Close Menu
Edu Expertise Hub
    Facebook X (Twitter) Instagram
    Sunday, July 6
    • About us
    • Contact
    • Submit Coupon
    Facebook X (Twitter) Instagram YouTube
    Edu Expertise Hub
    • Home
    • Udemy Coupons
    • Best Online Courses and Software Tools
      • Business & Investment
      • Computers & Internet
      • eBusiness and eMarketing
    • Reviews
    • Jobs
    • Latest News
    • Blog
    • Videos
    Edu Expertise Hub
    Home » Latest News » How Open Standards Are Breaking Down Data Barriers
    Latest News

    How Open Standards Are Breaking Down Data Barriers

    TeamBy TeamApril 3, 2025No Comments7 Mins Read0 Views
    Facebook Twitter Pinterest LinkedIn Telegram Tumblr Email
    How Open Standards Are Breaking Down Data Barriers
    Share
    Facebook Twitter LinkedIn Pinterest Email


    Colleges and universities are at a crossroads when it comes to student data. They have more information at their fingertips than ever before, yet harnessing it to drive meaningful change remains a challenge. A 2022 UCLA-MIT Press study found that higher education struggles to capture and leverage data for impact. This digital disconnect isn’t just a result of outdated systems; it’s about the complex web of cultural, organizational and infrastructural barriers that leave many institutions data-rich but insight-poor.

    Suzanne Carbonaro
    Vice President of Postsecondary Education & Workforce Programs, 1EdTech

    To discuss how institutions can turn raw data into real impact, EdSurge spoke with Suzanne Carbonaro, Vice President of Post-Secondary Education and Workforce Programs at 1EdTech Consortium (1EdTech). With 27 years of experience in higher education and assessment, she has served as a faculty member, held leadership roles in assessment and accreditation, and led competency-driven curriculum development at the Philadelphia College of Pharmacy, the nation’s oldest pharmacy school.

    EdSurge: What types of data do higher education institutions find most difficult to access, and why?

    Carbonaro: Despite the abundance of student data, higher education institutions face significant challenges in accessing and using it effectively. The first issue is [the existence of] data silos. Learning applications, student information systems (SIS), financial aid platforms and testing applications often operate independently, with no communication between them. While students move fluidly between these systems, their data does not. Each system exists on its own “island,” disconnected from others and from holistic student records.

    Second, there’s a poor signal-to-noise ratio. Even when learning applications share data, much of it is unstructured or lacks context. For example, random clickstream data often doesn’t shed light on a student’s learning journey. Also, different systems may use inconsistent identifiers for the same student, making it difficult to track progress or connect data across platforms.

    Third, the cost of solving these problems is prohibitive for many institutions. Untangling this data jungle often requires external consultants or expensive tools that many colleges and universities simply cannot afford.

    What key barriers prevent institutions from obtaining and using that data effectively?

    Institutions struggle with more than just technical challenges; they also face cultural and organizational barriers. Faculty often feel judged by analytics or decisions made based on incomplete data. This mistrust can hinder buy-in for adopting new tools or processes.

    Privacy concerns also play a role. Institutions must ensure that applications meet rigorous standards for privacy, security and accessibility before adoption. For example, AI tools should use data responsibly, improving learning outcomes without storing sensitive information in proprietary, vendor-controlled data lakes.

    Finally, institutions often don’t know what questions to ask about their learners upfront. Without clear goals or frameworks for using data, they risk collecting information that isn’t actionable or waiting too long to intervene when students need support.

    How can adopting open standards help institutions access and leverage that data in a more actionable way?

    Open standards serve as the foundation for solving these challenges. Think of them like plumbing in a home: Standardized infrastructure allows you to connect any faucet or appliance seamlessly. Similarly, interoperability standards like Caliper Analytics and Learning Tools Interoperability (LTI) ensure that edtech tools can work together without disruption when institutions switch vendors or adopt new technologies.

    For instance, open standards allow institutions to track meaningful learner event data — such as clicks, time spent on tasks or questions asked in AI tools — and contextualize it alongside other holistic student information. This structured approach eliminates silos and makes data actionable in real time.

    Despite the abundance of student data, higher education institutions face significant challenges in accessing and using it effectively… Untangling this data jungle often requires external consultants or expensive tools that many colleges and universities simply cannot afford.

    — Suzanne Carbonaro

    At 1EdTech, we create open standards that connect disparate systems into cohesive ecosystems. These standards enable institutions to change vendors when necessary without losing access to critical data or disrupting operations.

    Can you share specific examples of how improved data access has positively impacted learner success?

    In pharmacy education, the faculty aligned curricular outcomes with exam questions through a testing platform, allowing real-time tracking of student performance. By analyzing this data quickly, we identified students who struggled with specific foundational knowledge areas. Linking this information to learner attributes helped us support students from different high schools or colleges who needed additional help before the exam. This also enabled collaboration with those institutions to reinforce critical concepts for future cohorts.

    Another example comes from our work using comprehensive learner records (CLRs). By linking pharmacy competencies to key assignments across courses within modules and allowing students to view their performance in near real time through CLR dashboards, we empowered them to take ownership of their learning journeys. Students and their mentors could see trends across months of coursework — not just grades — and make informed decisions about where to focus their efforts.

    Currently, we’re working on a $20 million National Science Foundation grant with Georgia Institute of Technology and other institutions to study the impact of seven different AI assistants deployed in online courses aimed at supporting adult learners. Initially, this project faced challenges due to the disparate AI applications emitting different data streams into separate visualization tools, with no way to combine data for longitudinal discovery. By implementing a tripod of open data standards — Edu-API, LTI and Caliper Analytics — we unified these systems into one cohesive pipeline that provides contextualized insights about learner engagement.

    The AI applications range from tutors supporting foundational knowledge gaps to social connection facilitators designed for online learners who might otherwise feel isolated. By consolidating these tools into one reference architecture using open standards, we’ve enabled institutions like Georgia Tech to scale their efforts while maintaining flexibility across platforms.

    What can other institutions do now to get access to that data in a way that provides meaningful insights?

    Institutions can take immediate steps to improve access to actionable data:

    • Demand Open Standards: When issuing [requests for proposal] or procuring new tools, make it clear that vendors must provide data in standardized formats like Caliper Analytics rather than unstructured CSV files.
    • Use Pre-Built Pipelines: For K-12 districts and other postsecondary institutions lacking resources to build their own infrastructure, access open standards frameworks, such as Learning Data Reference Architecture (LDRA).
    • Focus on Real-Time Data: Collecting event-based data, such as who used what tools and for how long, combined with other key metrics, such as outcomes-based assessment data, enables institutional stakeholders to be proactive in supporting their learners rather than waiting weeks for insights that may already be outdated.
    • Ask the Right Questions: Instead of collecting data reactively or employing gut-based decision-making, start by identifying what you want to know about your learners upfront so you can personalize their learning and identify what support services they need for their success.
    Recommended Resources:

    By taking these steps now, institutions can create a foundation for more effective decision-making and learner support.

    What work still needs to be done?

    While progress has been made in building open architectures and pipelines like LDRA, there’s still much work ahead:

    • Fostering Trust: Faculty need assurance that analytics are meant to support — not judge — their teaching practices.
    • Professional Development: Faculty and administrators must understand why interoperability matters and how it benefits learners.
    • Privacy Standards: Institutions must continue vetting applications rigorously for privacy and security concerns while ensuring accessibility for all users.
    • Scaling Solutions: Models like LDRA must be extended beyond pilot programs into full-scale implementations across diverse educational contexts.

    1EdTech is a united community committed to achieving an open, trusted, and innovative education technology ecosystem that serves the lifelong needs of every learner. We unite the education community to build an integrated foundation of open standards that makes educational technology work better for everyone — reducing complexity, accelerating innovation and expanding possibilities for learners worldwide.

    This post is exclusively published on eduexpertisehub.com

    Source link

    Share. Facebook Twitter Pinterest LinkedIn Tumblr Email
    Team

      Related Posts

      How Teachers Are Making Computer Science Click

      July 6, 2025

      The AI arms race begins at age 4

      July 6, 2025

      From the FBI to F&A: lessons learnt in safeguarding systems and data

      July 5, 2025

      Supreme Court Ruling Highlights Continued Power Struggle Over LGBTQ+ Books in Schools

      July 5, 2025

      10 (and counting…) Google goodies for your classroom

      July 4, 2025

      Air France-KLM to increase intelligence of bots that have saved 200,000 hours

      July 4, 2025
      Courses and Software Tools

      Extreme Privacy: What It Takes to Disappear

      August 24, 202455 Views

      Modern C++ Programming Cookbook: Master Modern C++ with comprehensive solutions for C++23 and all previous standards

      September 18, 202427 Views

      Meebook E-Reader M7 | 6.8′ Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray

      August 19, 202422 Views

      HR from the Outside In: Six Competencies for the Future of Human Resources

      May 20, 202517 Views

      Coders at Work: Reflections on the Craft of Programming

      April 19, 202516 Views
      Reviews

      Strategic Thinking Step by Step | Udemy Coupons 2025

      July 6, 2025

      RN – Women & Infants

      July 6, 2025

      Certified Financial Management for Project Managers 101 | Udemy Coupons 2025

      July 6, 2025

      Delivery Specialist

      July 6, 2025

      How Teachers Are Making Computer Science Click

      July 6, 2025
      Stay In Touch
      • Facebook
      • YouTube
      • TikTok
      • WhatsApp
      • Twitter
      • Instagram
      Latest News

      How Teachers Are Making Computer Science Click

      July 6, 2025

      The AI arms race begins at age 4

      July 6, 2025

      From the FBI to F&A: lessons learnt in safeguarding systems and data

      July 5, 2025

      Supreme Court Ruling Highlights Continued Power Struggle Over LGBTQ+ Books in Schools

      July 5, 2025

      10 (and counting…) Google goodies for your classroom

      July 4, 2025
      Latest Videos

      What is Digital Marketing? Scope, Earnings & Who Can Start a Career in It Hammad’s Digital Hub

      July 5, 2025

      Just trend #gacha #memecreator #gachaclub #gcmeme #gachalife #trend #gachememe #edit #memes

      July 4, 2025

      Kenley Jansen notches his 1,000th career MLB strikeout | August 25, 2021 | Dodgers @ Padres

      July 3, 2025

      Top 5 Cyber Security Jobs in India || Cyber Security Career 2024

      July 2, 2025

      Navigate Your Marketing Career with Expert Mentorship | NIMS Academy Success Guide

      July 1, 2025
      Latest Jobs

      RN – Women & Infants

      July 6, 2025

      Delivery Specialist

      July 6, 2025

      Manager, Creative Daily Editorial

      July 6, 2025

      Graphic Designer, MTG Product Creative

      July 6, 2025

      Digital Campaign Manager

      July 6, 2025
      Legal
      • Home
      • Privacy Policy
      • Cookie Policy
      • Terms and Conditions
      • Disclaimer
      • Affiliate Disclosure
      • Amazon Affiliate Disclaimer
      Latest Udemy Coupons

      Mastering Maxon Cinema 4D 2024: Complete Tutorial Series | Udemy Coupons 2025

      August 22, 202435 Views

      Advanced Program in Human Resources Management | Udemy Coupons 2025

      April 5, 202531 Views

      Diploma in Aviation, Airlines, Air Transportation & Airports | Udemy Coupons 2025

      March 21, 202530 Views

      Python Development & Data Science: Variables and Data Types | Udemy Coupons 2025

      May 24, 202521 Views

      Time Management and Timeboxing in Business, Projects, Agile | Udemy Coupons 2025

      April 2, 202521 Views
      Blog

      3 Ways To Network Over Summer Vacation And Grow Your Career

      July 3, 2025

      Why Community Is Your Most Valuable Career Asset In 2025

      June 28, 2025

      What Employers Are Really Looking For In Job Interviews

      June 27, 2025

      The Best Way to End a Cover Letter (With 4 Winning Examples)

      June 26, 2025

      5 Job Interview Secrets To Beat The Competition

      June 25, 2025
      Facebook X (Twitter) Instagram Pinterest YouTube Dribbble
      © 2025 All rights reserved!

      Type above and press Enter to search. Press Esc to cancel.

      We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept”, you consent to the use of ALL the cookies.
      .
      SettingsAccept
      Privacy & Cookies Policy

      Privacy Overview

      This website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. We also use third-party cookies that help us analyze and understand how you use this website. These cookies will be stored in your browser only with your consent. You also have the option to opt-out of these cookies. But opting out of some of these cookies may affect your browsing experience.
      Necessary
      Always Enabled
      Necessary cookies are absolutely essential for the website to function properly. This category only includes cookies that ensures basic functionalities and security features of the website. These cookies do not store any personal information.
      Non-necessary
      Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as non-necessary cookies. It is mandatory to procure user consent prior to running these cookies on your website.
      SAVE & ACCEPT