more explicit instruction, even in college.

As a teacher of high school students with learning disabilities, I often find that by the time many of my students reach my classroom, they feel defeated by the writing process. Writing is something that has become a source of fear and dread for them. My goal with each student is to find and develop strategies that bolster their writing skills and change writing from something that seems unattainable to something that they can do independently. I was excited to talk to Dr. MacArthur and learn more about the research that he and his have been doing. Below are his responses to the questions I posed.

What are the key components of the SSW curriculum?

The emphasis of SSW is to enable students to take control of their own learning through rhetorical analysis of genre. To do that, students are taught explicit strategies and cognitive procedures based on what good writers do. This is reinforced with metacognitive strategies that help students become aware of why they are using specific writing strategies and procedures and recognize how and when to transfer them to other classes. SSW places emphasis on genre-based strategies not only in the text but also in the planning and evaluation phases.

The heart of strategy instruction in SSW is the “think-aloud,” which is when instructors share, in real time, the thoughts that they are experiencing as they’re writing or editing a text to show how they are figuring things out. Instructors need to show—not just explain—how to write. What we writing instructors are teaching is invisible, so the think aloud makes the process visible to students. It also lets students see that writing is hard even for their teacher. Teachers can get stuck and need to work through it based on the strategies that are being taught.

What is the number one thing that you would tell a developmental or first-year writing teacher?

Teaching strategies to students on planning and evaluating their work helps improve writing. There have been hundreds of studies from K-12 (see these meta-analyses as examples 1, 2, 3) that show how strategy instruction works to improve writing. This experimental study of SSW adds to that literature and shows that strategic instruction with genre pedagogy can work in the postsecondary developmental writing environment.

What type of future research would you like to see done with the SSW curriculum?

There is a wealth of valuable research that could be done in the future. Future research could delve into how to build on the developmental course’s gain in subsequent courses. For example, it would be interesting to look at the transition between developmental writing courses and first-year composition in terms of pedagogical integration.

Another area of transfer is between compositions courses and disciplinary writing in postsecondary settings. For example, how could postsecondary institutions improve writing across the curriculum? How could strategy instruction similar to SSW work in this setting?

Additionally, strategy instruction started in special education, but it was found to be useful throughout the entire K-12 population. Similarly, SSW was found to be successful in developmental writing classrooms. It would be great to see the effects of SSW in first year composition classes.

You can find publications from this project and the earlier SSW project in ERIC here and here respectively. The What Works Clearinghouse also reviewed an earlier evaluation of the SSW here.


This blog was written by Rachael Higham, a graduate intern through the Virtual Student Federal Service Internships program, and facilitated by Dr. Meredith Larson (Meredith.Larson@ed.gov), a research analyst and program officer at NCER.

 

From the NCER Commissioner: How IES’ Investment in Literacy Is Changing Education

A cornerstone challenge in education is that too many learners in our nation can’t read well enough to succeed in their future education and employment. In addition, a disproportionate number of individuals with low literacy skills are members of underrepresented groups. Since IES’ founding in 2002, we have devoted millions of dollars to addressing this challenge, seeking to generate high-quality evidence about literacy practices that work for learners across our nation. Today, we can see how this 20-year investment focused on improving literacy has generated interventions and assessments that are transforming practices at scale and meeting the needs of learners and educators by incorporating evidence-based practices into the materials they use daily.

Since IES is an applied research agency, its mission is to provide scientific evidence on which to ground education practice and policy and to share this information in formats that are useful and accessible to educators, parents, policymakers, researchers, and the public. IES and its four centers work together to collect data on the current state of education; identify solutions and innovations through research, grant programs, and competitions; and evaluate the success of investments in order to identify solutions worthy of scaling across the nation’s education system.

The education research community is often accused of generating findings and products that sit in an attic corner unused. We aim to disrupt this perception and make it clear that our grantees’ knowledge and tools are both useful and used. Here I want to share a few examples to showcase how American tax dollars are transforming how millions of learners are learning to read.

IES Technologies and Google Classroom

In April 2022, we were excited to learn that Google had acquired the intellectual property rights for Moby.Read and SkillCheck, education technology products developed through IES programs by California-based Analytic Measures, Inc. (AMI). Google Classroom is advertised as an educators’ “all-in-one place for teaching and learning,” and many tools and apps are integrated into the system, including the IES-developed and IES-evaluated product, ASSISTments, which provides student feedback assistance and assessment data to teachers.

Moby.Read and SkillCheck are technology solutions created to provide teachers with a more efficient way to assess their students’ reading skills and provide them with individualized feedback.  These technologies were developed over two decades with IES funding, a process that included prototype development starting in 2002, followed by ED/IES Small Business Innovation Research (SBIR) funding to test Moby.Read in 2016 and 2017 and SkillCheck in 2020 and 2021, with validation research conducted all along the way.

Since their commercial launch in 2019, Moby.Read and SkillCheck have been used for more than 30,000 student assessments in 30 states.

IES Literacy Innovations and Scholastic

In September, Scholastic announced that the A2i (Assessment to Instruction) system—a system for literacy screening, progress monitoring and assessment, and instructional planning designed for classrooms and community organizations—and the Learning Ovations team that had developed and evaluated A2i would become part of its education solutions group. A2i provides educators with a system that enables them to deliver individualized reading. IES has invested in developing and evaluating this system since 2003, generating evidence of its effectiveness in improving young learners’ reading skills and comprehension. In 2020, we interviewed the creators of this system, who told the story of how their evidence-based system was prepared to scale. The system will continue to evolve so that it can serve all learners in our nation: IES is currently supporting the expansion of this system and its assessments for use with English learners.

A2i will help enhance Scholastic’s literacy platform, which integrates literacy screening, progress monitoring and assessment, instructional planning, and professional learning with their books and e-books, print- and technology-based learning programs, and other products that support children’s learning and literacy. With this acquisition, the IES-supported A2i system will have the opportunity to reach the 115,000 schools in the Scholastic community, potentially helping 3.8 million educators, 54 million students, and 78 million parents/caregivers in the United States.

Improving Literacy Outcomes Through Assessment

Teaching students how to read depends upon knowing what learners do and do not know. The acquisition of Moby.Read and SkillCheck highlights the recognition of that need by Google but is only one example of the IES commitment to developing and validating literacy assessments. While the two examples described above have the potential to touch many millions of learners, we have also invested in many other literacy assessments that are being widely used.

For example, since 2014, more than 2.5 million 3rd to 12th grade learners have been evaluated through a reading diagnostic system developed with IES funding: the Florida Assessments for Instruction in Reading Aligned to Florida Standards. Another diagnostic tool for 3rd to 12th graders, available nationally via the Educational Testing Service (ETS), is Capti Assess with ETS® ReadBasix™. This diagnostic assessment system was developed and validated with funding from both NCER and ED/IES SBIR.

Educators in more than 13,000 U.S. schools rely on myIGDIs (currently distributed via Renaissance Learning) to evaluate the needs of their preschool learners. These individual growth and development indicators (IGDIs) are brief, easy-to-use measures of early language and literacy designed for use with preschool children. The development and validation of these measures have been (and are being) supported by multiple IES projects. Their current work seeks to expand the IGDIs for use with young Spanish-speaking and Hmong-speaking learners.

Scaling Evidence-Based Innovations to Accelerate Literacy Learning After COVID

Launched with funding from the American Rescue Plan, the Leveraging Evidence to Accelerate Recovery Nationwide Network (the LEARN Network) is adapting and preparing to scale existing, evidence-based products to assess students whose learning was affected by the COVID-19 pandemic. IES has made four awards to product teams and one to a scaling lead, and these five teams will establish the LEARN Network together.

In addition to the LEARN Network’s generating of solutions to the nation’s most pressing challenges to COVID-19 recovery within the education sector, IES expects that the combined efforts of this network will lead to the establishment of best practices for the field for how to prepare to scale evidence-based products effectively.

Three of the four product teams are focused on preparing to scale literacy products developed and tested with prior IES funding. These innovations are designed for students in grades K–3 (Targeted Reading Instruction), fourth and fifth grades (Peer-Assisted Learning Strategies), and middle school (Strategic Adolescent Reading Intervention). The projects will work with students and teachers in elementary schools in Florida and North Carolina, in fourth grade classrooms in the Rio Grande Valley in Texas, and in urban middle schools in the District of Columbia.

As I reflect on 20 years of investment in rigorous and relevant literacy research, I am hopeful. Our investment is transforming what we know and improving how that knowledge is being translated to ensure that every learner in our nation can read at or above grade level.

With our newest investment in supporting the systematic scaling of evidence-based practices, I believe that our educators and learners will have access to tools that support their needs for the next 20 years and beyond.

Elizabeth Albro (elizabeth.albro@ed.gov) is the commissioner of the National Center for Education Research.