In the last quarter of 2022, edtech layoffs have hit venture-backed businesses including but not limited to BloomTech, Vedantu, Teachmint, Reforge, Coursera, Unacademy, Byju’s, Udacity and Brainly. Executive shifts include Quizlet CEO stepping down, Degreed’s CEO stepping aside for the founder’s return, and Invact Metaversity’s co-founder leaving after irreconcilable differences with his co-founder.
Class, an edtech company that neared unicorn status only 10 months after launching its Zoom School alternative, also conducted layoffs this year. The company raised a total of $146 million in known venture funding to date, including a SoftBank Vision Fund II check. CEO and founder Michael Chasen did not respond to a request for comment
The e-mail sent to staff was even more direct. “The truth is the layoffs in our sector are widespread for a reason,” Amir Nathoo, the co-founder of edtech unicorn Outschool, wrote in an email sent to staff. “The funding atmosphere has been dramatically impacted by the anticipation of a recession, higher interest rates and an increased need to show [return on investment] to investors.”
Addendum on 12/15/22 — and focuses on India:
Will Edtech See a Paradigm Shift In 2023? — from entrepreneur.com by S. Shanthi Higher education, phygital models, vernacular learning, re-skilling, up-skilling are some of the trends that are expected to stay attractive
Professors, programmers and journalists could all be out of a job in just a few years, after the latest chatbot from the Elon Musk-founded OpenAI foundation stunned onlookers with its writing ability, proficiency at complex tasks, and ease of use.
The system, called ChatGPT, is the latest evolution of the GPT family of text-generating AIs. Two years ago, the team’s previous AI, GPT3, was able to generate an opinion piece for the Guardian, and ChatGPT has significant further capabilities.
In the days since it was released, academics have generated responses to exam queries that they say would result in full marks if submitted by an undergraduate, and programmers have used the tool to solve coding challenges in obscure programming languages in a matter of seconds – before writing limericks explaining the functionality.
Is the college essay dead? Are hordes of students going to use artificial intelligence to cheat on their writing assignments? Has machine learning reached the point where auto-generated text looks like what a typical first-year student might produce?
And what does it mean for professors if the answer to those questions is “yes”?
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Scholars of teaching, writing, and digital literacy say there’s no doubt that tools like ChatGPT will, in some shape or form, become part of everyday writing, the way calculators and computers have become integral to math and science. It is critical, they say, to begin conversations with students and colleagues about how to shape and harness these AI tools as an aide, rather than a substitute, for learning.
“Academia really has to look at itself in the mirror and decide what it’s going to be,” said Josh Eyler, director of the Center for Excellence in Teaching and Learning at the University of Mississippi, who has criticized the “moral panic” he has seen in response to ChatGPT. “Is it going to be more concerned with compliance and policing behaviors and trying to get out in front of cheating, without any evidence to support whether or not that’s actually going to happen? Or does it want to think about trust in students as its first reaction and building that trust into its response and its pedagogy?”
ChatGPT is incredibly limited, but good enough at some things to create a misleading impression of greatness.
it’s a mistake to be relying on it for anything important right now. it’s a preview of progress; we have lots of work to do on robustness and truthfulness.
1/Large language models like Galactica and ChatGPT can spout nonsense in a confident, authoritative tone. This overconfidence – which reflects the data they’re trained on – makes them more likely to mislead.
The thing is, a good toy has a huge advantage: People love to play with it, and the more they do, the quicker its designers can make it into something more. People are documenting their experiences with ChatGPT on Twitter, looking like giddy kids experimenting with something they’re not even sure they should be allowed to have. There’s humor, discovery and a game of figuring out the limitations of the system.
And on the legal side of things:
In the legal education context, I’ve been playing around with generating fact patterns and short documents to use in exercises.
From DSC: I was watching a sermon the other day, and I’m always amazed when the pastor doesn’t need to read their notes (or hardly ever refers to them). And they can still do this in a much longer sermon too. Not me man.
It got me wondering about the idea of having a teleprompter on our future Augmented Reality (AR) glasses and/or on our Virtual Reality (VR) headsets. Or perhaps such functionality will be provided on our mobile devices as well (i.e., our smartphones, tablets, laptops, other) via cloud-based applications.
One could see one’s presentation, sermon, main points for the meeting, what charges are being brought against the defendant, etc. and the system would know to scroll down as you said the words (via Natural Language Processing (NLP)). If you went off script, the system would stop scrolling and you might need to scroll down manually or just begin where you left off.
For that matter, I suppose a faculty member could turn on and off a feed for an AI-based stream of content on where a topic is in the textbook. Or a CEO or University President could get prompted to refer to a particular section of the Strategic Plan. Hmmm…I don’t know…it might be too much cognitive load/overload…I’d have to try it out.
And/or perhaps this is a feature in our future videoconferencing applications.
But I just wanted to throw these ideas out there in case someone wanted to run with one or more of them.
Along these lines, see:
Tell me you’re not going to want a pair of #AR glasses ?
After playing with in for the past 24 hours, I believe #ChatGPT is going to change the world, including the world of law and legal education. Ignore it at your peril. #AI#innovation#legaltech
More interesting results from #ChatGPT. I entered the same prompt about a bicycle accident twice — once bracketed by clear messaging that I was looking for legal advice, once without that messaging. Check out the differences. pic.twitter.com/BJJiGjAvs6
The global education market is set to reach at least $10T by 2030 as population growth in developing markets fuels a massive expansion and technology drives unprecedented re-skilling and up-skilling in developed economies. The next decade will see an additional 350 million post secondary graduates and nearly 800 million more K12 graduates than today. Asia and Africa are the driving force behind the expansion. The world needs to add 1.5 million teachers per year on average, approaching 100 million in total in order to keep pace with the unprecedented changes ahead in education around the world.
The ABA Legal Technology Survey Report is the most comprehensive study available of lawyers’ actual technology use, spanning a vast range of topics from security and basic office software to technology budgets, marketing tools, and much more. The survey has been published annually for more than 20 years. The 2022 edition features five volumes, each with detailed charts, tables, and trends.
Each year the American Bar Association’s Legal Technology Resource Center surveys ABA members to discover how lawyers are using technology in their practices nationwide. The 2022 ABA Legal Technology Survey Report is published in five volumes: Online Research, Technology Basics & Security, Law Office Technology, Marketing & Communication Technology, Litigation Technology & E-Discovery. The published results represent one of the most comprehensive technology surveys of lawyers available.
For over three decades, the ABA has conducted an annual survey of lawyers to find out what legal technology they use. These results are released every year by the ABA Legal Technology Resource Center. The 2022 report was just released (edited by Taylor Young, and researched by Taylor Young and Joshua Poje). There are five volumes, and you can purchase a copy using this page of the ABA website.
I have been looking at these reports every year since 2010 because they have been the best source of statistics on the use of mobile technology by lawyers. (My reports on the prior ABA surveys are located here: 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010.)
Washington, DC (November 22, 2022) – The Association of American Law Schools (AALS) has announced the winner of the 2023 AALS Scholarly Papers Competition for law school faculty members in the field for five years or fewer.
The competition’s selection committee recognized the following outstanding paper:
Nicole Summers, Associate Professor, Georgetown University Law Center, “Civil Probation.”
In “Civil Probation,” Summers investigates the outcomes of eviction settlements. Based on her empirical findings, she advances a novel theory of “civil probation” within the eviction legal system. The article will be published in an upcoming issue of Stanford Law Review. … “With eviction complaints comprising nearly a quarter of all civil filings, it’s crucial we develop policies that address the myriad ways tenants are systemically disadvantaged in the cases and ultimately harmed. I am very grateful to my mentors and colleagues for encouraging and supporting me in this project.”
Implementing UDL with a Focus on Accessibility UDL is a proven methodology that benefits all students, but when instructors embrace universal design, they need to consider how their decisions will affect students with disabilities.
Some key considerations to keep in mind:
Instructional materials should not require a certain type of sensory perception.
A presentation that includes images should have accurate alternative text (also called alt text) for those images.
Transcripts and captions should be provided for all audio content.
Color alone should not be used to convey information, since some students may not perceive color (or have different cultural understandings of colors).
Student presentations should also follow accessibility guidelines. This increases the student’s workload, but it’s an excellent opportunity to teach the importance of accessibility.
Resources for Computer Science Education Week (December 5-11, 2022) — with thanks to Mark Adams for these resources
Per Mark, here are a few resources that are intended to show students how computers can become part of their outside interests as well as in their future careers.
From DSC: I received an email the other day re: aTytoCare Exam Kit.It said (with some emphasis added by me):
With a TytoCare Exam Kit connected to Spectrum Health’s 24/7 Virtual Urgent Care, you and your family can have peace of mind and a quick, accurate diagnosis and treatment plan whenever you need it without having to leave your home.
Your TytoCare Exam Kit will allow your provider to listen to your lungs, look inside your ears or throat, check your temperature, and more during a virtual visit.
Why TytoCare?
Convenience – With a TytoCare Exam Kit and our 24/7/365 On-Demand Virtual Urgent Care there is no drive, no waiting room, no waiting for an appointment.
Peace of Mind – Stop debating about whether symptoms are serious enough to do something about them.
Savings – Without the cost of gas or taking off work, you get the reliable exams and diagnosis you need. With a Virtual Urgent Care visit you’ll never pay more than $50. That’s cheaper than an in-person urgent care visit, but the same level of care.
From DSC:
It made me reflect on what #telehealth has morphed into these days. Then it made me wonder (again), what #telelegal might become in the next few years…? Hmmm. I hope the legal field can learn from the healthcare industry. It could likely bring more access to justice (#A2J), increased productivity (for several of the parties involved), as well as convenience, peace of mind, and cost savings.
Drew Builds Stuff has an office in the basement of his parents’ house. Because of its subterranean location, it doesn’t get much light. To brighten things up, he built a window wall out of three 75? 4K TVs, resulting in a 12-foot diagonal image. Since he can load up any video footage, he can pretend to be anywhere on Earth.
From DSC: Perhaps some ideas here for learning spaces!
OpenAI has built the best Minecraft-playing bot yet by making it watch 70,000 hours of video of people playing the popular computer game. It showcases a powerful new technique that could be used to train machines to carry out a wide range of tasks by binging on sites like YouTube, a vast and untapped source of training data.
The Minecraft AI learned to perform complicated sequences of keyboard and mouse clicks to complete tasks in the game, such as chopping down trees and crafting tools. It’s the first bot that can craft so-called diamond tools, a task that typically takes good human players 20 minutes of high-speed clicking—or around 24,000 actions.
The result is a breakthrough for a technique known as imitation learning, in which neural networks are trained to perform tasks by watching humans do them.
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The team’s approach, called Video Pre-Training (VPT), gets around the bottleneck in imitation learning by training another neural network to label videos automatically.
“Most language learning software can help with the beginning part of learning basic vocabulary and grammar, but gaining any degree of fluency requires speaking out loud in an interactive environment,” Zwick told TechCrunch in an email interview. “To date, the only way people can get that sort of practice is through human tutors, which can also be expensive, difficult and intimidating.”
Speak’s solution is a collection of interactive speaking experiences that allow learners to practice conversing in English. Through the platform, users can hold open-ended conversations with an “AI tutor” on a range of topics while receiving feedback on their pronunciation, grammar and vocabulary.
It’s one of the top education apps in Korea on the iOS App Store, with over 15 million lessons started annually, 100,000 active subscribers and “double-digit million” annual recurring revenue.
If you last checked in on AI image makers a month ago & thought “that is a fun toy, but is far from useful…” Well, in just the last week or so two of the major AI systems updated.
You can now generate a solid image in one try. For example, “otter on a plane using wifi” 1st try: pic.twitter.com/DhiYeVMEEV
So, is this a cool development that will become a fun tool for many of us to play around with in the future? Sure. Will people use this in their work? Possibly. Will it disrupt artists across the board? Unlikely. There might be a few places where really generic artwork is the norm and the people that were paid very little to crank them out will be paid very little to input prompts. Look, PhotoShop and asset libraries made creating company logos very, very easy a long time ago. But people still don’t want to take the 30 minutes it takes to put one together, because thinking through all the options is not their thing. You still have to think through those options to enter an AI prompt. And people just want to leave that part to the artists. The same thing was true about the printing press. Hundreds of years of innovation has taught us that the hard part of the creation of art is the human coming up with the ideas, not the tools that create the art.
A quick comment from DSC: Possibly, at least in some cases. But I’ve seen enough home-grown, poorly-designed graphics and logos to make me wonder if that will be the case.
How to Teach With Deep Fake Technology — from techlearning.com by Erik Ofgang Despite the scary headlines, deep fake technology can be a powerful teaching tool
Excerpt:
The very concept of teaching with deep fake technology may be unsettling to some. After all, deep fake technology, which utilizes AI and machine learning and can alter videos and animate photographs in a manner that appears realistic, has frequently been covered in a negative light. The technology can be used to violate privacy and create fake videos of real people.
However, while these potential abuses of the technology are real and concerning that doesn’t mean we should turn a blind eye to the technology’s potential when using it responsibly, says Jaime Donally, a well-known immersive learning expert.
From DSC: I’m still not sure about this one…but I’ll try to be open to the possibilities here.
Recently, we spoke with three more participants of the AI Explorations program to learn about its ongoing impact in K-12 classrooms. Here, they share how the program is helping their districts implement AI curriculum with an eye toward equity in the classroom.
A hitherto stealth legal AI startup emerged from the shadows today with news via TechCrunch that it has raised $5 million in funding led by the startup fund of OpenAI, the company that developed advanced neural network AI systems such as GPT-3 and DALL-E 2.
The startup, called Harvey, will build on the GPT-3 technology to enable lawyers to create legal documents or perform legal research by providing simple instructions using natural language.
The company was founded by Winston Weinberg, formerly an associate at law firm O’Melveny & Myers, and Gabriel Pereyra, formerly a research scientist at DeepMind and most recently a machine learning engineer at Meta AI.
Did you know that in the first year after graduation you can make more money with an associate’s degree in nursing from Santa Rosa Junior College in California than with a graduate degree from some programs at Harvard University? Data from the College Scorecard reveal many more surprising details of post-college outcomes for students and families about that all-important first year after graduation. Buyer Beware: First-Year Earnings and Debt for 37,000 College Majors at 4,400 Institutions finds that first-year earnings for the same degree in the same major can vary by $80,000 at different colleges and universities. It also reveals that workers with less education can often make more than workers with more education, and that higher levels of education do not always result in higher student loan payments.
In the U.S. alone, more than 39 million students leave college without a degree. Black, Latino, and Native American students are overrepresented in this population.
SCS’s program is designed to help students of all backgrounds complete their degrees and unlock their earning potential. The degree’s most recent on-campus cohort is composed of 62% students of color and 40% military-connected learners. SCS is introducing this fully online degree to scale this program to learners worldwide.
Magnifier has a new Door Detection optionon iOS 16, which helps blind and low-vision users locate entryways when they arrive at their destination. The tool can tell you how far away the door is, if the door is open or closed, how to open it (push it, turn the knob, pull the handle, etc.), what any signs say (like room numbers), what any symbols mean (like people icons for restrooms), and more.
From DSC: By the way, this kind of feature would be great to work in tandem with devices such as the Double Robotics Telepresence Robot — i.e., using Machine-to-Machine (M2M) communications to let the robot and automatic doors communicate with each other so that remote students can “get around on campus.”
Along the lines of accessibility-related items, also relevant/see:
Microsoft has announced a sign language view for Teams to help signers and others who use sign language. The information on screen will be prioritised on centre stage, in a consistent location, throughout every meeting.
When sign language view is enabled, the prioritised video streams automatically appear at the right aspect ratio and at the highest available quality. Like pinning and captioning, sign language view is personal to each user and will not impact what others see in the meeting.
Soaring Travel Costs Put Lawyers Back on Zoom –– from kift.com Matthew Parsons Rising airfares and travel costs are prompting legal professionals involved in dispute resolutions to return to video conferencing.
With the cost of international air travel rising sharply, remote hearings are a practical alternative to in-person proceedings. International travel is expensive, and the virtual option means that it is no longer necessary to count travel as a “cost of doing business” when pursuing an international dispute. The widespread use of technology in global dispute resolution proceedings gives attorneys and their clients the option to participate remotely, which is a compelling cost saver for all parties.
Most debt lawsuits get decided without a fight. Michigan leaders want to change the rules. — from mlive.com by Matthew Miller Excerpt:
Most of the 1.9 million debt collection cases filed in Michigan’s district courts over the past decade or so never went to trial. Usually, the defendants don’t show up to court, and debt collectors win by default, according to data compiled by the Michigan Justice for All Commission. In most cases, the courts end up garnishing defendants’ wages, income tax returns or other assets, sometimes on the basis of complaints that include little more than the name of the creditor, an account number and the balance due.
And both debt lawsuits and garnishment are more common for people living in primarily Black neighborhoods, regardless of their income.
Members of the Commission say Michigan’s rules around debt collection lawsuits don’t do enough to protect regular people, who sometimes don’t find out they’ve been sued until they see money coming out of their paychecks.
An early participant in the Law Society of BC’s Innovation Sandbox, the Clinic offers the in-person and virtual help of 25 articling students located in 15 different BC communities —from Tofino to Cranbrook— with the support of 15 supervising lawyers, four staff and dozens of local mentors. Together, they provide fixed-fee services in a wide range of areas covering everyday legal problems.
