Tag: Improve

  • HVAC improvements shown to improve student outcomes

    HVAC improvements shown to improve student outcomes

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    Facility managers that lead an effort to upgrade their school’s HVAC system can help students miss less school, get into less trouble and perform better on standardized math tests, researchers at the State University of New York at Albany suggest. 

    Attendance improved by 2% and suspension rates dropped by 7% in K-12 schools after they improved their heating and ventilation systems, researchers say in a paper, “The Effects of School Building HVAC System Conditions on Student Academic and Behavioral Outcomes.” 

    Math outcomes improved, too — by 4% after the heating system was replaced and by 3% after the cooling system was replaced. There was a similar improvement in math scores when the heating system was improved.    

    “We conclude that investments made now to improve school HVAC systems can benefit not only student comfort and well-being, but also enhance educational opportunity,” say the researchers, Lucy Sorensen, Moontae Hwang and Marzuka Ahmad Radia of the State University of New York at Albany. 

    The researchers say the improvement in absentee levels likely stems from cleaner air flowing through the system. “Improvements in school ventilation system conditions could reduce the spread of infectious diseases … thereby decreasing missed days of school due to sickness,” they said.  

    The improvement in math performance likely stems from more comfortable room temperatures, which helps aid focus, but it also likely plays a role in fewer suspensions. The authors cite other research beyond K-12 that finds criminal behavior goes down as temperatures improve. 

    “More comfortable temperatures could help to prevent student misbehavior, given the well-known link between, for instance, heat and criminal behavior,” they said. 

    For their findings, the researchers looked at data over multiple years from a building condition survey conducted by the New York State Education Department. The percentage changes in performance are to a standard deviation. The findings were published in November and are available from Brown University’s Annenberg Institute. 

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  • U.S. can improve data collection on AI/AN college students

    U.S. can improve data collection on AI/AN college students

    Native American student enrollment has been on the decline for the past decade, dropping 40 percent between 2010 and 2021, a loss of tens of thousands of students. Of the 15.4 million undergraduate students enrolled in fall 2021, only 107,000 were American Indian or Alaska Native, according to the National Center for Education Statistics.

    Researchers argue that the small population is not as small as it seems, however, due in part to federal practices of collecting data on Native populations, according to a new report from the Brookings Institute, the Institute for Higher Education Policy and the Urban Institute.

    Federal measures of race and ethnicity in postsecondary education data undercount the total population of Native American students, in part due to insufficient sampling, lack of data on tribal affiliation and aggregation practices that erase Native identities, researchers wrote.

    “For too long, Native American students have been severely undercounted in federal higher education data, with estimates suggesting that up to 80 percent are classified as a different race or ethnicity,” Kim Dancy, director of research and policy at IHEP, told Inside Higher Ed. “This chronic data collection failure renders Native students invisible in federal data systems and prevents clear assessments of the resources necessary to support student success.”

    In May 2024, the federal government announced new standards for collecting data on American Indian and Alaska Native (AI/AN) populations, which would improve the inclusivity and accuracy of data for students from these groups.

    The Obama administration introduced similar changes in 2016, but they were never implemented under the first Trump administration in 2017. Researchers worry a similar pattern may follow under the second Trump administration.

    “The second Trump Administration has demonstrated reluctance to prioritize data transparency, which could further jeopardize these efforts and stall progress,” Dancy said. “Without strong implementation of these standards, Native students will continue to be overlooked in federal policy decisions.”

    “It is critical that the Trump administration allow the revised SPD 15 standards to remain in effect, and for officials at ED and elsewhere throughout government to implement the standards in a way that provides Native American students and communities with the same high-quality data that all Americans should be able to access,” report authors wrote.

    Data Analysis at Risk

    The Education Department has canceled dozens of contracts in recent weeks, tied to the Trump administration’s Department of Government Efficiency. Many of these contracts related to student data analysis in both K-12 and postsecondary education.

    State of play: Degree attainment for Native Americans is bleak, according to data presently available. Twenty-six percent of Native American adults in the U.S. hold an associate degree or higher, and only 16 percent hold a bachelor’s degree or higher, according to 2024 data from the U.S. Census Bureau. In comparison, bachelor’s degree attainment by all other races is higher: 20 percent for Latino, 25 percent for Black, 38 percent for multiracial, 40 percent for white and 61 percent for Asian American students.

    Of the 58 percent of American Indian/Alaska Native students who enrolled in higher education beginning in 2009, over half (55 percent) didn’t earn a credential. In 2023, the National Student Clearinghouse Research Center reported six-year completion rates had fallen two percentage points among Native Americans, to 47.5 percent—21 percentage points lower than their white peers and 27 percentage points lower than Asian students in the 2016 cohort.

    Data collection is not the only barrier to Native student representation and completion in higher education, researchers wrote, “but until data on Native American students are more accurate, accessible, and meaningful, it will prove difficult to address these issues,” which include affordability, disparities in access and retention, and a lack of culturally informed wraparound services.

    Digging into data: Data collection at the U.S. Department of Education has several problems that disadvantage Native students more than other groups, according to the report. Native student data is often “topcoded” as Hispanic or Latino, essentially erasing Native student identities, filed under “more than one race” without further detail, or coded without tribal affiliation or citizenship.

    While topcoding students as Latino or Hispanic or categorizing learners as more than one race applies to all racial categories, Native American individuals are categorized this way at a higher rate than any other major group, which diminishes their representation.

    Additionally, ED independently makes decisions to not disaggregate or provide detailed data on racial and ethnic subgroups, such as topcoding Latino or Hispanic students, that is not modeled at other federal agencies, such as the Census Bureau and the Bureau of Labor Statistics.

    The last time the Office of Management and Budget revised data-reporting processes for colleges and universities, which allowed individuals to identify as more than one racial group, final implementation took place in the 2010–11 academic year.

    In the decade and a half since, Native American student enrollment has declined, and researchers say, “The limitations of ED’s student data made it challenging to discern whether this decline represented an actual change in enrollment trends or was due to the new reporting practices’ undercounting of Native college students.”

    A lack of data impacts institutions, tribes and others tracking student outcomes, reducing opportunities to support learners, and the challenges may perpetuate continued misperceptions of Native students’ journeys through higher education.

    New policies: In 2024, OMB created new federal standards around collecting data on race and ethnicity that would enhance data collection when it comes to Native populations. Federal agencies are required to create plans for implementation by September 2025 and be in full compliance by March 2029, leaving the Trump administration responsible for implementation of the revised standards.

    OMB outlined three approaches for agencies on how they might consider presentation of aggregated data on multiracial populations:

    • Alone or in combination, which includes students who identify with more than one racial or ethnic group in all reporting categories.
    • Most frequent multiple responses, reporting on as many combinations of race and ethnicity as possible that meet population thresholds.
    • Combined multiracial or multiethnic respondents into a single category.

    This third option would be most harmful to Native students, because it would perpetuate undercounts, researchers caution, and therefore policymakers should avoid it.

    Moving forward, report authors recommend ED and Congress collect and publish disaggregated data on Native American students, partner with tribal governments to increase data transparency and provide guidance and resources to institutions to improve their quality of data.

    “We encourage the Education Department to continue seeking input from Native communities, including voices that have been historically excluded from policy-development efforts,” Dancy said. “Accurate data alone won’t eliminate the structural inequities Native students face. But without the data, we cannot begin to dismantle the inequities.”

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  • A virtual reality, AI-boosted system helps students with autism improve social skills

    A virtual reality, AI-boosted system helps students with autism improve social skills

    Key points:

    This article and the accompanying image originally appeared on the KU News site and are reposted here with permission.

    For more than a decade, University of Kansas researchers have been developing a virtual reality system to help students with disabilities, especially those with autism spectrum disorder, to learn, practice and improve social skills they need in a typical school day. Now, the KU research team has secured funding to add artificial intelligence components to the system to give those students an extended reality, or XR, experience to sharpen social interactions in a more natural setting.

    The U.S. Office of Special Education Programs has awarded a five-year, $2.5 million grant to researchers within KU’s School of Education & Human Sciences to develop Increasing Knowledge and Natural Opportunities With Social Emotional Competence, or iKNOW. The system will build on previous work and provide students and teachers with an immersive, authentic experience blending extended reality and real-world elements of artificial intelligence.

    iKNOW will expand the capabilities of VOISS, Virtual reality Opportunity to Integrate Social Skills, a KU-developed VR system that has proven successful and statistically valid in helping students with disabilities improve social skills. That system contains 140 unique learning scenarios meant to teach knowledge and understanding of 183 social skills in virtual school environments such as a classroom, hallway, cafeteria or bus that students and teachers can use via multiple platforms such as iPad, Chromebooks or Oculus VR headsets. The system also helps students use social skills such as receptive or expressive communication across multiple environments, not simply in the isolation of a classroom.

    IKNOW will combine the VR aspects of VOISS with AI features such as large language models to enhance the systems’ capabilities and allow more natural interactions than listening to prerecorded narratives and responding by pushing buttons. The new system will allow user-initiated speaking responses that can accurately transcribe spoken language in real-time. AI technology of iKNOW will also be able to generate appropriate video responses to avatars students interact with, audio analysis of user responses, integration of in-time images and graphics with instruction to boost students’ contextual understanding.

    “Avatars in iKNOW can have certain reactions and behaviors based on what we want them to do. They can model the practices we want students to see,” said Amber Rowland, assistant research professor in the Center for Research on Learning, part of KU’s Life Span Institute and one of the grant’s co principal investigators. “The system will harness AI to make sure students have more natural interactions and put them in the role of the ‘human in the loop’ by allowing them to speak, and it will respond like a normal conversation.”

    The spoken responses will not only be more natural and relatable to everyday situations, but the contextual understanding cues will help students better know why a certain response is preferred. Rowland said when students were presented with multiple choices in previous versions, they often would know which answer was correct but indicated that’s not how they would have responded in real life.

    IKNOW will also provide a real-time student progress monitoring system, telling them, educators and families how long students spoke, how frequently they spoke, number of keywords used, where students may have struggled in the system and other data to help enhance understanding.

    All avatar voices that iKNOW users encounter are provided by real middle school students, educators and administrators. This helps enhance the natural environment of the system without the shortcomings of students practicing social skills with classmates in supervised sessions. For example, users do not have to worry what the people they are practicing with are thinking about them while they are learning. They can practice the social skills that they need until they are comfortable moving from the XR environment to real life.

    “It will leverage our ability to take something off of teachers’ plates and provide tools for students to learn these skills in multiple environments. Right now, the closest we can come to that is training peers. But that puts students with disabilities in a different box by saying, ‘You don’t know how to do this,’” said Maggie Mosher, assistant research professor in KU’s Achievement & Assessment Institute, a co-principal investigator for the grant.

    Mosher, a KU graduate who completed her doctoral dissertation comparing VOISS to other social skills interventions, found the system was statistically significant and valid in improving social skills and knowledge across multiple domains. Her study, which also found the system to be acceptable, appropriate and feasible, was published in high-impact journals Computers & Education and Issues and Trends in Learning Technologies.

    The grant supporting iKNOW is one of four OSEP Innovation and Development grants intended to spur innovation in educational technology. The research team, including principal investigator Sean Smith, professor of special education; Amber Rowland, associate research professor in the Center for Research on Learning and the Achievement & Assessment Institute; Maggie Mosher, assistant research professor in AAI; and Bruce Frey, professor in educational psychology, will present their work on the project at the annual I/ITSEC conference, the world’s largest modeling, simulation and training event. It is sponsored by the National Training & Simulation Association, which promotes international and interdisciplinary cooperation within the fields of modeling and simulation, training, education and analysis and is affiliated with the National Defense Industrial Association.

    The research team has implemented VOISS, available on the Apple Store and Google Play, at schools across the country. Anyone interested in learning more can find information, demonstrations and videos at the iKNOW site and can contact developers to use the system at the site’s “work with us” page.

    IKNOW will add resources for teachers and families who want to implement the system at a website called iKNOW TOOLS (Teaching Occasions and Opportunities for Learning Supports) to support generalization of social skills across real-world settings.

    “By combining our research-based social emotional virtual reality work (VOISS) with the increasing power and flexibility of AI, iKNOW will further personalize the learning experience for individuals with disabilities along with the struggling classmates,” Smith said. “Our hope and expectation is that iKNOW will further engage students to develop the essential social emotional skills to then apply in the real world to improve their overall learning outcomes.”

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  • Why Data Alone Won’t Improve Retention – Faculty Focus

    Why Data Alone Won’t Improve Retention – Faculty Focus

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  • How Technology Can Improve the Classroom for All

    How Technology Can Improve the Classroom for All

    Since going viral with her “Gen Z history” TikTok series, teacher Lauren Cella is using her platform to advocate for strategically utilizing — not restricting — technology in the classroom.


    How did you get started in your career in teaching, and what led you to start sharing your journey on social media?

    I didn’t initially plan on teaching. I studied journalism at San Diego State, inspired by movies featuring magazine editors. I later chose history as a minor just for fun. After college, I pursued journalism, but I eventually tried substitute teaching, loved it, and got my credential in history. 

    During COVID, my students encouraged me to post lessons on TikTok, where I shared content in a humorous, easy-to-understand way. My Russian Revolution video went viral, which led me to keep creating these quick, story-like history lessons. I love reaching people worldwide and making history engaging. My videos are only about a minute long, which helps with attention spans, although I know they simplify complex topics. My hope is these videos spark curiosity, encouraging viewers to explore history further. 

    What are some emerging trends in technology that you think are shaping the future of education or that you have used in your classroom to engage students? 

    AI is a major topic in education now, especially around how its used and the ethics of it. Initially, my school blocked ChatGPT but then allowed it when teachers started using it to adapt lessons for different reading levels or languages. In my journalism class, we discussed the ethics of AI. My students agreed it wasn’t ethical to let AI write an article for them, but they saw value in using it to generate interview questions. These discussions highlight that we can’t avoid new technologies — we need input from students, teachers, and administrators to navigate them responsibly. 

    Companies like Adobe are creating student-friendly versions of AI tools, helping ease the burden on teachers. I also use AI to caption videos, which saves time. Students heading into creative fields need to learn these tools, as AI proficiency is essential. Just as learning to type or use email became necessary, so will understanding AI. 

    Do you have any advice for balancing the benefits of technology with the need for face-to-face interaction in the classroom?

    Teaching during the pandemic proved technology can’t replace teachers. Students need human connection. While tech has its place, it should be used to build specific skills, not just replace traditional methods. For example, students should still use a pen and paper daily, as it activates different brain functions and builds motor skills. Using technology in class should go beyond digitizing worksheets; it should add real value, like using AI in art to analyze creative elements. Ultimately, tech should support, not replace, essential hands-on learning for students’ overall development. 

    Do you have any tips for teachers looking to stay organized and efficient so they can focus on engaging their students in the classroom? 

    My biggest advice: Don’t grade everything. It’s okay to assign work as practice without grading it. Focus on priority standards — what students truly need to know — and build multiple assignments into one when possible. Trying to do it all leads to burnout without improving student outcomes. Start small, establish routines, and add more gradually to avoid overwhelming yourself and your students. 

    Is there any technology that you recommend that helps with the behind-the-scenes side of teaching, like lesson planning and grading? 

    I recommend using tools like Illuminate and Google Classroom extensions like Brisk and Magic School to manage data effectively. For one-to-one schools, Google offers many helpful extensions, and programs like IXL provide valuable insights. The key is to focus on areas where students struggle most, using data to streamline your lesson planning. With large classes, pulling reports helps make sense of data and can guide your approach without being overwhelming. 

    Are there any key digital safety practices that teachers should be implementing to protect students online? 

    It’s challenging when schools block tools like ChatGPT or YouTube, as they can also be valuable educational resources. We’re at a crossroads and need more digital citizenship education to teach students about online risks and the lasting consequences of their actions. Many students don’t realize that certain online behaviors, like sharing inappropriate images, can have serious legal consequences. They’re also vulnerable to scams, online blackmail, and bullying, particularly on group chats and gaming platforms. Parents should be aware that even if kids aren’t on social media, they’re still interacting with others online. We must educate young people on these dangers, as laws haven’t fully caught up to technology. Parents, teachers, and students need to support each other, staying vigilant and reporting harmful situations online just as they would in real life. 

    Do you have any advice for teachers who are facing burnout or mental health struggles right now?

    It’s not you; it’s the system. You’re not doing anything wrong, and you can’t change everything on your own. If you burn out, they’ll replace you, but students benefit from experienced teachers. High turnover isn’t good for schools or students. 

    Social media can distort reality, making it seem like everyone is angry and divided. In reality, most people are not like that. Social media algorithms promote outrage, which skews our perception of others. Many teachers online appear to have perfect classrooms, but that’s often not the case — they face the same challenges as everyone else. I try to share positive experiences to stay motivated, but I’ve encountered many difficulties that I don’t discuss publicly. 

    It’s also easy for students to idolize influencers, but most of what they see online is curated and not real. They should focus on real-life skills instead of just consuming online content. Encourage students to engage in offline activities like sports, arts, or social groups to foster real interactions. For example, in my classroom, I limit phone use during free time to promote conversations and social skills. 

    To support students academically, tools like Canva and Google Classroom can help organize assignments and instructions in one place. This is important because students juggle multiple classes and responsibilities. They need resources to manage their workload effectively, like accessible rubrics and checklists. Technology allows students to take ownership of their learning, especially during emergencies. Teaching them to use project management tools can build important skills. At my school, we even grade time management alongside project quality. Overall, digital organization and project management are valuable skills for students and teachers alike.



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