Tag: Data

  • Ohio District Awarded CoSN Trusted Learning Environment Mini Seal for Student Data Privacy Practices

    Ohio District Awarded CoSN Trusted Learning Environment Mini Seal for Student Data Privacy Practices

    Washington, D.C.    CoSN today awarded Delaware Area Career Center in Delaware, Ohio, the Trusted Learning Environment (TLE) Mini Seal in the Business Practice. The CoSN TLE Seal is a national distinction awarded to school districts implementing rigorous privacy policies and practices to help protect student information. Delaware Area Career Center is the sixth school district in Ohio to earn a TLE Seal or TLE Mini Seal. To date, TLE Seal recipients have improved privacy protections for over 1.2 million students.

    The CoSN TLE Seal program requires that school systems uphold high standards for protecting student data privacy across five key practice areas: Leadership, Business, Data Security, Professional Development and Classroom. The TLE Mini Seal program enables school districts nationwide to build toward earning the full TLE Seal by addressing privacy requirements in one or more practice areas at a time. All TLE Seal and Mini Seal applicants receive feedback and guidance to help them improve their student data privacy programs.

    “CoSN is committed to supporting districts as they address the complex demands of student data privacy. We’re proud to see Delaware Area Career Center take meaningful steps to strengthen its privacy practices and to see the continued growth of the TLE Seal program in Ohio,” said Keith Krueger, CEO, CoSN.

    “Earning the TLE Mini Seal is a tremendous acknowledgement of the work we’ve done to uphold high standards in safeguarding student data. This achievement inspires confidence in our community and connects us through a shared commitment to privacy, transparency and security at every level,” said Rory Gaydos, Director of Information Technology, Delaware Area Career Center.

    The CoSN TLE Seal is the only privacy framework designed specifically for school systems. Earning the TLE Seal requires that school systems have taken measurable steps to implement, maintain and improve organization-wide student data privacy practices. All TLE Seal recipients are required to demonstrate that improvement through a reapplication process every two years.

    To learn more about the TLE Seal program, visit www.cosn.org/trusted.

    About CoSN CoSN, the world-class professional association for K-12 EdTech leaders, stands at the forefront of education innovation. We are driven by a mission to equip current and aspiring K-12 education technology leaders, their teams, and school districts with the community, knowledge, and professional development they need to cultivate engaging learning environments. Our vision is rooted in a future where every learner reaches their unique potential, guided by our community. CoSN represents over 13 million students and continues to grow as a powerful and influential voice in K-12 education. www.cosn.org

    About the CoSN Trusted Learning Environment Seal Program The CoSN Trusted Learning Environment (TLE) Seal Program is the nation’s only data privacy framework for school systems, focused on building a culture of trust and transparency. The TLE Seal was developed by CoSN in collaboration with a diverse group of 28 school system leaders nationwide and with support from AASA, The School Superintendents Association, the Association of School Business Officials International (ASBO) and ASCD. School systems that meet the program requirements will earn the TLE Seal, signifying their commitment to student data privacy to their community. TLE Seal recipients also commit to continuous examination and demonstrable future advancement of their privacy practices. www.cosn.org/trusted

    About Delaware Area Career Center Delaware Area Career Center provides unique elective courses to high school students in Delaware County and surrounding areas. We work in partnership with partner high schools to enhance academic education with hands-on instruction that is focused on each individual student’s area of interest. DACC students still graduate from their home high school, but they do so with additional college credits, industry credentials, and valuable experiences. www.delawareareacc.org

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  • No thank you, AI, I am not interested. You don’t get my data. #shorts

    No thank you, AI, I am not interested. You don’t get my data. #shorts

    No thank you, AI, I am not interested. You don’t get my data. #shorts

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  • Improving State Longitudinal Data Systems

    Improving State Longitudinal Data Systems

    Title: Powering Potential: Using Data to Support Postsecondary Access, Completion, and Return on Investment
    Source: The Data Quality Campaign

    To make decisions about when and where to pursue their next educational credential, students and their families need to be able to understand the full picture of pursuing further education. They need access to real-time program information, which includes data on enrollment and completion, program performance, financial aid availability, employment, and return on investment.

    A new publication from the Data Quality Campaign highlights the current landscape and challenges of state data systems for postsecondary education and offers recommendations to align state and institutional data systems.

    Key findings include:

    How the existing postsecondary and workforce data landscape varies

    According to the report, nearly all states have agencies that oversee postsecondary institutions and collect some student or programmatic data within postsecondary student unit record systems (PSURSs). However, the authors note that agency-specific data are often disconnected from other sectors’ data. As a result, student information cannot connect with postgraduation outcomes, as is possible with statewide longitudinal data systems.

    Education and workforce data systems differ greatly across states. Sixty-eight percent of PSURSs connect to workforce data, but only 11 percent identify the industry and general occupation that individuals are employed in.

    States collect a variety of postsecondary data from institutions through a variety of methods, but the report emphasizes that states identify many common uses of the data, such as in supporting workforce alignment.

    Data challenges that states are facing

    The report observes that federal funding for states to develop data systems has been increasingly siloed, with different grant programs focusing on the development of data systems that each have a narrow focus (e.g., workforce and K–12 data).

    Education and workforce data systems identify students using different methods, making connecting individuals’ data and tracking their pathways difficult. However, the authors note that some states are making changes to improve matching accuracy.

    Recommendations for states to proactively use data in cooperation with postsecondary institutions

    The report recommends that states ensure data are used in collaboration with postsecondary institutions to inform policy and practice. This includes creating guided pathways and aligning institutions’ educational offerings with their states’ workforce needs. By evaluating trends in postsecondary completion, employment outcomes, and employment needs, policymakers can refine programs that guide students into pathways with high completion and high-paying careers.

    Institutions collect a variety of information about students, including enrollment demographics and course grades. According to the report, given many institutions’ limitations to do robust analysis, this information should be integrated with statewide data systems.

    States can use data to make the admissions and financial aid application processes easier for students and to streamline the process of enrolling in high-demand educational offerings. States and institutions can also leverage their shared data to identify students at higher risk of not completing their postsecondary program and tailor financial support, emergency aid, and academic supports to provide on-time interventions to these students.

    To read the full report from the Data Quality Campaign, click here.

    —Austin Freeman


    If you have any questions or comments about this blog post, please contact us.

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  • PowerSchool data breach leads to school extortion attempts

    PowerSchool data breach leads to school extortion attempts

    This audio is auto-generated. Please let us know if you have feedback.

    Dive Brief:

    • Threat actors are trying to extort some public schools by threatening them with teacher and student information stolen in a December 2024 data breach of PowerSchool’s Student Information System, according to recent statements from the ed tech software provider and the North Carolina Department of Public Instruction. 
    • PowerSchool confirmed on Wednesday that it paid a ransom to threat actors shortly after the Dec. 28, 2024, data breach. The company added that it believes the threat actors seeking ransoms from schools are using the same compromised data set from the December incident, which included student and staff names, contact information, some Social Security numbers, medical notes and a limited number of passwords. 
    • While PowerSchool’s December data breach appeared to impact a wide range of school districts across North America, a spokesperson on Friday told K-12 Dive that the threat actors have only contacted four school districts. Schools in locations ranging from North Carolina to Toronto began to report receiving such ransom threats this week. 

    Dive Insight:

    For years, the FBI has advised schools and other organizations not to pay ransomware demands, because doing so can embolden threat actors and there’s no guarantee that stolen data will be recovered.

    PowerSchool acknowledged in a Wednesday statement that it made a “very difficult decision” to pay a ransom after the December 2024 incident. The company said it thought paying a ransom was the best option for preventing the data from going public. 

    “In the days following our discovery of the December 2024 incident, we made the decision to pay a ransom because we believed it to be in the best interest of our customers and the students and communities we serve,” PowerSchool said. “As is always the case with these situations, there was a risk that the bad actors would not delete the data they stole, despite assurances and evidence that were provided to us.”

    A PowerSchool spokesperson said the company is not disclosing how much it paid to the threat actor. 

    Meanwhile in North Carolina, the state’s education department pointed out in a Wednesday statement that PowerSchool had assured its customers five months ago that the data compromised in the December 2024 data breach was not shared and had been destroyed. 

    “Unfortunately, that has proven to be incorrect,” the North Carolina Department of Public Instruction said. “PowerSchool is the party responsible for the breach. There is nothing NCDPI, school districts or individual schools could have done to prevent these violations.”

    The state education department added that it will not engage with the threat actors and that doing so would violate North Carolina law.

    Additionally, the department said the incident appears to be a global cybersecurity incident impacting customers in multiple states and Canada. An FBI investigation into the matter is ongoing, according to NCDPI.

    PowerSchool is working directly with the contacted schools and law enforcement, the company’s spokesperson said. The company is also providing free credit monitoring and identity protection services to students and staff. 

    Public pushback against PowerSchool since it announced the initial data breach in January has included multiple class action lawsuits. The company serves over 60 million students and 18,000 educational customers.

    The data breach occurred after a threat actor gained unauthorized access to an unknown amount of student and staff data by infiltrating the company’s PowerSource customer support portal for district and school staff. PowerSchool previously confirmed to K-12 Dive that the same system lacked multifactor authentication — a standard and encouraged practice for securing sensitive data.

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  • Is data infrastructure the missing backbone of UK international HE?

    Is data infrastructure the missing backbone of UK international HE?

    IHEC‘s report,Towards a Future UK International Higher Education Strategy: Resilience, Purpose and Precision, released in April 2025, describes accurate data and timely insights as “the lifeblood” of an effective international education strategy.

    The Commission is calling on the government develop a digital data portal for international student information, accessible to universities and relevant public bodies.

    Its vision is a significant leap from the fragmented systems the sector currently relies on – where data is outdated and siloed across agencies.

    Stakeholders frequently point out that UK policy often trails real-world data by nearly two years.

    The Commission envisions a secure portal compiling data from various sources – Home Office visa issuance, HESA enrolments, accommodation, and health service usage – tracking, almost in real time, where international students are coming from and enrolling.

    Imagine a world where universities can instantly access up-to-date visa grant statistics by country, and local councils can anticipate the number of international students arriving in their area.

    With real-time insights at their fingertips, IHEC suggests that institutions, policymakers, and stakeholders could plan proactively – enhancing housing, support services, and infrastructure.

    “A system like this is entirely within our competence to establish,” according to IHEC.

    This isn’t the only tool the Commission has in its sights. As part of its ambitions, it also advocates for a market intelligence platform that would equip the UK with the insights needed to stay ahead of global competitors.

    “Via a public-private partnership (perhaps a tender to specialist data firms), we could build a system that aggregates data on international education demand worldwide – including demographics, economic indicators, competitor country trends, search engine, and agent application data – to predict future demand patterns,” outlined the report.

    Via a public-private partnership (perhaps a tender to specialist data firms), we could build a system that aggregates data on international education demand worldwide
    IHEC

    The platform would answer key questions like: “Which emerging markets are gaining interest?” or “What’s the projected demand for STEM Masters over the next five years?”

    “The sector must have access to better and more timely data about what is happening in international recruitment markets, as well as how this is playing out
    at institutional and sector levels, to more effectively address challenges and opportunities,” asserted Chris Skidmore, IHEC chair and former UK universities minister.

    With this intelligence, the Commission hopes the UK can spot opportunities early and respond to risks before they grow. It should also include an open-source competitor tracker – comparing performance across countries on things like visa wait times, tuition fees, and scholarship availability – so the UK can see how it stacks up and stay competitive.

    To steer these efforts, the Commission recommends establishing a public-private sector International Education Data and Insight Taskforce, made up of statisticians and analysts from various government departments, as well as industry experts and leaders from the growing number of private sector companies that provide sophisticated data about current and potential future trends.

    The Commission names Enroly, Studyportals, IDP and QS as key players doing valuable work in this area.

    IHEC’s full report ‘Towards a Future UK International Higher Education Strategy: Resilience, Purpose and Precision’ is available here.

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  • What the latest HESA data tells us about university finances

    What the latest HESA data tells us about university finances

    The headlines from the 2023-24 annual financial returns were already pretty well known back in January.

    Even if you didn’t see Wonkhe’s analysis at the time (or the very similar Telegraph analysis in early May), you’d have been well aware that things have not been looking great for the UK’s universities and other higher education providers for a while now, and that a disquieting number of these are running deficits and/or making swingeing cuts.

    What the release of the full HESA Finance open data allows us to do is to peer even deeper into what was going on last academic year, and start making sense of the way in which providers are responding to these ongoing and worsening pressures. In particular, I want to focus in on expenditure in this analysis – it has become more expensive to do just about everything in higher education, and although the point around the inadequacy of fee and research income has been well and frequently made there has been less focus on just how much more money it costs to do anything.

    Not all universities

    The analysis is necessarily incomplete. The May release deals with providers who have a conventional (for higher education) financial year – one that matches the traditional academic year and runs through to the end of August. As the sector has become more diverse the variety of financial years in operation have grown. Traditional large universities have stayed with the status quo – but the variation means that we can’t talk about the entire sector in the same way as we used to, and you should bear this in mind when looking at aggregate 2023-24 data.

    A large number of providers did not manage to make a submission on time. Delays in getting auditor sign off (either because there was an audit capacity problem due to large numbers of local authorities having complex financial problems, or because universities themselves were having said complex financial problems) mean that we are down 18 sets of accounts. A glance down the list shows a few names known to be struggling (including one that has closed and one that has very publicly received a state bailout).

    So full data for the Dartington Hall Trust, PHBS-UK, Coventry University, Leeds Trinity University, Middlesex University, Spurgeon’s College, the University of West London, The University of Kent, University of Sussex, the Royal Central School of Speech and Drama, The Salvation Army, The London School of Jewish Studies, Plymouth Marjon University, the British Academy of Jewellery Limited, Multiverse Group Limited, the London School of Architecture, The Engineering and Design Institute London (TEDI) and the University of Dundee will be following some time in autumn 2025.

    Bad and basic

    HESA’s Key Financial Indicators (KFIs) are familiar and well-documented, and would usually be the first place you would go to get a sense of the overall financial health of a particular university.

    I’m a fan of net liquidity days (a measure showing the number of days a university could run for in the absence of any further income). Anything below a month (31 days) makes me sit up and take notice – when you exclude the pension adjustment (basically money that a university never had and would never need to find – it’s an actuarial nicety linked to to the unique way USS is configured) there’s 10 large-ish universities in that boat including some fairly well known names.

    [Full screen]

    Just choose your indicator of interest in the KFI box and mouse over a mark in the chart to see a time series for the provider of your choice. You can find a provider using the highlighter – and if you want to look at an earlier year on the top chart there’s a filter to let you do that. I’ve filtered out some smaller providers by default as the KFIs are less applicable there, but you can add them back in using the “group” filter.

    I’d also recommend a look at external borrowing as a percentage of total (annual) income – there are some providers in the sector that are very highly leveraged who would both struggle to borrow additional funds at a reasonable rate and are likely to have substantial repayments and stringent covenants that severely constrain the strategic choices they can make.

    Balance board

    This next chart lets you see the fundamentals of your university’s balance sheet – with a ranking by overall surplus and deficit at the top. There are 29 largeish providers who reported a deficit (excluding the pension adjustments again) in 2023-24, with the majority being the kind of smaller modern providers that train large parts of our public sector workforce. These are the kind of universities who are unlikely to have substantial initial income beyond tuition fees, but will still have a significant cost base to sustain (usually staffing costs and the wider estates and overheads that make the university work).

    [Full screen]

    This one works in a pretty similar way to the chart above – mousing over a provider mark on the main surplus/deficit ranking lets you see a simplified balance sheet. The colours show the headline categories, but these are split into more useful indications of what income or expenditure relates to. Again, by default and for ease of reading I have filtered out smaller providers but you could add them in using the “group” filter. For definitions of the terms used HESA has a very useful set of notes below table 1 (from which this visualisation is derived)

    There’s very little discretionary spend within the year – everything pretty much relates to actually paying staff, actually staying in regulatory compliance, and actually keeping the lights on and the campus standing: all things with a direct link to the student experience. For this reason, universities have in the past been more keen to maximise income than bear down on costs although the severity and scope of the current pressure means that cuts that students will notice are becoming a lot more common.

    What universities spend money on

    As a rule of thumb, about half of university expenditure is on staff costs (salaries, pensions, overheads). These costs rise slowly but relatively predictably over time, which is why the increase in National Insurance contributions (which we will see reflected in next year’s accounts) came as such an unwelcome surprise.

    But the real pressure so far has been on the non-staff non-finance costs – which have risen from below 40 per cent a decade ago to rapidly approach 50 per cent this year (note that these figures are not directly comparable, but the year to date includes most larger providers, and the addition of the smaller providers in the regular totals for other years will not change things much).

    What are “other costs”? Put all thoughts of shiny new buildings from your mind (as we will see these are paid for with capital, and only show up in recurrent budgets as finance costs) – once again, we are talking about the niceties of there being power, sewage, wifi, printer paper, and properly maintained buildings and equipment. The combination of inflationary increases and a rise in the cost of raw materials and logistics as a result of the absolute state of the world right now.

    [Full screen]

    Though this first chart defaults to overall expenditure you can use it to drill down as far as individual academic cost centres using the “cc group” and “cc filters”. Select your provider of interest (“All providers” shows the entire sector up to 2022-23, “All providers (year to date)” shows everything we know about for 2023-24. It’s worth being aware that these are original not restated accounts so there may be some minor discrepancies with the balance sheets (which are based on restated numbers).

    The other thing we can learn from table 8 is how university spending is and has been split proportionally between cost centres. Among academic subject areas, one big story has been the rise in spending in business and management – these don’t map cleanly to departments on the ground, but the intention to ready your business school for the hoped-for boom in MBA provision is very apparent.

    [Full screen]

    That’s capital

    I promised I’d get back to new builds (and large refurbishment/maintenance projects) and here we are. Spending is categorised as capital expenditure when it contributes to the development of an asset that will realise value over multiple financial years. In the world of universities spend is generally either on buildings (the estate more generally) or equipment (all the fancy kit you need to do teaching and research).

    What’s interesting about the HESA data here is that we can learn a lot about the source of this capital – it’s fairly clear for instance that the big boom in borrowing when OfS deregulated everything in 2019-20 has long since passed. “Other external sources” (which includes things like donations and bequests) are playing an increasingly big part in some university capital programmes, but the main source remains “internal funds” drawn from surpluses realised in the recurrent budget. These now constitute more than 60 per cent of all capital spend – by contrast external borrowing is less than ten per cent (a record low in the OfS era)

    [Full screen]

    What’s next?

    As my colleague Debbie McVitty has already outlined on the site, the Office for Students chose the same day to publish their own analysis of this crop of financial statements plus an interim update giving a clearer picture of the current year alongside projections for the next few.

    Rather than sharing any real attempt to understand what is going on around the campuses of England, the OfS generally uses these occasions to complain that actors within a complex and competitive market are unable to spontaneously generate a plausible aggregate recruitment prediction. It’s almost as if everyone believes that the expansion plans they have very carefully made using the best available data and committed money to will actually work.

    The pattern with these tends to be that next year (the one people know most about) will be terrible, but future years will gradually improve as awesome plans (see above) start to pay off. And this iteration, even with the extra in year data which contributes to a particularly bad 2025-26 picture, is no exception to this.

    While the HESA data allows for an analysis of individual provider circumstances, the release from OfS covers large groups of providers – mixing in both successful and struggling versions of a “large research intensive” or “medium” provider in a generally unhelpful way.

    [Full screen]

    To be clear, the regulator understands that different providers (though outwardly similar) may have different financial pressures. It just doesn’t want to talk in public about which problems are where, and how it intends to help.

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  • Otus Wins Gold Stevie® Award for Customer Service Department of the Year

    Otus Wins Gold Stevie® Award for Customer Service Department of the Year

    CHICAGO, IL (GLOBE NEWSWIRE) — Otus, a leading provider of K-12 student data and assessment solutions, has been awarded a prestigious Gold Stevie® Award in the category of Customer Service Department of the Year at the 2025 American Business Awards®. This recognition celebrates the company’s unwavering commitment to supporting educators, students, and families through exceptional service and innovation.

    In addition to the Gold award, Otus also earned two Silver Stevie® Awards: one for Company of the Year – Computer Software – Medium Size, and another honoring Co-founder and President Chris Hull as Technology Executive of the Year.

    “It is an incredible honor to be recognized, but the real win is knowing our work is making a difference for educators and students,” said Hull. “As a former teacher, I know how difficult it can be to juggle everything that is asked of you. At Otus, we focus on building tools that save time, surface meaningful insights, and make student data easier to use—so teachers can focus on what matters most: helping kids grow.”

    The American Business Awards®, now in their 23rd year, are the premier business awards program in the United States, honoring outstanding performances in the workplace across a wide range of industries. The competition receives more than 12,000 nominations every year. Judges selected Otus for its outstanding 98.7% customer satisfaction with chat interactions, and exceptional 89% gross retention in 2024. They also praised the company’s unique blend of technology and human touch, noting its strong focus on educator-led support, onboarding, data-driven product evolution, and professional development.

    “We believe great support starts with understanding the realities educators face every day. Our Client Success team is largely made up of former teachers and school leaders, so we speak the same language. Whether it’s during onboarding, training, or day-to-day communication, we’re here to help districts feel confident and supported. This recognition is a reflection of how seriously we take that responsibility and energizes us to keep raising the bar,” said Phil Collins, Ed.D., Chief Customer Officer at Otus.

    Otus continues to make significant strides in simplifying teaching and learning by offering a unified platform that integrates assessment, data, and instruction—all in one place. Otus has supported over 1 million students nationwide by helping educators make data-informed decisions, monitor progress, and personalize learning. These honors reflect the company’s growth, innovation, and steadfast commitment to helping school communities succeed.

    About Otus

    Otus, an award-winning edtech company, empowers educators to maximize student performance with a comprehensive K-12 assessment, data, and insights solution. Committed to student achievement and educational equity, Otus combines student data with powerful tools that provide educators, administrators, and families with the insights they need to make a difference. Built by teachers for teachers, Otus creates efficiencies in data management, assessment, and progress monitoring to help educators focus on what matters most—student success. Today, Otus partners with school districts nationwide to create informed, data-driven learning environments. Learn more at Otus.com.

    Stay connected with Otus on LinkedIn, Facebook, X, and Instagram.

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  • How universities can turn QILT data into action – Campus Review

    How universities can turn QILT data into action – Campus Review

    Universities today have access to more data than ever before to assess student success and graduate outcomes. But having data is only part of the equation. The real challenge is turning insights into action.  

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  • Govt. data error sparks doubt over US international enrolments

    Govt. data error sparks doubt over US international enrolments

    The reliability of federal datasets is under scrutiny after an error was identified on the Student and Exchange Visitor Information System (SEVIS) website that appeared to show stagnating international student numbers from August 2024 to the present.  

    The error, brought to The PIE News’s attention by EnglishUSA, casts doubt on recent headlines and media reports about declining international student enrolments in the US, with SEVIS data appearing to show an enrolment decline of 11% between March 2024 and March 2025.  

    “Starting in August 2024, the data appears to be duplicated month after month, with flatlined totals for students on F and M visas. These figures show virtually no fluctuation during a period when natural enrolment shifts would be expected,” explained EnglishUSA executive director, Cheryl Delk-Le Good.  

    “This irregularity comes at a time of heightened concern within the field, particularly as educators and administrators manage the fallout from widespread SEVIS terminations and the resulting confusion around visa status for international students,” added Delk-Le Good.  

    The US Department of Homeland Security (DHS), which runs SEVIS, was alerted to the error on April 14 and said it was “working to resolve the issue”.  

    As of April 25, the dataset has not been updated, and DHS has not responded to The PIE’s request for comment.  

    US International Trade Administration. Market Diversification Tool for International Education. 2023. Retrieved: April 11, 2025.

    Notably, the inaccuracies begin in August 2024 and span both US administrations, suggesting “a computer glitch rather than an intentional act,” said Mark Algren – interim director of the Applied English Center at the University of Kansas and a contributor to EnglishUSA’s data initiatives – who noticed the anomaly.  

    However, Algren added that he had “no idea why someone didn’t catch it,” with the considerable timeframe of the glitch likely to hamper confidence in federal datasets that are relied on by institutions and that ensure transparency in the system.  

    Total F&M visa holders in the US: 

    Month  Total F&M  Change from previous month 
    August 24   1,091,134  -59,822 
    September 24   1,091,137  +3 
    October 24  1,091,141  +4 
    November 24  1,091,144  +3 
    January 25  1,091,142  -2 
    February 25  1,091,155  +13 
    March 25  1,091,161  +11 
    Source: SEVIS

    It is important to note that each monthly dataset recorded by SEVIS is a snapshot of a given day that month, and the drop recorded in August 2024 (which is considered the last accurate figure) could have been taken before many students arrived for the fall academic term.  

    For this reason, “it’s hard to say that an August report is representative of the following fall term,” said Algren, with the true figures yet to be seen.  

    At the start of the 2024/25 academic year, IIE’s fall snapshot reported a 3% rise in international student enrolment, building on sustained growth over the last three years. 

    Despite recent uncertainty in the US caused by the current administration’s recent attacks on higher education, the period of SEVIS’ misreporting represents an earlier timeframe before the impact of Trump’s policies came into effect.  

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  • AI Runs on Data — And Higher Ed Is Running on Empty

    AI Runs on Data — And Higher Ed Is Running on Empty

    Let’s cut to it: Higher ed is sprinting toward the AI revolution with its shoelaces untied.

    Presidents are in boardrooms making bold declarations. Provosts are throwing out buzzwords like “machine learning” and “predictive modeling.” Enrollment and marketing teams are eager to automate personalization, deploy chatbots, and rewrite campaigns using tools like ChatGPT.

    The energy is real. The urgency is understandable. But there’s an uncomfortable truth institutions need to face: You’re not ready.

    Not because you’re not visionary. Not because your teams aren’t capable. But because your data is a disaster.

    AI is not an easy button

    Somewhere along the way, higher ed started treating AI like a miracle shortcut — a shiny object that could revolutionize enrollment, retention, and student services overnight.

    But AI isn’t a magic wand. It’s more like a magnifying glass, exposing what’s underneath.

    If your systems are fragmented, your records are outdated, and your departments are still hoarding spreadsheets like it’s 1999, AI will only scale the chaos. It won’t save you – it’ll just amplify your problems.

    When AI goes sideways

    Take the California State University system. They announced their ambition to become the nation’s first AI-powered public university system. But after the headlines faded, faculty across the system were left with more questions than answers. Where was the strategy? Who was in charge? What’s the plan?

    The disconnect between vision and infrastructure was glaring.

    Elsewhere, institutions have already bolted AI tools onto outdated systems, without first doing the foundational work. The result? Predictive models that misidentify which students are at risk. Dashboards that contradict themselves. Chatbots that confuse students more than they support them.

    This isn’t an AI failure. It’s a data hygiene failure.

    You don’t need hype — You need hygiene

    Before your institution invests another dollar in AI, ask these real questions:

    • Do we trust the accuracy of our enrollment, academic, and financial data?
    • Are we still manually wrangling CSVs each month just to build reports?
    • Do our systems speak the same language, or are they siloed and outdated?
    • Is our data governance robust enough to ensure privacy, security, and usefulness?
    • Have we invested in the unglamorous but essential work (e.g., integration pipelines, metadata management, and cross-functional alignment)?

    If the answer is “not yet,” then congratulations — you’ve found your starting point. That’s your AI strategy.

    Because institutions that are succeeding with AI, like Ivy Tech Community College, didn’t chase the trend. They built the infrastructure. They did the work. They cleaned up first.

    What true AI readiness looks like (a not-so-subtle sales pitch)

    Let’s be honest: there’s no shortage of vendors selling the AI dream right now. Slick demos, lofty promises, flashy outcomes. But most of them are missing the part that actually matters — a real, proven plan to get from vision to execution.

    This is where Collegis is different. We don’t just sell transformation. We deliver it. Our approach is grounded in decades of experience, built for higher ed, and designed to scale.

    Here’s how we help institutions clean up the mess and build a foundation that makes AI actually work:

    Connected Core®: Your data’s new best friend

    Our proprietary Connected Core solution connects systems, eliminates silos, and creates a single source of truth. It’s the backbone of innovation — powering everything from recruitment to reporting with real-time, reliable data.

    Strategy + AI alignment: Tech that knows where it’s going

    We don’t just implement tools. We align technology to your mission, operational goals, and student success strategy. And we help you implement AI ethically, with governance frameworks that prioritize transparency and accountability.

    Analytics that drive action

    We transform raw data into real insights. From integration and warehousing to dashboards and predictive models, we help institutions interpret what’s really happening — and act on it with confidence.

    Smarter resource utilization

    We help you reimagine how your institution operates. By identifying inefficiencies and eliminating redundancies, we create more agile, collaborative workflows that maximize impact across departments.

    Boosted conversion and retention

    Our solutions enable personalized student engagement, supporting the full lifecycle from inquiry to graduation. That means better conversion rates, stronger persistence, and improved outcomes.

    AI wins when the infrastructure works

    Clean data isn’t a project — it’s a prerequisite. It’s the thing that makes AI more than a buzzword. More than a dashboard. It’s what turns hype into help.

    And when you get it right, the impact is transformational.

    “The level of data mastery and internal talent at Collegis is some of the best-in-class we’ve seen in the EdTech market. When you pair that with Google Cloud’s cutting-edge AI innovation and application development, you get a partnership that can enable transformation not only at the institutional level but within the higher education category at large.”

    — Brad Hoffman, Director, State & Local Government and Higher Education, Google

    There are no shortcuts to smart AI

    AI can only be as effective as the foundation it’s built on. Until your systems are aligned and your data is trustworthy, you’re not ready to scale innovation.

    If you want AI to work for your institution — really work — it starts with getting your data house in order. Let’s build something that lasts. Something that works. Something that’s ready.

    Curious what that looks like? Let’s talk. We’ll help you map out a real, achievable foundation for AI in higher ed.

    You stuck with me to the end? I like you already! Let’s keep the momentum going. If your wheels are turning and you’re wondering where to start, our Napkin Sketch session might be the perfect next step. It’s a fast, collaborative way to map out your biggest data and tech challenges—no pressure, no sales pitch, just a conversation. Check it out!

    Innovation Starts Here

    Higher ed is evolving — don’t get left behind. Explore how Collegis can help your institution thrive.

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