AI Cheatsheet Collection — from enchanting-trader-463.notion.site; via George Siemens Here are the 30 best AI Cheat Sheets/Guides we collected from the internet
The Rundown: Adobe just announced a new upgrade to its Firefly image generation model, bringing improvements in image quality, stylization capabilities, speed, and details – along with new AI integrations.
The details:
Firefly Image 3 promises new photorealistic quality, improved text rendering, better prompt understanding, and enhanced illustration capabilities.
New Structure and Style Reference tools allow users more precise control over generations.
Photoshop updates include an improved Generative Fill, Generate Image, Generate Similar, Generate Background, and Enhance Detail.
Adobe emphasized training the model on licensed content, with Firefly images automatically getting an AI metadata tag.
[Per Chris Dede] We often think of the product of teaching as the outcome (e.g. an essay, a drawing, etc.). The essence of education, in my view, lies not in the products or outcomes of learning but in the journey itself. The artifact is just a symbol that you’ve taken the journey.
The process of learning — the exploration, challenges, and personal growth that occur along the way — is where the real value lies. For instance, the act of writing an essay is valuable not merely for the final product but for the intellectual journey it represents. It forces you to improve and organize your thinking on a subject.
This distinction becomes important with the rise of generative AI, because it uniquely allows us to produce these artifacts without taking the journey.
As I’ve argued previously, I am worried that all this hype around LLMs renders them a “type of digital duct-tape to hold together an obsolete industrial-era educational system”.
Speaking of AI in our learning ecosystems, also see:
Usage Guidelines for AI Generative Tools at College Unbound These guidelines were created and reviewed by College Unbound students in Spring 2023 with the support of Lance Eaton, Director of Faculty Development & Innovation. The students include S. Fast, K. Linder-Bey, Veronica Machado, Erica Maddox, Suleima L., Lora Roy.
A recent study has found that scientific citations generated by ChatGPT often do not correspond to real academic work. The study, published in the Canadian Psychological Association’s Mind Pad, found that “false citation rates” across various psychology subfields ranged from 6% to 60%. Surprisingly, these fabricated citations feature elements such as legitimate researchers’ names and properly formatted digital object identifiers (DOIs), which could easily mislead both students and researchers.
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MacDonald found that a total of 32.3% of the 300 citations generated by ChatGPT were hallucinated. Despite being fabricated, these hallucinated citations were constructed with elements that appeared legitimate — such as real authors who are recognized in their respective fields, properly formatted DOIs, and references to legitimate peer-reviewed journals.
AI Resources and Teaching | Kent State University offers valuable resources for educators interested in incorporating artificial intelligence (AI) into their teaching practices. The university recognizes that the rapid emergence of AI tools presents both challenges and opportunities in higher education.
The AI Resources and Teaching page provides educators with information and guidance on various AI tools and their responsible use within and beyond the classroom. The page covers different areas of AI application, including language generation, visuals, videos, music, information extraction, quantitative analysis, and AI syllabus language examples.
For all its jaw-dropping power, Watson the computer overlord was a weak teacher. It couldn’t engage or motivate kids, inspire them to reach new heights or even keep them focused on the material — all qualities of the best mentors.
It’s a finding with some resonance to our current moment of AI-inspired doomscrolling about the future of humanity in a world of ascendant machines. “There are some things AI is actually very good for,” Nitta said, “but it’s not great as a replacement for humans.”
His five-year journey to essentially a dead-end could also prove instructive as ChatGPT and other programs like it fuel a renewed, multimillion-dollar experiment to, in essence, prove him wrong.
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To be sure, AI can do sophisticated things such as generating quizzes from a class reading and editing student writing. But the idea that a machine or a chatbot can actually teach as a human can, he said, represents “a profound misunderstanding of what AI is actually capable of.”
Nitta, who still holds deep respect for the Watson lab, admits, “We missed something important. At the heart of education, at the heart of any learning, is engagement. And that’s kind of the Holy Grail.”
From DSC: This is why the vision that I’ve been tracking and working on has always said that HUMAN BEINGS will be necessary — they are key to realizing this vision. Along these lines, here’s a relevant quote:
Another crucial component of a new learning theory for the age of AI would be the cultivation of “blended intelligence.” This concept recognizes that the future of learning and work will involve the seamless integration of human and machine capabilities, and that learners must develop the skills and strategies needed to effectively collaborate with AI systems. Rather than viewing AI as a threat to human intelligence, a blended intelligence approach seeks to harness the complementary strengths of humans and machines, creating a symbiotic relationship that enhances the potential of both.
Per Alexander “Sasha” Sidorkin, Head of the National Institute on AI in Society at California State University Sacramento.
Assessment of Student Learning Is Broken — from insidehighered.com by Zach Justus and Nik Janos And generative AI is the thing that broke it, Zach Justus and Nik Janos write.
Generative artificial intelligence (AI) has broken higher education assessment. This has implications from the classroom to institutional accreditation. We are advocating for a one-year pause on assessment requirements from institutions and accreditation bodies.
… Implications and Options
The data we are collecting right now are literally worthless. These same trends implicate all data gathered from December 2022 through the present. So, for instance, if you are conducting a five-year program review for institutional accreditation you should separate the data from before the fall 2022 term and evaluate it independently. Whether you are evaluating writing, STEM outputs, coding, or anything else, you are now looking at some combination of student/AI work. This will get even more confounding as AI tools become more powerful and are integrated into our existing production platforms like Microsoft Office and Google Workspace.
The burden of adapting to artificial intelligence has fallen to faculty, but we are not positioned or equipped to lead these conversations across stakeholder groups.
Having elementary students make their own videos instead of consuming content made by someone else sounds like a highly engaging educational experience. But if you’ve ever tried to get 25 third graders to use a video editing software platform that they’ve never seen before, it can get really frustrating really fast. It’s easy for the lesson to become entirely centered around how to use the software without any subject-area content learning.
Through years of trial and error with K–6 students, I’ve developed three guiding concepts for elementary video projects so that teachers and students have a good experience.
Like actors, students are often tasked with memorization. Although education has evolved to incorporate project-based learning and guided play, there’s no getting around the necessity of knowing the multiplication tables, capital cities, and correct spelling.
The following are movement-based games that build students’ abilities to retain spelling words specifically. Ideally, these exercises support them academically as well as socially. Research shows that learning through play promotes listening, focus, empathy, and self-awareness—benefits that build students’ social and emotional learning skills.
Financial and life skills uncertainty: One-third of recent graduates don’t believe they have or are unsure they have the financial and core life skills needed to succeed in the world.
Appetite for non-academic courses: 68% of recent graduates think non-academically focused courses in formal education settings would better prepare students for the real world. This belief is especially strong among respondents that attended public schools and colleges (71%).
Automotive maintenance skills are stalled: More than any other skill, nearly one in five recent graduates say they are the least confident in handling automotive maintenance, such as changing a tire or their oil. This is followed by financial planning (17%), insurance (12%), minor home repairs (11%), cooking (11%), cleaning (8%) and organizing (8%).
Financial planning woes: A majority (79%) of recent graduates said financial planning overwhelms them the most – and of all the life skills highlighted in the survey, 29% of respondents said it negatively impacts their mental health.
Social media as a learning tool: Social media is helping fill the skills gap, with 33% of recent graduates turning to it for life skills knowledge.
From DSC: Our son would agree with many of these findings. He would like to have learned things like how to do/file his taxes, learn more about healthcare insurance, and similar real-world/highly-applicable types of knowledge. Those involved with K12 curriculum decisions, please take a serious look at this feedback and make the necessary changes/additions.
Integrating technical skills into the high school curriculum can inspire and prepare students for diverse roles. This approach is key to fostering equity and inclusivity in the job market.
By forging partnerships with community colleges and technical schools, high schools can democratize access to education and ensure students from all backgrounds have equal opportunities for success in technical fields.
High schools can expand career possibilities by providing apprenticeships as viable and lucrative alternatives to traditional four-year degrees.
Now, after the pandemic, with the value of the bachelor’s degree foremost in the minds of students and families, a new academic arms race is emerging. This one is centered around academic innovation. The winners will be those institutions that in the decade ahead better apply technology in teaching and learning and develop different approaches to credentialing.
Sure, technology is often seen as plumbing on campuses — as long as it works, we don’t worry about it. And rarely do prospective students on a tour ever ask about academic innovations like extended reality or microcredentials. Campus tours prefer to show off the bells and whistles of residential life within dorms and dining halls.
That’s too bad.
The problem is not a lack of learners, but rather a lack of alignment in what colleges offer to a generation of learners surrounded by Amazon, Netflix, and Instagram, where they can stream entertainment and music anytime, anywhere.
From DSC: When I worked for Calvin (then College, now University) from 2007-2017, that’s exactly how technologies and the entire IT Department were viewed — as infrastructure providers. We were not viewed as being able to enhance the core business/offerings of the institution. We weren’t relevant in that area. In fact, the IT Department was shoved down in the basement of the library. Our Teaching & Learning Digital Studio was sidelined in a part of the library where few students went to. The Digitial Studio’s marketing efforts didn’t help much, as faculty members didn’t offer assignments that called for multimedia-based deliverables. It was a very tough and steep hill to climb.
Also the Presidents and Provosts over the last couple of decades (not currently though) didn’t think much of online-based learning, and the top administrators dissed the Internet’s ability to provide 24/7 worldwide conversations and learning. They missed the biggest thing to come along in education in 500 years (since the invention of the printing press). Our Teaching & Learning Group provided leadership by starting a Calvin Online pilot. We had 13-14 courses built and inquiries from Christian-based high schools were coming in for dual enrollment scenarios, but when it came time for the College to make a decision, it never happened. The topic/vote never made it to the floor of the Faculty Senate. The faculty and administration missed an enormous opportunity.
When Calvin College became Calvin University in 2019, they were forced to offer online-based classes. Had they supported our T&L Group’s efforts back in the early to mid-2010’s, they would have dove-tailed very nicely into offering more courses to working adults. They would have built up the internal expertise to offer these courses/programs. But the culture of the college put a stop to online-based learning at that time. They now regret that decision I’m sure (as they’ve had to outsource many things and they now offer numerous online-based courses and even entire programs — at a high cost most likely).
My how times have changed.
For another item re: higher education at the 30,000-foot level, see:
Lifelong Learning Models for a Changing Higher Ed Marketplace — from changinghighered.com by Dr. Drumm McNaughton and Amrit Ahluwalia Exploring the transformation of higher education into lifelong learning hubs for workforce development, with innovative models and continuing education’s role.
Higher education is undergoing transformational change to redefine its role as a facilitator of lifelong learning and workforce development. In this 200th episode of Changing Higher Ed, host Dr. Drumm McNaughton and guest Amrit Ahluwalia, incoming Executive Director for Continuing Studies at Western University, explore innovative models positioning universities as sustainable hubs for socioeconomic mobility.
The Consumer-Driven Educational Landscape
Over 60% of today’s jobs will be redefined by 2025, driving demand for continuous upskilling and reskilling to meet evolving workforce needs. However, higher education’s traditional model of imparting specific knowledge through multi-year degrees is hugely misaligned with this reality.
Soaring education costs have fueled a consumer mindset shift, with learners demanding a clear return on investment directly aligned with their career goals. The expectation is to see immediate skills application and professional impact from their educational investments, not just long-term outcomes years after completion.
Do you use chatbots as a thought partner and collaborator? This year, I’ve spent time with educators all across the country to lead workshops on using Generative AI for instructional planning. If you want to use AI to support student creativity in your classroom, I have a handful of prompts that are ready for you to try.
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Today on the blog, we’ll look at prompts to help support student creativity. You can tailor to your instructional environment.
What about course videos? Professors can create them (by lecturing into a camera for several hours hopefully in different clothes) from the readings, from their interpretations of the readings, from their own case experiences – from anything they like. But now professors can direct the creation of the videos by talking – actually describing – to a CustomGPTabout what they’d like the video to communicate with their or another image. Wait. What?They can make a video by talking to a CustomGPT and even select the image they want the “actor” to use? Yes. They can also add a British accent and insert some (GenAI-developed) jokes into the videos if they like. All this and much more is now possible. This means that a professor can specify how long the video should be, what sources should be consulted and describe the demeanor the professor wants the video to project.
From DSC: Though I wasn’t crazy about the clickbait type of title here, I still thought that the article was solid and thought-provoking. It contained several good ideas for using AI.
Excerpt from a recent EdSurge Higher Ed newsletter:
There are darker metaphors though — ones that focus on the hazards for humanity of the tech. Some professors worry that AI bots are simply replacing hired essay-writers for many students, doing work for a student that they can then pass off as their own (and doing it for free).
From DSC: Hmmm…the use of essay writers was around long before AI became mainstream within higher education. So we already had a serious problem where students didn’t see the why in what they were being asked to do. Some students still aren’t sold on the why of the work in the first place. The situation seems to involve ethics, yes, but it also seems to say that we haven’t sold students on the benefits of putting in the work. Students seem to be saying I don’t care about this stuff…I just need the degree so I can exit stage left.
My main point: The issue didn’t start with AI…it started long before that.
This financial stagnation is occurring as we face a multitude of escalating challenges. These challenges include but are in no way limited to, chronic absenteeism, widespread student mental health issues, critical staff shortages, rampant classroom behavior issues, a palpable sense of apathy for education in students, and even, I dare say, hatred towards education among parents and policymakers.
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Our current focus is on keeping our heads above water, ensuring our students’ safety and mental well-being, and simply keeping our schools staffed and our doors open.
What is Ed? An easy-to-understand learning platform designed by Los Angeles Unified to increase student achievement. It offers personalized guidance and resources to students and families 24/7 in over 100 languages.
Also relevant/see:
Los Angeles Unified Bets Big on ‘Ed,’ an AI Tool for Students — from by Lauraine Langreo
The Los Angeles Unified School District has launched an AI-powered learning tool that will serve as a “personal assistant” to students and their parents.The tool, named “Ed,” can provide students from the nation’s second-largest district information about their grades, attendance, upcoming tests, and suggested resources to help them improve their academic skills on their own time, Superintendent Alberto Carvalho announced March 20. Students can also use the app to find social-emotional-learning resources, see what’s for lunch, and determine when their bus will arrive.
Could OpenAI’s Sora be a big deal for elementary school kids?— from futureofbeinghuman.com by Andrew Maynard Despite all the challenges it comes with, AI-generated video could unleash the creativity of young children and provide insights into their inner worlds – if it’s developed and used responsibly
Like many others, I’m concerned about the challenges that come with hyper-realistic AI-generated video. From deep fakes and disinformation to blurring the lines between fact and fiction, generative AI video is calling into question what we can trust, and what we cannot.
And yet despite all the issues the technology is raising, it also holds quite incredible potential, including as a learning and development tool — as long as we develop and use it responsibly.
I was reminded of this a few days back while watching the latest videos from OpenAI created by their AI video engine Sora — including the one below generated from the prompt “an elephant made of leaves running in the jungle”
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What struck me while watching this — perhaps more than any of the other videos OpenAI has been posting on its TikTok channel — is the potential Sora has for translating the incredibly creative but often hard to articulate ideas someone may have in their head, into something others can experience.
Can AI Aid the Early Education Workforce? — from edsurge.com by Emily Tate Sullivan During a panel at SXSW EDU 2024, early education leaders discussed the potential of AI to support and empower the adults who help our nation’s youngest children.
While the vast majority of the conversations about AI in education have centered on K-12 and higher education, few have considered the potential of this innovation in early care and education settings.
At the conference, a panel of early education leaders gathered to do just that, in a session exploring the potential of AI to support and empower the adults who help our nation’s youngest children, titled, “ChatECE: How AI Could Aid the Early Educator Workforce.”
Hau shared that K-12 educators are using the technology to improve efficiency in a number of ways, including to draft individualized education programs (IEPs), create templates for communicating with parents and administrators, and in some cases, to support building lesson plans.
Educators are, perhaps rightfully so, cautious about incorporating AI in their classrooms. With thoughtful implementation, however, AI image generators, with their ability to use any language, can provide powerful ways for students to engage with the target language and increase their proficiency.
While AI offers numerous benefits, it’s crucial to remember that it is a tool to empower educators, not replace them. The human connection between teacher and student remains central to fostering creativity, critical thinking, and social-emotional development. The role of teachers will shift towards becoming facilitators, curators, and mentors who guide students through personalized learning journeys. By harnessing the power of AI, educators can create dynamic and effective classrooms that cater to each student’s individual needs. This paves the way for a more engaging and enriching learning experience that empowers students to thrive.
In this article, seven teachers across the world share their insights on AI tools for educators. You will hear a host of varied opinions and perspectives on everything from whether AI could hasten the decline of learning foreign languages to whether AI-generated lesson plans are an infringement on teachers’ rights. A common theme emerged from those we spoke with: just as the internet changed education, AI tools are here to stay, and it is prudent for teachers to adapt.
Even though it’s been more than a year since ChatGPT made a big splash in the K-12 world, many teachers say they are still not receiving any training on using artificial intelligence tools in the classroom.
More than 7 in 10 teachers said they haven’t received any professional development on using AI in the classroom, according to a nationally representative EdWeek Research Center survey of 953 educators, including 553 teachers, conducted between Jan. 31 and March 4.
From DSC: This article mentioned the following resource:
He notes that there aren’t good incentives for edtech companies to spend the time and effort on more-detailed testing with students. “They’re selling to the government, to the administration, to the district,” he points out. “They’re not selling to the child — the child has no purchasing power. The kids never really get heard and the teachers rarely get heard. Then they throw it into the classroom and then you’re testing, ‘Did the scores go up?’”
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Experts have also called for more teachers and educators to be involved with the development of edtech products.
One problem, of course, is that it’s prohibitively expensive to hire a tutor for every average or struggling student, or even one for every two or three of them. This was the two-sigma “problem” that Bloom alluded to in the title of his essay: how can the massive benefits of tutoring possibly be scaled up? Both Khan and Zuckerberg have argued that the answer is to have computers, maybe powered by artificial intelligence, serve as tutors instead of humans.
From DSC: I’m hoping that AI-backed learning platforms WILL help many people of all ages and backgrounds. But I realize — and appreciate what Natalie is saying here as well — that human beings are needed in the learning process (especially at younger ages).
But without the human element, that’s unlikely to be enough. Students are more likely to work hard to please a teacher than to please a computer.
Natalie goes on to talk about training all teachers in cognitive science — a solid idea for sure. That’s what I was trying to get at with this graphic: .
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But I’m not as hopeful in all teachers getting trained in cognitive science…as it should have happened (in the Schools of Education and in the K12 learning ecosystem at large) by now. Perhaps it will happen, given enough time.
And with more homeschooling and blended programs of education occurring, that idea gets stretched even further.
Parents are looking for a different kind of education for their children.A 2024 poll of parents reveals that 72% are considering, 63% are searching for, and 44% have selected a new K-12 school option for their children over the past few years. So, what type of education are they seeking?
Additional polling data reveals that 49% of parents would prefer their child learn from home at least one day a week.While 10% want full-time homeschooling, the remaining 39% of parents desire their child to learn at home one to four days a week, with the remaining days attending school on-campus. Another parent poll released this month indicates that an astonishing 64% of parents indicated that if they were looking for a new school for their child, they would enroll him or her in a hybrid school.
For over a year, GPT-4 was the dominant AI model, clearly much smarter than any of the other LLM systems available. That situation has changed in the last month, there are now three GPT-4 class models, all powering their own chatbots: GPT-4 (accessible through ChatGPT Plus or Microsoft’s CoPilot), Anthropic’s Claude 3 Opus, and Google’s Gemini Advanced1.
… Where we stand
We are in a brief period in the AI era where there are now multiple leading models, but none has yet definitively beaten the GPT-4 benchmark set over a year ago. While this may represent a plateau in AI abilities, I believe this is likely to change in the coming months as, at some point, models like GPT-5 and Gemini 2.0 will be released. In the meantime, you should be using a GPT-4 class model and using it often enough to learn what it does well. You can’t go wrong with any of them, pick a favorite and use it…
From DSC: Here’s a powerful quote from Ethan:
In fact, in my new book I postulate that you haven’t really experienced AI until you have had three sleepless nights of existential anxiety, after which you can start to be productive again.
For us, I think the biggest promise of AI tools like Sora — that can create video with ease — is that they lower the cost of immersive educational experiences. This increases the availability of these experiences, expanding their reach to student populations who wouldn’t otherwise have them, whether due to time, distance, or expense.
Consider the profound impact on a history class, where students are transported to California during the gold rush through hyperrealistic video sequences. This vivifies the historical content and cultivates a deeper connection with the material.
In fact, OpenAI has already demonstrated the promise of this sort of use case, with a very simple prompt producing impressive results…
Take this scenario. A student misses a class and, within twenty minutes, receives a series of texts and even a voicemail from a very concerned and empathic-sounding voice wanting to know what’s going on. Of course, the text is entirely generated, and the voice is synthetic as well, but the student likely doesn’t know this. To them, communication isn’t something as easy to miss or brush off as an email. It sounds like someone who cares is talking to them.
But let’s say that isn’t enough. By that evening, the student still hadn’t logged into their email or checked the LMS. The AI’s strategic reasoning is communicating with the predictive AI and analyzing the pattern of behavior against students who succeed or fail vs. students who are ill. The AI tracks the student’s movements on campus, monitors their social media usage, and deduces the student isn’t ill and is blowing off class.
The AI agent resumes communication with the student. But this time, the strategic AI adopts a different persona, not the kind and empathetic persona used for the initial contact, but a stern, matter-of-fact one. The student’s phone buzzes with alerts that talk about scholarships being lost, teachers being notified, etc. The AI anticipates the excuses the student will use and presents evidence tracking the student’s behavior to show they are not sick.
Not so much focused on learning ecosystems, but still worth mentioning:
The Edtech Insiders Rundown of SXSW EDU 2024 — from edtechinsiders.substack.com by Ben Kornell, Alex Sarlin, and Sarah Morin And more on our ASU + GSV Happy Hour, GenAI in edtech market valuations, and interviews from The Common Sense Summit.
Theme 1: The Kids Are Not Alright This year’s SXSW EDU had something for everyone, with over a dozen “Program Tracks.” However, the one theme that truly connected the entire conference was mental health.
36 sessions were specifically tagged with mental health and wellness, but in sessions on topics ranging from literacy to edtech to civic engagement, presenters continued to come back again and again to the mental health crisis amongst teens and young adults.
… Theme 2: Aye AI, Captain Consistent with past conferences, this year leaned in on the K12 education world. As expected, one of the hottest topics for K12 was the role of AI (or lack thereof) in schools. Key takeaways included…
There is still time to ensure that all of your students graduate with an understanding of how AI works, why it is important and how to best use it.
What would it look like to make a commitment that come graduation every senior will have at least basic AI literacy? This includes an appreciation of AI as a creation engine and learning partner but also an understanding of the risks of deepfakes and biased curation. We’re entering a time where to quote Ethan Mollick “You can’t trust anything you read or see ever again.” Whether formal or informal, it’s time to start building AI literacy.
More than 50 years later, across the street from the church and concerned with declining education and the pace of social change, brothers Anthony and Fred Brock founded Valiant Cross Academy, an all-male academy aimed at “helping boys of color become men of valor.”
Valiant Cross embodies King’s hopes, pursuing the dream that its students will be judged by the content of their character, not the color of their skin, and working to ensure that they are well prepared for productive lives filled with accomplishment and purpose.
“We’re out to prove that it’s an opportunity gap, not an achievement gap” says head of school Anthony Brock. And they have. In 2022, 100 percent of Valiant seniors graduated from the academy, pursuing post-graduate options, enrolling in either four- or two-year college, or established career-training programs.
NVIDIA Digital Human Technologies Bring AI Characters to Life
Leading AI Developers Use Suite of NVIDIA Technologies to Create Lifelike Avatars and Dynamic Characters for Everything From Games to Healthcare, Financial Services and Retail Applications
Today is the beginning of our moonshot to solve embodied AGI in the physical world. I’m so excited to announce Project GR00T, our new initiative to create a general-purpose foundation model for humanoid robot learning.
“This breach was actually really huge,” Gravatt says. “And it wasn’t just school records. It was health records, it was all sorts of things that should be privileged information that are now just out there floating around for anybody to buy.”
It’s an example of a growing nationwide trend in which hackers are targeting a surprising group of people: young public school students.
As school districts depend more on technology, cyberattacks against those systems, and the sensitive data they store, are on the rise. While it’s hard to know exactly how many K-12 school systems have been targeted by hackers, an analysis by the cyber security firm Emsisoft found 45 districts reported they were attacked in 2022. In 2023, that number more than doubled, to 108.
He says stealing a child’s identity may seem counterintuitive because they don’t have resources of their own, but it can cause “a lot of havoc.” Parents don’t necessarily monitor their children’s credit and bad actors can easily open up bank accounts, rack up debt and apply for loans in a child’s name.
“And as a result, cyber criminals can abuse the credit records of minors for many, many years before the victims learn about it,” Levin says.
From DSC: This is a deeply troubling situation, and yet another example of what occurs when people don’t care about each other. They only want to make money — and they don’t care about how they go about doing that. (LORD, help us!)
As the article suggests, the impacts of these breaches can last for years. When sensitive information is lost in a breach, that information can come back to haunt young people as they try to get jobs, get into colleges, build positive credit reports, and more.
So we need to invest in the hardware, software, and people to protect that data.
Consider Coursera Inc., the most prominent survivor of that early edtech hype. It’s now a public company, with a hefty $2.3 billion valuation. Finally, 12 years after it was founded — by, incidentally, another Google veteran in Andrew Ng — it’s set to report its first profit this year, according to analyst estimates. And the enterprise business is considerably more profitable, enjoying a 68% gross margin in 2023, compared to the consumer business’s 53% margin.
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Figuring out the right match between training and utility is how several business schools seem to have developed successful online courses — which they are charging top dollar for. They’re in close contact with the sort of large corporations who hire their graduates, giving them a more intimate understanding of what those businesses seek.
Harvard Business School is one example. It made $74 million from online courses in fiscal 2022, the most recent year for whichdata is available.
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