technology (general) - Learning Ecosystems

The next wave of AI will be interactive [Kahn & Suleyman]

On 09/20/2023, in Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, change, emerging technologies, future, game-changing environment, global / globalization, technologies for your home, technology (general), trends, by Daniel Christian

The next wave of AI will be interactive — from joinsuperhuman.ai by Zain Kahn
ALSO: AI startups raise over $500 million

Google DeepMind cofounder Mustafa Suleyman thinks that generative is a passing phase, and that interactive AI is the next big thing in AI. Suleyman called the transformation “a profound moment” in the history of technology.

Suleyman divided AI’s evolution into 3 waves:

Classification: Training computers to classify various types of data like images and text.
Generative: The current wave, which takes input data to generate new data. ChatGPT is the best example of this.
Interactive: The next wave, where an AI will be capable of communicating and operating autonomously.

“Think of it as autonomous software that can talk to other apps to get things done.”

From DSC:
Though I find this a generally positive thing, the above sentence makes me exclaim, “No, nothing could possibly go wrong there.”

Preparing Students for the AI-Enhanced Workforce — from insidehighered.com by Ray Schroeder
Our graduating and certificate-completing students need documented generative AI skills, and they need them now.

The common adage repeated again and again is that AI will not take your job; a person with AI skills will replace you. The learners we are teaching this fall who will be entering, re-entering or seeking advancement in the workforce at the end of the year or in the spring must become demonstrably skilled in using generative AI. The vast majority of white-collar jobs will demand the efficiencies and flexibilities defined by generative AI now and in the future. As higher education institutions, we will be called upon to document and validate generative AI skills.

AI image generators: 10 tools, 10 classroom uses — from ditchthattextbook.com by Matt Miller

A Majority of New Teachers Aren’t Prepared to Teach With Technology. What’s the Fix? — from edweek.org by Alyson Klein

Think all incoming teachers have a natural facility with technology just because most are digital natives? Think again.

Teacher preparation programs have a long way to go in preparing prospective educators to teach with technology, according to a report released September 12 by the International Society for Technology in Education, a nonprofit.

In fact, more than half of incoming teachers—56 percent—lack confidence in using learning technology prior to entering the classroom, according to survey data included with the report.

5 Actual Use Cases of AI in Education: Newsletter #68 — from transcend.substack.com by Alberto Arenaza
What areas has AI truly impacted educators, learners & workers?

AI Copilot for educators, managers and leaders
Flipped ~~Classrooms~~ Chatbots
AI to assess complex answers
AI as a language learning tool
AI to brainstorm ideas

AI-Powered Higher Ed — from drphilippahardman.substack.com by Dr. Philippa Hardman
What a House of Commons round table discussion tells us about how AI will impact the purpose of higher education

In this week’s blog post I’ll summarise the discussion and share what we agreed would be the most likely new model of assessment in HE in the post-AI world.

But this in turn raises a bigger question: why do people go to university, and what is the role of higher education in the twenty first century? Is it to create the workforce of the future? Or an institution for developing deep and original domain expertise? Can and should it be both?

How To Develop Computational Thinkers — from iste.org by Jorge Valenzuela

In my previous position with Richmond Public Schools, we chose to dive in with computational thinking, programming and coding, in that order. I recommend building computational thinking (CT) competency first by helping students recognize and apply the four elements of CT to familiar problems/situations. Computational thinking should come first because it’s the highest order of problem-solving, is a cross-curricular skill and is understandable to both machines and humans. Here are the four components of CT and how to help students understand them.

2023 Students and Technology Report: Flexibility, Choice, and Equity in the Student Experience — from library.educause.edu by Mark McCormack

Excerpt:

What does it mean to be a student in 2023, on the fading tail end of a global pandemic and in the midst of lingering uncertainty about the world? What do students still need from a postsecondary education, and where does technology serve as a fulcrum—for better and for worse—both opening and closing students’ paths forward through their educational journeys?

In this report we draw on data from EDUCAUSE’s 2023 Student Survey to offer higher education leaders and decision-makers key insights as they consider what these questions might mean for their particular institutions and communities.

The report explores findings across three main areas, each representing a key challenge (and opportunity) institutions are going to face now and in the future:

Supporting students on and off campus
The role of students as consumers in the educational marketplace
Equity and accessibility in teaching and learning

Students who are empowered to “choose their own adventure” with their course modality engagements are far more satisfied with their course experiences than those who don’t get to choose.

Learners need: More voice. More choice. More control. -- this image was created by Daniel Christian

How are law professors using AI in their classrooms? [Linna]

On 08/22/2023, in 21st century, 24x7x365 access, Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, experimentation, faculty, law schools, Legal operations, legal technologies, legislatures / government / legal, technology (general), by Daniel Christian

How are law professors using AI in their classrooms?
Great to be featured in this @2CivilityOrg article.
Thank you, @ErikaHarold!#AI4Law @NorthwesternU @NorthwesternLaw @NorthwesternEng https://t.co/oDdI5k9e3Q

— Daniel W. Linna Jr. (@DanLinna) August 22, 2023

Speaking of technology within the legal world, also relevant/see:

How in-house legal professionals can embrace technology — from legaldive.com by Lyle Moran
Colin Levy says generative AI tools, as well as well-known legacy products, can help lawyers and other legal department staff enhance their work.

The Era of the Legal Technologist Has Arrived [jdsupra.com]

On 08/05/2023, in 21st century, 24x7x365 access, career development, change, law schools, Legal operations, legal reform, legal technologies, legislatures / government / legal, technology (general), workplace, by Daniel Christian

Antitrust and Global Investigations: The Era of the Legal Technologist Has Arrived — from jdsupra.com

The marriage of technology expertise with the license to practice law is in high demand and essential to the efficient handling of large-scale and complex antitrust and white-collar investigations and litigation. This is no longer a discretionary skill set designed to benefit those who respond to ESI requests, but rather a necessary proficiency needed to navigate the eDiscovery landscape.

Why we don’t intuitively get how fast the world is changing.

Our brains understand linear not exponential growth.

30 linear steps = +30
30 exponential steps = +1 billion pic.twitter.com/z9a42eFmZM

— Misha (@mishadavinci) July 29, 2023

From DSC:
Which reminds me of some graphics:

The pace has changed -- don't come onto the track in a Model T

McKinsey Technology Trends Outlook 2023

On 07/28/2023, in Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, Augmented Reality (AR), innovation, instructional design, intelligent systems, mobile technologies, technology (general), trends, vendors, Virtual Reality (VR) / worlds / learning, XR - extended reality, by Daniel Christian

McKinsey Technology Trends Outlook 2023 — from mckinsey.com

Excerpt:

Which technology trends have the most momentum in an accelerating world? We ranked the top cross-industry trends that matter most for companies and executives.

Strongly felt reflections re: “Law school students can take up to half of their credits online after ABA policy change” [Bauer-Wolf]

On 05/25/2023, in credentialing, Daniel S. Christian, emerging technologies, game-changing environment, generational differences, higher education, law schools, online learning, policy, technology (general), United States, universities, workplace, by Daniel Christian

Law school students can take up to half of their credits online after ABA policy change — from highereddive.com by Jeremy Bauer-Wolf

Dive Brief:

Law school students can now take up to half of their classes online following a recent policy change by the American Bar Association.
ABA’s accrediting body voted last week to raise the ceiling on the number of credits students can earn online for their J.D., up from one-third.
It also struck down a prohibition on first-year law students taking no more than 10 credit hours remotely.

From DSC:
It’s almost June of 2023 and matters/impacts of Artificial Intelligence (AI) are increasingly popping up throughout our society. But WOW! Look at this recent piece of news from the American Bar Association: Law school students can now take up to 50% of their credits online! (It used to be just 30%.)

At a time when we need many more lawyers, judges, legislators, politicians, and others to be more informed about emerging technologies — as well as being more tech-savvy themselves — I don’t think the ABA should be patting themselves on the back for this policy change. It’s a step in the right direction, but why it’s not 100% is mind-boggling to me.

Major announcements from a key vendor in the AI space — NVIDIA

On 03/21/2023, in 21st century, 24x7x365 access, 3D, A/V -- audio/visual, art, Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, business, cloud-based computing / apps / other cloud-related, collaboration, content development, aggregation, repositories, corporate / business world, creativity, design, emerging technologies, engineering, entrepreneurship, Facebook / Meta Platforms, future, game-changing environment, generational differences, Holographic comms, human-computer interaction (HCI), immersion, innovation, intelligent systems, intelligent tutoring, IT in HE, languages and translation, media/film, Metaverse, multimedia, Natural Language Processing (NLP), new business models, NVIDIA, online media, pace of change, personalized/customized learning, platforms, society, technology (general), tools, United States, user experience (UX), vendors, Virtual courts and law firms, virtual field trips, virtual K-12 schools, Virtual Reality (VR) / worlds / learning, virtual tutoring, vision/possibilities, visualizing information, web-based collaboration, Web3, workplace, by Daniel Christian

Explore Breakthroughs in AI, Accelerated Computing, and Beyond at GTC — from nvidia.com
The Conference for the Era of AI and the Metaverse

Addendums on 3/22/23:

Generative AI for Enterprises — from nvidia.com
Custom-built for a new era of innovation and automation.

Excerpt:

Impacting virtually every industry, generative AI unlocks a new frontier of opportunities—for knowledge and creative workers—to solve today’s most important challenges. NVIDIA is powering generative AI through an impressive suite of cloud services, pre-trained foundation models, as well as cutting-edge frameworks, optimized inference engines, and APIs to bring intelligence to your enterprise applications.

NVIDIA AI Foundations is a set of cloud services that advance enterprise-level generative AI and enable customization across use cases in areas such as text (NVIDIA NeMo™), visual content (NVIDIA Picasso), and biology (NVIDIA BioNeMo™). Unleash the full potential with NeMo, Picasso, and BioNeMo cloud services, powered by NVIDIA DGX™ Cloud—the AI supercomputer.

Fostering sustainable learning ecosystems [Blessinger]

On 03/13/2023, in 21st century, Africa, Asia, Australia, Canada, change, collaboration, content development, aggregation, repositories, corporate / business world, corporate universities / corporate training, culture, curriculum, education, education technology, Europe, formal learning, future, future of higher education, game-changing environment, global / globalization, Google, higher education, ideas, informal learning, instructional design, K-12 related, leadership, learning, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, legislatures / government / legal, lifelong learning, MOOCs -- Massive Open Online Courses, more voice more choice more control, platforms, policy, society, strategy, technology (general), tools, training / L&D, UK, United States, vision/possibilities, youth, by Daniel Christian

Fostering sustainable learning ecosystems — from linkedin.com by Patrick Blessinger

Excerpt (emphasis DSC):

Learning ecosystems
As today’s global knowledge society becomes increasingly interconnected and begins to morph into a global learning society, it is likely that formal, nonformal, and informal learning will become increasingly interconnected. For instance, there has been an explosion of new self-directed e-learning platforms such as Khan Academy, Open Courseware, and YouTube, among others, that help educate billions of people around the world.

A learning ecosystem includes all the elements that contribute to a learner’s overall learning experience. The components of a learning ecosystem are numerous, including people, technology platforms, knowledge bases, culture, governance, strategy, and other internal and external elements that have an impact on learning. Therefore, moving forward, it is crucial to integrate learning across formal, nonformal, and informal learning processes and activities in a more strategic way.

You are not a parrot — from nymag.com by Elizabeth Weil and Emily M. Bender

Excerpts:

A handful of companies control what PricewaterhouseCoopers called a “$15.7 trillion game changer of an industry.” Those companies employ or finance the work of a huge chunk of the academics who understand how to make LLMs. This leaves few people with the expertise and authority to say, “Wait, why are these companies blurring the distinction between what is human and what’s a language model? Is this what we want?”
…
Bender knows she’s no match for a trillion-dollar game changer slouching to life. But she’s out there trying. Others are trying too. LLMs are tools made by specific people — people who stand to accumulate huge amounts of money and power, people enamored with the idea of the singularity. The project threatens to blow up what is human in a species sense. But it’s not about humility. It’s not about all of us. It’s not about becoming a humble creation among the world’s others. It’s about some of us — let’s be honest — becoming a superspecies. This is the darkness that awaits when we lose a firm boundary around the idea that humans, all of us, are equally worthy as is.

Unboxing the Future of Education: A Sneak Peek into a Day in the Life of a Student in 2040 [Cailey]

On 03/01/2023, in change, education, education technology, future, ideas, innovation, intelligent systems, intelligent tutoring, K-12 related, learning agents, learning ecosystem, Learning Experience Design, student-related, teachers, technology (general), youth, by Daniel Christian

Unboxing the Future of Education:“A Sneak Peek into a Day in the Life of a Student in 2040” — from thinklearningstudio.org by Russell Cailey

Excerpts:

To explore this question, I collaborated with my new friend Chat GPT to create a concept of what a day in the life of a 2040 student might look like. The results were fascinating, providing a glimpse into the possible future of education.

In response to our collaborative moment, I would like to pose three guiding questions to the audience:

How might we re-imagine education to create a more holistic and meaningful learning experience for our students as we move forward towards 2040?

How might we cultivate a sense of curiosity, wonder, and creativity in our students, and how might this foster a deeper engagement with learning?

How might we expand the definition of “education” beyond the confines of the classroom and foster lifelong learning and growth in our students?

From DSC:
I appreciated this interesting thought experiment re: the future of learning in the year 2040. I appreciate Russell’s statement where he says:

To conduct a thorough and accurate foresight project, it is crucial to explore multiple potential futures. While the scenario presented here is intended to be playful and imaginative, it represents only one possible outcome among many. I encourage readers to share their scenarios and perspectives in the comments, as this will help to create a more robust and diverse exploration of the future.

Several months’ worth of labor market updates from Handshake’s blog

On 02/20/2023, in Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, business, career development, change, computer science, corporate / business world, marketing/social marketing, MBA, skills, society, technology (general), United States, workplace, by Daniel Christian

From DSC:
Below are several months’ worth of labor market updates from Handshake’s blog — with thanks to Paul Fain for this resource.

February 2023 Early Talent Labor Market Update — from joinhandshake.com/blog/
Demand for tech talent outside of coastal states

Key takeaways

Tech hubs no longer? Traditional tech hubs like California and New York are seeing fewer entry-level job openings for technical talent and less interest from students.
A rising tech diaspora: States in other parts of the country, like Iowa (+10.9%) and Maryland (+5.1%), are emerging as locations with more job postings for technical roles—at the same time, students have demonstrated interest in applying to opportunities in those states.
New hubs for tech talent: Students are demonstrating greater openness to a wider array of geographic locations for tech roles with large increases in applications per job in states like Oklahoma (4.8x), Arizona (2.3x), and Oregon (2.7x).

January 2023 Early Talent Labor Market Updates — from joinhandshake.com/blog/
Employers still have strong demand for entry-level technical talent.

Key takeaways
2022 was a difficult year for workers in tech, as the industry was hit hard by hiring freezes and layoffs. Despite an overall slowdown in tech sector hiring, there are several bright spots in the technical labor market that should give early talent reason for optimism.

Tech industry is still investing in (tech) talent
Software and computer tech jobs outside of tech industry
Tech, but not in software

December 2022 Early Talent Labor Market Updates — from joinhandshake.com/blog/
Part-time jobs falling year over year with retail leading the way

Key takeaways

Demand for early talent to fill part-time roles has dropped compared to earlier this year, and part-time jobs saw the largest year-over-year decrease (-32%) in job postings on the platform, when compared to full-time and internships.
Notably employers who are still creating new jobs have been hiring more for full-time roles and internships with job postings per employer up 1% and 7% respectively.
The retail industry, which relies on part-time workers through the holiday season, has seen the greatest year-over-year decrease in part-time job postings that were listed between October and November with a drop of 51%

Reflections on “Incremental Change Didn’t Save Blockbuster. It Won’t Save Education, Either” [Miles]

On 02/02/2023, in change, changing business models, dangers of the status quo, Daniel S. Christian, Design Thinking, future, game-changing environment, ideas, innovation, instructional design, K-12 related, learning ecosystem, Learning Experience Design, student-related, teachers, technology (general), by Daniel Christian

Incremental Change Didn’t Save Blockbuster. It Won’t Save Education, Either — from the74million.org by Mike Miles; with thanks to Rob Reynolds for this resource
Broken public school systems need wholescale change if they are going to prepare students for the skills they will need by 2035

Excerpt:

Perhaps the biggest failure of the current education ecosystem is its inability to envision what the future holds for our students and to make systemic changes now to prepare them for that future. Shackled to a monolithic, change-resistant system, school and district leaders continue to make incremental and piecemeal changes to a broken system expecting to get different outcomes.

In an analogous way, almost all public-school systems are like Blockbusters in the late 1990s — unwilling to assess the impact of technological advances and consider how they might need to revisit their design principles. In the end, if an organization does not move purposefully toward some likely future, then any path forward will do, and it is likely to be the path they are currently on.

From DSC:
The following quote…

Using a split-screen strategy, a district would not attempt to make systemic changes district-wide. Rather, it would implement transformative changes in one or two schools while continuing to make incremental improvements in the rest of the district. Once the schools operating with the new system principles achieve the outcomes and succeed, they will become proof points to allow the district to implement systemic change in even more schools over a period of time.

…made me think of a graphic (see below) — and an article out at evoLLLtion.com — I developed a while back re: the need for more Trim Tab Groups. I think we’re talking about the same thing here.

Addendum on 2/4/23:

A Few Educators ‘Going the Extra Mile’ Cannot Save the Education System — from edsurge.com by Jennifer Yoo-Brannon

Excerpt (emphasis DSC):

Not a Pyramid, But a Garden
Instead of a pyramid, let’s adopt a new image, a more organic one. School communities are webs of complex relationships, like gardens. Imagine if we all understood a school community like a Three Sisters Garden. In this Indigenous agricultural practice, corn, beans and squash grow together to create a sustainable cycle of growth in which the whole garden can thrive. Corn provides the tall stalks for the beans to climb. The large squash plant leaves provide shade so the soil can retain moisture, and the beans provide the nitrogen to fertilize the soil. The garden does not rely on the exploitation of one crop to allow the rest to grow.

From DSC:
Re: the emphasized text immediately above…that sounds like a learning ecosystem to me! 🙂

Unbundled: Designing Personalized Pathways for Every Learner [Nate McClennen & Co.]

On 01/31/2023, in assessment, Blockchain, change, changing business models, competency-based learning/education, content development, aggregation, repositories, credentialing, Design Thinking, education, education reform, engagement / engaging students, ideas, innovation, instructional design, K-12 related, leadership, learner profiles, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning hubs & pods & microschooling, learning preferences, love of learning, marketplaces, microlearning, more voice more choice more control, motivation, new business models, online learning, participation, passions, personalized/customized learning, platforms, reinvent, society, streams of content, student-related, teachers, teaching & learning, technology (general), ubiquitous learning, United States, user experience (UX), vendors, vision/possibilities, vocational / trades, youth, by Daniel Christian

Unbundled: Designing Personalized Pathways for Every Learner — from gettingsmart.com by Nate McClennen “with contributions from the Getting Smart team and numerous friends and partners in the field”

Excerpts:

In this publication, we articulate the critical steps needed to unbundle the learning ecosystem, build core competencies, design learning experiences, curate new opportunities, and rebundle these experiences into coherent pathways.
.

Vision

Every learner deserves an unlimited number of unbundled opportunities to explore, engage, and define experiences that advance their progress along a co-designed educational pathway. Each pathway provides equitable and personalized access to stacked learning experiences leading to post-secondary credentials and secure family-sustaining employment. Throughout the journey, supportive coaches focus on helping learners build skills to navigate with agency. In parallel, learners develop foundational skills (literacy, math), technical skills, and durable skills and connect these to challenging co-designed experiences. The breadth and depth of experiences increase over time, and, in partnership, learners and coaches map progress towards reaching community-defined goals. This vision is only enabled by an unbundled learning ecosystem.
…

Recommendations

Solutions already exist in the ecosystem and need to be combined and scaled. Funding models (like My Tech High), badging/credentialing at the competency level (like VLACS), coaching models (like Big Thought), and open ecosystems (like NH Learn Everywhere) provide an excellent foundation. Thus, building unbundled systems has already begun but needs systemic changes to become widely available and accepted.

1. 1. Build a robust competency-based system.
  2. Create a two-way marketplace for unbundled learning.
  3. Implement policy to support credit for out-of-system experiences.
  4. Invest in technology infrastructure for Learning and Employment Records.
  5. Design interoperable badging systems that connect to credentials.

Learning Ecosystems

The next wave of AI will be interactive [Kahn & Suleyman]

Preparing Students for the AI-Enhanced Workforce [Schroeder] + other AI/learning ecosystems related items

How are law professors using AI in their classrooms? [Linna]

The Era of the Legal Technologist Has Arrived [jdsupra.com]

“Why we don’t intuitively get how fast the world is changing.” [Misha]

McKinsey Technology Trends Outlook 2023

Strongly felt reflections re: “Law school students can take up to half of their credits online after ABA policy change” [Bauer-Wolf]

Major announcements from a key vendor in the AI space — NVIDIA

A very powerful, thought-provoking read: “You are not a parrot.” [Weil & Bender]

Several months’ worth of labor market updates from Handshake’s blog

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