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AltSchool is almost certain to provoke a backlash from parents and privacy advocates who see in its plans the potential for an Orwellian surveillance nightmare, as well as potentially unethical experimentation on children.

The term "big data" is generally used to describe data sets so large they must be analyzed by computers. Usually, the purpose is to find patterns and connections relating to human behavior and how complex systems function.

Analytics generally refers to the process of collecting such data, conducting those analyses, generating corresponding insights, and using that new information to make (what proponents hope will be) smarter decisions.

replacing the top-down, slow-moving bureaucratic structures that currently shape public education with a "networked model" in which students, teachers, and schools are connected directly by information and thus capable of learning and adapting more quickly.

'Montessori 2.0': a kind of supercharged version of the progressive, project-based learning often found in elite private schools and privileged enclaves within traditional school systems.

There are also safety nets built into the system, including January and June terms, which offer a chance to make up uncompleted work, but also offer the opportunity to pursue some of the many electives the school offers. These range from wilderness preparedness and “remote first aid,” to the science of breadmaking.

Teachers at RPA have a tremendous amount of flexibility to design their courses. For example, an ex-policeman teaches history through the lens of his passion, which is the evolution of mobs and gangs in the U.S.; his class is called “mobology.”

I commented that this kind of teaching sounded like it involved more individual attention than could be done in traditional public schools. He replied, with a small chuckle, if it would be possible to say it took about 10,000 percent more individual attention.

Google’s People Operations department

there was nothing showing that a mix of specific personality types or skills or backgrounds made any difference. The ‘who’ part of the equation didn’t seem to matter.’’

As they struggled to figure out what made a team successful, Rozovsky and her colleagues kept coming across research by psychologists and sociologists that focused on what are known as ‘‘group norms.’’

Norms can be unspoken or openly acknowledged, but their influence is often profound.

looked for instances when team members described a particular behavior as an ‘‘unwritten rule’’ or when they explained certain things as part of the ‘‘team’s culture.’’

After looking at over a hundred groups for more than a year, Project Aristotle researchers concluded that understanding and influencing group norms were the keys to improving Google’s teams.

The researchers eventually concluded that what distinguished the ‘‘good’’ teams from the dysfunctional groups was how teammates treated one another. The right norms, in other words, could raise a group’s collective intelligence, whereas the wrong norms could hobble a team, even if, individually, all the members were exceptionally bright.

As the researchers studied the groups, however, they noticed two behaviors that all the good teams generally shared. First, on the good teams, members spoke in roughly the same proportion, a phenomenon the researchers referred to as ‘‘equality in distribution of conversational turn-taking.’’

Second, the good teams all had high ‘‘average social sensitivity’’ — a fancy way of saying they were skilled at intuiting how others felt based on their tone of voice, their expressions and other nonverbal cues.

psychological safety — a group culture that the Harvard Business School professor Amy Edmondson defines as a ‘‘shared belief held by members of a team that the team is safe for interpersonal risk-taking.’’

Psychological safety is ‘‘a sense of confidence that the team will not embarrass, reject or punish someone for speaking up,’’

‘‘It describes a team climate characterized by interpersonal trust and mutual respect in which people are comfortable being themselves.’’

Rozovsky’s study group at Yale was draining because the norms — the fights over leadership, the tendency to critique — put her on guard. Whereas the norms of her case-competition team — enthusiasm for one another’s ideas, joking around and having fun — allowed everyone to feel relaxed and energized.

other behaviors that seemed important as well — like making sure teams had clear goals and creating a culture of dependability.

it made sense that psychological safety and emotional conversations were related.

The behaviors that create psychological safety — conversational turn-taking and empathy — are part of the same unwritten rules we often turn to, as individuals, when we need to establish a bond.

If I can’t be open and honest at work, then I’m not really living, am I?’’

to be fully present at work, to feel ‘‘psychologically safe,’’ we must know that we can be free enough, sometimes, to share the things that scare us without fear of recriminations. We must be able to talk about what is messy or sad, to have hard conversations with colleagues who are driving us crazy. We can’t be focused just on efficiency.

By adopting the data-driven approach of Silicon Valley, Project Aristotle has encouraged emotional conversations and discussions of norms among people who might otherwise be uncomfortable talking about how they feel.

In the best teams, members listen to one another and show sensitivity to feelings and needs.

‘Just having data that proves to people that these things are worth paying attention to sometimes is the most important step in getting them to actually pay attention,’’ Rozovsky told me. ‘‘Don’t underestimate the power of giving people a common platform and operating language.’’

And companies including Accenture, Boeing and Microsoft have created the Internet of Learning Consortium to speed up the production of job-ready workers by using the internet to teach them what they need to know.

“We talk about the days long gone when companies trained employees from the ground up and now we’re talking about companies training employees again. These organizations are saying [to the universities], ‘We need people with X, Y and Z skills and you’re not providing that.’ ”

While 96 percent of chief academic officers at higher-education institutions say they’re effectively preparing students for work, only 11 percent of business leaders strongly agree

Faculty could react more nimbly to industry demands if their universities hired more of them and gave them the resources they need to update courses or offer them online

In addition to long waits for programs to be approved by faculty and accrediting agencies, for example, many schools can’t find enough people qualified to teach computer science. The increase in the number of tenure-track faculty in that and similar fields has been one-tenth as much as the increase in the number of students crowding into classes, the Computing Research Association reports.

The Kelley School of Business at Indiana University, for example, is in the market for five or six new faculty hires per year in data, business analytics and other fast-growing disciplines, said Ash Soni, executive associate dean of academic programs. It usually manages to fill just two or three of those positions, Soni said.

“The pace of change and product cycles and skills demands in the economy are moving more quickly than traditional university processes and program development can keep up,” said Northeastern’s Gallagher.That needs to change, for universities’ own self-preservation, said Gordon, of Eastern Washington

“We’ve got to be at the leading edge of today and tomorrow,” he said, “rather than the day before.”

the more experience Google has with hiring, the more inclined they are to hire people with no college at all

Increasingly, controlled research studies are also showing no correlation, or even an inverse correlation, between college GPA and innovative orientation or ability.

Ironically and tragically, rather than adapt our educational system to the needs of our modern times we have doubled down on the old system, so it is harder today than ever before for young people to retain and build upon their natural curiosity and creativity

obsession with constant feedback

Ventilla likes to call AltSchool’s approach to teaching “Montessori 2.0.” The Montessori method emphasizes letting kids learn primarily through independent projects rather than direct instruction.

AltSchool has built a digital platform, called My.Altschool

“We think assessment can be much less invasive and much more accurate when you’re collecting data from many sources.”

The team is also working on a recommendation engine for teachers, not unlike those used by companies like Amazon and Netflix. This tool would take into account everything that My.Altschool knows about a student—from her playlist history to how she learns best to what her strengths and weaknesses are—to recommend activities. “It’d be great if the system could figure out that Johnny’s an auditory learner, who loves castles, and that he’s struggling with estimating,” Bhatia says, adding that an early version of that tool will likely be available this year.

Once these tools have been validated within the AltSchool environment, Ventilla’s goal is to bundle them up into what he calls an “operating system for a 21st century education” and license them to the education system at large.

Many contributors agree that a competence is a complex construct, comprising knowledge, skills, attitudes, values, etc. But in the actual listing of the competences, they mix competences with their constituent elements.

Lack of evident interaction across elements of competences:

Lack of a common starting point:

Varied taxonomies:

Lack of a common language and common concepts

Unclear standards and developmental progression:

Lack of consensus on the structure of curricula:

While there is consensus on the need to transition to competence-based curricula, views on the structure of curricula remain divergent between the maintenance of traditional subjects and learning areas interwoven with competences, and the more radical view that curricula should be restructured around competences.

Feasibility of implementation:

Managing the transition:

Weak or unshared tracking of impact:

However, the world still lacks a global normative instrument that can be used as a global reference point for curricula transformation.

Competence is herein defined as the developmental capacity to interactively mobilize and ethically use information, data, knowledge, skills, values, attitudes, and technology to engage effectively and act across diverse 21 st century contexts to attain individual, collective, and global good.

Distinguishing Attributes of a Competence-based Curriculum

A competence-based curriculum is grounded in the understanding of the demands of the learners’ context.

In contrast to competence-based curricula, subject-based curricula are mostly grounded in an understanding of the subject matter content or the disciplines. They generally prepare learners to know the subject matters and to gain a deep understanding of advancements in the field. They don’t necessarily emphasize immediate use of acquired knowledge. The application is often deferred to real life situations that learners may confront later in life, forcing them to apply what they had learned. Because of insensitivity to context, it is often easy to have the same curriculum across different contexts, mostly borrowed from what are considered to be advanced contexts. The risk of irrelevance of the curriculum is also higher.

A key consideration is how best to facilitate curriculum specialists to gain an in-depth understanding of the learners’ current and future contexts, and how to identify competences, which should be reflected in curricula.

Learner centeredness:

Competence-based curricula emphasize the ability to use what is learned. Acquisition is important but not sufficient.

Emphasis on outcomes or impact:

A key consideration is how to support educators to reach for the deeper impact of learning, and how to assess it.

Emphasis on trans-disciplinarity:

Especially at the post-primary level, a key consideration is how to enable educators to master their specific disciplines, and at the same time, to have adequate knowledge of other disciplines enough to make transdisciplinary linkages. Another challenge is how to design curricula in a way that makes linkages across subjects and learning areas.

Competence-based curricula are structured around competences and not around subjects, and progression relates to the competence rather than subject matter difficulty.

As the last word, competence-based curricula are not against subject matter content. Effective application of content across disciplines actually requires a high level of mastery of the content.

seven macro competences that are considered relevant across contexts. These are: (i) Lifelong learning; (ii) Self-agency; (iii) Interactively using diverse tools and resources; (iv) Interacting with others; (v) Interacting with the world; (vi) Multi-literateness; and (vii) Trans-disciplinarity. Because of their universality, macro competences are quite stable. They allow for curricula stability across transformations and reforms. They are the bigger picture and the overarching "why" of a curriculum.

Knowing how to learn is the most critical future competence.

The 21 st century requires people to be self-actualized agents.

Responsible use of tools and resources is also at the heart of responsible consumption and sustainable lifestyles, which contribute to sustainable development.

It demands collaboration to resolve complex problems and create integrated solutions across contexts.

This competence enables people to be local and global.

Different contexts will demand different types and levels of literacies.

Increasing complexity requires ever more sophisticated solutions that integrate knowledge from multiple disciplines and from domains of knowledge.

This framework therefore balances the need for dynamic change in curricula with the equal need for stability.

Do you know teachers who claim to be doing PBL but are really doing the same teacher-centered instruction they always have, only with a project (think trifold) thrown in at the end of the year?

we fail to notice the ways of thinking and norms that structure the world in which we operate. As a result, we then cannot see the cultural and structural shift needed for these innovative ideas to reach their true potential.

the data presented showing that less than 1% of U.S. schools were actually operating in the learner-centered paradigm left me even more convinced that inertia is still winning and the only way to make any realistic change is by being much, much smarter in our approach to positive disruption.

earner agency; socially embedded; personalized, relevant, and contextualized; open-walled; and competency-based.

three change levers 1) increasing public will, 2) refining public policy, and 3) building proofs of concept—can be a powerful tool to help grow the 1% of learner-centered environments to a potential tipping point, where learner-centered environments are the prevailing approach to education in this country.

When more education stakeholders are able to see how learner-centered environments are having positive impacts on children, they are better able to build on this success in their own local context.

Well if you look at the skills employers constantly cry out for: empathy, communication, teamwork, agility, flexibility, and the ability to design and make solutions to multidisciplinary problems

chief among their soft skills is a sense of confidence in their abilities to tackle problems and communicate with adults and each other.