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AI software gets a B on a 12th-grade science exam

Artificial intelligenceCalculators. Grammar editors. PhotoMath. Automatic language translation. Some of these mental work helpers (substitutes?) work fabulously. Some of them aren’t quite there… yet.

And now we have this: AI technology that can pass a 12th grade science exam.

on Wednesday, the Allen Institute for Artificial Intelligence, a prominent lab in Seattle, unveiled a new system that passed the test with room to spare. It correctly answered more than 90 percent of the questions on an eighth-grade science test and more than 80 percent on a 12th-grade exam.

Not only could the software answer recall questions, it also could solve basic logic and inference problems.

Do students still need to know some stuff? Absolutely. Do students need to know the vast amounts of easily-findable minutiae and trivia that we pretend is important and try to shove into them each school year? No way.

The machines are getting better at mental tasks we previously thought could only be done by humans. When will we start asking better questions? When and how will we adapt our teaching and schooling?

Don’t ever pay for someone to come tell your organization about ‘generational differences’

Skeptic SueAlfie Kohn said:

What takes this little game from merely silly to obnoxious is the following rule: You must attribute unflattering adjectives to cohorts younger than your own – even though yours was on the receiving end of similar disparagements not so long ago. Thus, those who came of age in the sixties were written off as longhaired, unamerican, potsmoking relativists with a deficient work ethic. At some point, though, they took the advice of disapproving passersby (“Get a job!”) and eventually decided that those younger than they – Generation X – were all slackers, unwilling to commit and unable to plan for the future.

Now those two groups finally have made common cause . . . to denigrate Millennials. Essentially everyone over the age of about forty has decided that today’s adolescents and young adults have been coddled and indulged by their parents with the result that they – how shall we put it? – have a deficient work ethic and are unable to commit or plan for the future. These entitled little pissants were overcelebrated as children, given easy As and trophies “just for showing up,” and are now unable to hack it in the Real World.

The absence of historical perspective here is frankly astonishing. Rarely do older folks pause and say, “Wait a second. If these snide truisms about young people that I’m confidently repeating aren’t all that different from what our elders said about us, might that be reason to question their validity?”

Are young adults in the workplace more fragile and demanding than new hires of yesteryear? Here’s Google’s director of human resources:

Every single generation enters the work force and feels like they’re a unique generation, and the generation that’s one or two ahead of them looks back and says, ‘Who are these weird, strange kids coming into the work force with their attitudes of entitlement and not wanting to fit in?’ It’s a cycle that’s been repeated every 10 to 15 years for the last 50 years…. If you look at what their underlying needs and aspirations are, there’s no difference at all between this new generation of workers and my generation and my father’s generation…. We [all] want to be treated with respect, we want to have a sense of meaning and agency and impact, and we want our boss to just leave us alone so we can get our work done.

 Read the whole thing at https://www.alfiekohn.org/blogs/generations

Image credit: skeptic sue, Kai

Unthoughtful consumption

We spent the last 200+ years (at least) pushing consumption models of learning on most of our students. We asked them to be passive recipients of whatever information came from the teacher or textbook. We gave them few opportunities to question the reliability or validity of the information that we spoon-fed them. We trusted that someone else did the filtering for us and them beforehand. And in many cases, we actually punished kids who dared to ask questions or present alternative viewpoints.

So we shouldn’t be surprised that we now have an information / media literacy problem with our adults. We shouldn’t be surprised that most of our citizens have trouble determining the validity and reliability of digital and online information sources. We shouldn’t be surprised that we are easy prey for those who spread misinformation, deception, and outright lies.

It’s going to get even worse as new tools for creating and spreading falsehoods proliferate. We should be more alarmed that we’re not doing more about this issue in our elementary and secondary classrooms. But we don’t seem to be. Not yet, not in most school systems. A few token ‘digital citizenship’ lessons from a teacher or librarian and we seem to think we’ve addressed this concern. A few conversations that in no way prepare students for this:

Our new information landscape

When will we take seriously the challenge of preparing our graduates for our new information landscape? And what are we going to do about all of our graduates?

Four quick thoughts for higher education faculty

Tivoli CU DenverI had the privilege of participating in a conversation today at my university about how (and whether) the digital work done by faculty should count for promotion and tenure. (I also had the opportunity to speak for a few minutes; here are my slides). Here are four thoughts that are spinning around in my brain after a couple of hours of discussion…

First, if we publish an article in a traditional journal which happens to post that article online and it then gets a few social media shares, that does not make us ‘digital scholars.’ That’s definitely a step beyond traditional analog publishing. But to be relevant to the digital, online, hyperconnected, participatory, interactive, highly-distributed information landscape in which we now live and work, we need to expect more from ourselves. Not all of the time, but sometimes. And more often.

Second, why is it that the faculty who ARE trying to be relevant in our new information landscape are the ones that always have to justify their work to those who are less responsive? Shouldn’t it be the other way around? Which side should carry the burden of persuasion regarding relevance and quality?

Third, no one owes us anything, no matter how good the work is that we do. We have to prove ourselves every day. Just because we did good work a decade ago doesn’t mean that we are doing so now. Just because we believe that our work is valuable doesn’t mean that others do – or should. As Seth Godin says, “If [our] target audience isn’t listening, it’s [our] fault, not theirs.” Make the case. Be engaged. Help others see the meaning and value in what we do. All the time. (These digital tools can help…)

Finally, we need to be less dismissive of the public and of publishing for non-academics. We ignore engagement with the public and policymakers at our peril.

With appreciation for all of the complexities behind these fairly simple assertions… let me know what you think.

Digital citizenship lessons aren’t going to crack filter bubbles and echo chambers

Echo

C Thi Nguyen said:

Jamieson and Cappella’s book is the first empirical study into how echo chambers function. In their analysis, echo chambers work by systematically alienating their members from all outside epistemic sources. Their research centres on Rush Limbaugh, a wildly successful conservative firebrand in the United States, along with Fox News and related media. Limbaugh uses methods to actively transfigure whom his listeners trust. His constant attacks on the ‘mainstream media’ are attempts to discredit all other sources of knowledge. He systematically undermines the integrity of anybody who expresses any kind of contrary view. And outsiders are not simply mistaken – they are malicious, manipulative and actively working to destroy Limbaugh and his followers. The resulting worldview is one of deeply opposed force, an all-or-nothing war between good and evil. Anybody who isn’t a fellow Limbaugh follower is clearly opposed to the side of right, and therefore utterly untrustworthy.

The result is a rather striking parallel to the techniques of emotional isolation typically practised in cult indoctrination. According to mental-health specialists in cult recovery, including Margaret Singer, Michael Langone and Robert Lifton, cult indoctrination involves new cult members being brought to distrust all non-cult members. This provides a social buffer against any attempts to extract the indoctrinated person from the cult.

The echo chamber doesn’t need any bad connectivity to function. Limbaugh’s followers have full access to outside sources of information. According to Jamieson and Cappella’s data, Limbaugh’s followers regularly read – but do not accept – mainstream and liberal news sources. They are isolated, not by selective exposure, but by changes in who they accept as authorities, experts and trusted sources. They hear, but dismiss, outside voices. Their worldview can survive exposure to those outside voices because their belief system has prepared them for such intellectual onslaught.

In fact, exposure to contrary views could actually reinforce their views. Limbaugh might offer his followers a conspiracy theory: anybody who criticises him is doing it at the behest of a secret cabal of evil elites, which has already seized control of the mainstream media. His followers are now protected against simple exposure to contrary evidence. In fact, the more they find that the mainstream media calls out Limbaugh for inaccuracy, the more Limbaugh’s predictions will be confirmed. Perversely, exposure to outsiders with contrary views can thus increase echo-chamber members’ confidence in their insider sources, and hence their attachment to their worldview. The philosopher Endre Begby calls this effect ‘evidential pre-emption’. What’s happening is a kind of intellectual judo, in which the power and enthusiasm of contrary voices are turned against those contrary voices through a carefully rigged internal structure of belief.

via https://aeon.co/essays/why-its-as-hard-to-escape-an-echo-chamber-as-it-is-to-flee-a-cult

Read the whole thing and recognize that this pertains to numerous online communities, not just those on the political right. The psychology of all of this is pretty concerning. And for those of us who are searching for solutions, the one offered – to completely reboot your social circle – is incredibly unlikely for most people. No easy answers here, but plenty of room for concern…

Image credit: Echo, magro_kr

Before you start bashing the Millennials…

Older generations love to bash the Millennials. But in many ways we are the problem. Here are a few quotes from Huffington Post’s recent article, Generation Screwed:

Mention “millennial” to anyone over 40 and the word “entitlement” will come back at you within seconds, our own intergenerational game of Marco Polo.

This is what it feels like to be young now. Not only are we screwed, but we have to listen to lectures about our laziness and our participation trophies from the people who screwed us.

AND

Since 2010, the economy has added 11.6 million jobs—and 11.5 million of them have gone to workers with at least some college education. In 2016, young workers with a high school diploma had roughly triple the unemployment rate and three and a half times the poverty rate of college grads.

AND

Between 1970 and 2002, the probability that a working-age American would unexpectedly lose at least half her family income more than doubled. And the danger is particularly severe for young people. In the 1970s, when the boomers were our age, young workers had a 24 percent chance of falling below the poverty line. By the 1990s, that had risen to 37 percent. And the numbers only seem to be getting worse. From 1979 to 2014, the poverty rate among young workers with only a high school diploma more than tripled, to 22 percent. 

AND

Since the Great Recession, the “good” jobs—secure, non-temp, decent salary—have concentrated in cities like never before. America’s 100 largest metros have added 6 million jobs since the downturn. Rural areas, meanwhile, still have fewer jobs than they did in 2007. For young people trying to find work, moving to a major city is not an indulgence. It is a virtual necessity.

But the soaring rents in big cities are now canceling out the higher wages. Back in 1970, according to a Harvard study, an unskilled worker who moved from a low-income state to a high-income state kept 79 percent of his increased wages after he paid for housing. A worker who made the same move in 2010 kept just 36 percent.

AND

The Boomer-benefiting system we’ve inherited was not inevitable and it is not irreversible. There is still a choice here. For the generations ahead of us, it is whether to pass down some of the opportunities they enjoyed in their youth or to continue hoarding them. Since 1989, the median wealth of families headed by someone over 62 has increased 40 percent. The median wealth of families headed by someone under 40 has decreased by 28 percent. Boomers, it’s up to you: Do you want your children to have decent jobs and places to live and a non-Dickensian old age? 

Read the whole thing. Recognize how structural inequities and ongoing policy decisions are systematically disadvantaging younger people. And next time you’re inclined to bash the Millennials, maybe think again…

Connectivity versus isolation: Which leads to prosperity?

Thomas Friedman said:

We’re going through a change in the “climate” of globalization — going from an interconnected world to an interdependent one, from a world of walls where you build your wealth by hoarding the most resources to a world of webs where you build your wealth by having the most connections to the flow of ideas, networks, innovators and entrepreneurs. In this interdependent world, connectivity leads to prosperity and isolation leads to poverty. We got rich by being “America Connected” not “America First.”

Finally, we’re going through a change in the “climate” of technology and work. We’re moving into a world where computers and algorithms can analyze (reveal previously hidden patterns); optimize (tell a plane which altitude to fly each mile to get the best fuel efficiency); prophesize (tell you when your elevator will break or what your customer is likely to buy); customize (tailor any product or service for you alone); and digitize and automatize more and more products and services. Any company that doesn’t deploy all six elements will struggle, and this is changing every job and industry.

What do you need when the climate changes? Adaptation — so your citizens can get the most out of these climate changes and cushion the worst. Adaptation has to happen at the individual, community and national levels.

At the individual level, the single most important adaptation is to become a lifelong learner, so you can constantly add value beyond what machines and algorithms can do.

“When work was predictable and the change rate was relatively constant, preparation for work merely required the codification and transfer of existing knowledge and predetermined skills to create a stable and deployable work force,” explains education consultant Heather McGowan. “Now that the velocity of change has accelerated, due to a combination of exponential growth in technology and globalization, learning can no longer be a set dose of education consumed in the first third of one’s life.” In this age of accelerations, “the new killer skill set is an agile mind-set that values learning over knowing.”

via https://www.nytimes.com/2017/09/27/opinion/globalization-trump-american-progress.html

Some early comments on my new book

Different Schools For A Different World Book Cover

My new book with Dean Shareski, Different Schools for a Different World, is getting some positive early comments. A sampling is below. Thank you, everyone!

1. Jeff Nelson

Different Schools for a Different World by Scott McLeod and Dean Shareski just hammered my thinking. Their work is not a long read. It’s about 60 pages. Don’t let that fool you. My favorite college professor, Dr. Ruth Slonim, once said, “Good writing is not when there’s nothing more to add, rather when there’s nothing more to be taken away.” This book is lean and dead on point. A literal wake up call.

2. Darren Draper

Scott McLeod and Dean Shareski have knocked it out of the park with their latest book. It’s practical with solid arguments and a length that every school administrator can manage, given their already-too-busy schedules. Outstanding work!

3. Silvia Tolisano is making motion graphics of quotes as she reads… Awesome!

Tolisano 01

via https://twitter.com/langwitches/status/909054876268756997

Tolisano 02

via https://twitter.com/langwitches/status/909210698542141440

New book! Different Schools for a Different World

Different Schools For A Different World Book Cover

As some of you may have realized by now, Dean Shareski and I have a new book out. Titled Different Schools for a Different World, it describes 6 key relevancy gaps between today’s schools and what students and society need from them:

  1. Information Literacy. If schools are to genuinely prepare graduates to compete in a technology-infused information landscape, they must stop acting as they did when learning and teaching primarily occurred in analog formats. Instead, schools must begin to immerse students in the use of digital tools and in the outside contexts that surround those tools, and schools must do this in deeper and more significant ways.
  2. Workforce and Economy. If schools are to genuinely prepare graduates for a hyperconnected and hypercompetitive global innovation economy, they must stop emphasizing low-level content coverage. Instead, they must focus on interdisciplinary thinking, interpersonal skills, and technological fluency: the skills that allow individuals to offer value and differentiate themselves in digital marketplaces.
  3. Learning. If schools are to genuinely prepare graduates to be powerful lifelong learners, they must stop blocking mobile devices, digital environments, and online communities out of fear, nostalgia, or concerns about maintaining control. Instead, they must help students learn how to utilize these tools to foster powerful learning and extracurricular connections.
  4. Student Engagement. If schools are to genuinely engage students in their learning rather than simply force them to comply with academic and attendance directives, they must move away from one-size-fits-all instructional models. Instead, they must find ways to make the learning opportunities students experience more relevant and personally authentic.
  5. Innovation. If schools are to genuinely prepare innovators rather than “just tell me what to do” workers, they must stop disengaging students by using extrinsic punishments and rewards to govern classrooms. Instead, they must transform their learning spaces into the kinds of engaging environments of discovery, play, and intrinsic motivation that reward innovation.
  6. Equity. And if schools are to genuinely address equity issues so that no child is truly left behind, they must no longer be content to provide exclusive access to technology and rich, creative technology education to those students who have the most advantages. Instead, schools must find ways to enable robust digital learning for all students.

In the book we also note some strategies to address each of the relevancy gaps and highlight some schools that are doing well on the 4 big shifts of deeper learning, student agency, authentic work, and robust technology infusion.

Our book is a call to action that serves as the framing volume for the Solutions for Creating the Learning Spaces Students Deserve series from Solution Tree. Other awesome books in the series include:

If you get yourself a copy of our new book, let us know what you think. Thanks. Happy reading!

10 building blocks for the future of schools

As Dean Shareski and I worked together on our new book, Different Schools for a Different World, (released this week!), he encouraged me to update my list of building blocks for the future of schools. Here’s the new list (now 10 items instead of 8):

  1. Project- and inquiry-based learning environments that emphasize greater student agency and active application of more cognitively-complex thinking, communication, and collaboration skills.
  2. Community projects, internships, digital simulations, and other problem- and project-based learning experiences that foster students’ ability to engage in authentic, real-world work.
  3. Competency-based education and standards-based grading efforts that shift the focus of assessment from seat time to learning mastery.
  4. 1:1 computing initiatives (and concurrent Internet bandwidth upgrades) that give students powerful digital learning devices and access to the world’s information, individuals, and organizations.
  5. The expansion of digital and online (and often open access) information resources that increase the availability of higher and deeper learning opportunities.
  6. Online communities of interest that supplement and augment more-traditional learning communities that are limited by geography and time.
  7. Adaptive software and data systems (and accompanying organizational models) that can facilitate greater individualization of learning content and pace.
  8. Alternative credentialing mechanisms that enable individuals to quickly reskill for and adapt to rapidly-evolving workforce needs and economic demands.
  9. Flexible scheduling that moves students away from 50-minute time chunks – and a prescribed number of hours and days in a prescribed location – and toward opportunities for students to learn longer, deeper, and in more places about important life skills and concepts.
  10. Redesigned learning spaces that accommodate flexible, student-centered grouping and learning tasks rather than classrooms that are dictated by instructor or janitorial needs.

What would you add or change?

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