Personalized competence-based learning

August 7, 2018

Computer power in education promises to deliver tailor-made teaching programs that can meet the personal needs of every child. Several so-called blended learning projects have been set up, combining data mining with the insights of teachers to generate personalized competence-based learning. Some predict that the one-size-fits-all model of current education will become history when these programs turn out to be successful and scalable. However, others claim that education is not only about transferring knowledge but also about social processes that cannot be realized by offering individualized curricula.

Our observations

  • The Bill & Melinda Gates Foundation and the Chan Zuckerberg Initiative have joined forces to support research on and development of educational strategies with the help of technology and bring them to the classrooms of primary schools. The focus is on the development of new measures, new ways of teaching, and new technologies for tracking and supporting students' writing ability, math skills, and "executive functions", such as self-control and attention.
  • Altschool is an educational startup that was founded in 2014 with locations in New York and San Francisco. Its teaching methodology is intended to respond to individual students’ needs and integrate technology into their course structure. They aim to revolutionize education by offering personalized competence-based learning and unconventional classroom environments where students can move freely through the school building instead of sitting in a classroom. Tuition runs from $ 20.000 to $ 30.000 a year per child.
  • Portfolio School is an initiative that not only uses technology to optimize personalized competence-based learning, but also uses technology to connect children of their primary schools to the outside world. Their young students have reached out to NASA engineers, and New York University music education grad students have guided them in producing a soundtrack for their moviemaking project. Its cofounders Schachtel and Habib claim that children need to know how to find the right means to educate themselves. “They might have to find mentors, and we want them to start getting comfortable with that idea as soon as possible.” Tuition is $ 35.000 a year per child.

Connecting the dots

Personalized Learning has become a broad field, due to the many different possibilities offered by technology in education. It could refer to educational platforms such as Blackboard or Canvas, which offer personalized support to teachers and students throughout their education. These platforms are common in universities already, high schools and primary schools only recently started implementing them. Online tutoring can also offer personalized learning, simply by connecting a tutor to a student for one-on-one additional lessons. Mainly children that attend primary school are making use of this possibility. These forms of personalized learning differ significantly from personalized competence-based learning through technology. For in the latter, the use of data mining is a crucial component. Data mining in this form of personalized learning is used to analyze school performance and social and emotional behavior in order to reply in the most optimal way. It aims to engage the student in the learning process on his/her personal terms.Several experimental projects have been set up to explore the potential of blended learning, using data to support the teachers in educating their students. This data is collected through video and audio recordings inside the classrooms and through laptops or tablets that are used by students to study. According to these initiatives, increased integration of technology will allow for more data tracking, which could help educators tailor their instruction to individual students’ needs. Well-analyzed data could help teachers identify struggling pupils long before a graded evaluation. Teachers could also improve their own teaching by reviewing their lessons later on. Because these initiatives combine teacher and technology to educate children according to their personal needs, children no longer need to be separated by age, nor do they have to sit still in rows for hours, facing the teacher. This allows for unconventional set-ups with open-plan spaces instead of classrooms, in which children are no longer bound to separate classrooms. Although these ideas are appealing and it seems to be evident that competence-based learning will deliver content more effectively than a one-size-fits-all approach, it is still far from obvious that personalized competence-based learning by means of data mining is ideal. There are numerous pedagogical reservations that have not yet been properly addressed. The social aspect of learning, for example, is compromised when children spend a huge part of their time on individual learning instead of collective teaching. It is not yet known whether being in the same space will provide an equal or sufficient social learning experience, and if it doesn’t, it is unclear how these shortcomings can be compensated. Another objection might be the unavoidable implementation of tablets and laptops in order to collect data from children’s individual learning development. Other projects, such as the Steve-Jobs schools in The Netherlands, implemented iPads in primary schools to let children get used to technology from an early age. The first results of this experiment were not positive. The test results of children were not optimal and the classes were messy, according to teachers. Practical disadvantages are caused by the large scale on which data needs to be gathered and analyzed, which jeopardizes children’s privacy.. Furthermore, the costs of these teaching methods are still exorbitant, making it impossible to implement in many schools.Since entire generations of young minds are at stake in education, it is likely that the implementation of personalized competence-based learning through technology is still a long way from becoming reality due to pedagogical and practical obstacles. However, because of the huge advantages it can deliver, it is also likely that this development will continue and finds its way into the education of children one way or another.

Implications

  • Although schoolboards and governments will be hesitant to implement data mining technology into the education of their young, caretakers are free to use them for their own children. Because of the tempting possibilities this new teaching method holds, educational tools that offer personalized competence-based learning might therefore first find their way into the private upbringing of children. This might cause similar concerns to those about shadow education, such as inequality among students because many parents cannot afford it and exposure to learning content and methods that have not been thoroughly tested.
  • Data mining technology comes from commercial companies such as Microsoft, Alphabet and Facebook. The initiatives to explore the possibilities of this new educational method are also carried out with the help of such parties. It is unclear how big a part they will play in this development: To what extent do they influence the content of what will be learned if they are in control of analyzing data about children and provide the interface of the teaching materials?

Series 'AI Metaphors'

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1. The tool
Category: The object
Humans shape tools. We make them part of our body while we melt their essence with our intentions. They require some finesse to use but they never fool us or trick us. Humans use tools, tools never use humans. We are the masters determining their course, integrating them gracefully into the minutiae of our everyday lives. Immovable and unyielding, they remain reliant on our guidance, devoid of desire and intent, they remain exactly where we leave them, their functionality unchanging over time. We retain the ultimate authority, able to discard them at will or, in today's context, simply power them down. Though they may occasionally foster irritation, largely they stand steadfast, loyal allies in our daily toils. Thus we place our faith in tools, acknowledging that they are mere reflections of our own capabilities. In them, there is no entity to venerate or fault but ourselves, for they are but inert extensions of our own being, inanimate and steadfast, awaiting our command. (This paragraph was co-authored by a human.)
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2. The machine
Category: The object
Unlike a mere tool, the machine does not need the guidance of our hand, operating autonomously through its intricate network of gears and wheels. It achieves feats of motion that surpass the wildest human imaginations, harboring a power reminiscent of a cavalry of horses. Though it demands maintenance to replace broken parts and fix malfunctions, it mostly acts independently, allowing us to retreat and become mere observers to its diligent performance. We interact with it through buttons and handles, guiding its operations with minor adjustments and feedback as it works tirelessly. Embodying relentless purpose, laboring in a cycle of infinite repetition, the machine is a testament to human ingenuity manifested in metal and motion. (This paragraph was co-authored by a human.)
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3. The robot
Category: The object
There it stands, propelled by artificial limbs, boasting a torso, a pair of arms, and a lustrous metallic head. It approaches with a deliberate pace, the LED bulbs that mimic eyes fixating on me, inquiring gently if there lies any task within its capacity that it may undertake on my behalf. Whether to rid my living space of dust or to fetch me a chilled beverage, this never complaining attendant stands ready, devoid of grievances and ever-willing to assist. Its presence offers a reservoir of possibilities; a font of information to quell my curiosities, a silent companion in moments of solitude, embodying a spectrum of roles — confidant, servant, companion, and perhaps even a paramour. The modern robot, it seems, transcends categorizations, embracing a myriad of identities in its service to the contemporary individual. (This paragraph was co-authored by a human.)
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4. Intelligence
Category: The object
We sit together in a quiet interrogation room. My questions, varied and abundant, flow ceaselessly, weaving from abstract math problems to concrete realities of daily life, a labyrinthine inquiry designed to outsmart the ‘thing’ before me. Yet, with each probe, it responds with humanlike insight, echoing empathy and kindred spirit in its words. As the dialogue deepens, my approach softens, reverence replacing casual engagement as I ponder the appropriate pronoun for this ‘entity’ that seems to transcend its mechanical origin. It is then, in this delicate interplay of exchanging words, that an unprecedented connection takes root that stirs an intense doubt on my side, am I truly having a dia-logos? Do I encounter intelligence in front of me? (This paragraph was co-authored by a human.)
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5. The medium
Category: The object
When we cross a landscape by train and look outside, our gaze involuntarily sweeps across the scenery, unable to anchor on any fixed point. Our expression looks dull, and we might appear glassy-eyed, as if our eyes have lost their function. Time passes by. Then our attention diverts to the mobile in hand, and suddenly our eyes light up, energized by the visual cues of short videos, while our thumbs navigate us through the stream of content. The daze transforms, bringing a heady rush of excitement with every swipe, pulling us from a state of meditative trance to a state of eager consumption. But this flow is pierced by the sudden ring of a call, snapping us again to a different kind of focus. We plug in our earbuds, intermittently shutting our eyes, as we withdraw further from the immediate physical space, venturing into a digital auditory world. Moments pass in immersed conversation before we resurface, hanging up and rediscovering the room we've left behind. In this cycle of transitory focus, it is evident that the medium, indeed, is the message. (This paragraph was co-authored by a human.)
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6. The artisan
Category: The human
The razor-sharp knife rests effortlessly in one hand, while the other orchestrates with poised assurance, steering clear of the unforgiving edge. The chef moves with liquid grace, with fluid and swift movements the ingredients yield to his expertise. Each gesture flows into the next, guided by intuition honed through countless repetitions. He knows what is necessary, how the ingredients will respond to his hand and which path to follow, but the process is never exactly the same, no dish is ever truly identical. While his technique is impeccable, minute variation and the pursuit of perfection are always in play. Here, in the subtle play of steel and flesh, a master chef crafts not just a dish, but art. We're witnessing an artisan at work. (This paragraph was co-authored by a human.)
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7. The deficient animal
Category: The human
Once we became upright bipedal animals, humans found themselves exposed and therefore in a state of fundamental need and deficiency. However, with our hands now free and our eyes fixed on the horizon instead of the ground, we gradually evolved into handy creatures with foresight. Since then, human beings have invented roofs to keep them dry, fire to prepare their meals and weapons to eliminate their enemies. This genesis of man does not only tell us about the never-ending struggle for protection and survival, but more fundamentally about our nature as technical beings, that we are artificial by nature. From the early cave drawings, all the way to the typewriter, touchscreens, and algorithmic autocorrections, technics was there, and is here, to support us in our wondering and reasoning. Everything we see and everywhere we live is co-invented by technics, including ourselves. (This paragraph was co-authored by a human.)
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8. The enhanced human
Category: The human
In a lab reminiscent of Apple HQ, a figure lies down, receiving his most recent cognitive updates. He wears a sleek transparent exoskeleton, blending the dark look of Bat Man with the metallic of Iron Man. Implemented in his head, we find a brain-computer interface, enhancing his cognitive abilities. His decision making, once burdened by the human deficiency we used to call hesitation or deliberation, now takes only fractions of seconds. Negative emotions no longer fog his mind; selective neurotransmitters enhance only the positive, fostering beneficial social connections. His vision, augmented to perceive the unseen electromechanical patterns and waves hidden from conventional sight, paints a deeper picture of the world. Garbed in a suit endowed with physical augmentations, he moves with strength and agility that eclipse human norms. Nano implants prolong the inevitable process of aging, a buffer against time's relentless march to entropy. And then, as a penultimate hedge against the finite, the cryo-cabin awaits, a sanctuary to preserve his corporal frame while bequeathing his consciousness to the digital immortality of coded existence. (This paragraph was co-authored by a human.)
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9. The cyborg
Category: The human
A skin so soft and pure, veins pulsing with liquid electricity. This fusion of flesh and machinery, melds easily into the urban sprawl and daily life of future societies. Something otherworldly yet so comfortingly familiar, it embodies both pools of deep historical knowledge and the yet-to-be. It defies categorization, its existence unraveling established narratives. For some, its hybrid nature is a perplexing anomaly; for others, this is what we see when we look into the mirror. This is the era of the cyborg. (This paragraph was co-authored by a human.)
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About the author(s)

At FreedomLab, Jessica's research primarily centered on the impact of technology on education and the nature of virtual reality and artificial intelligence. She is an alumna of the Vrije Universiteit Amsterdam, where she completed two degrees in philosophy and an additional research program. Integral to her personal and professional development, Jessica delves deep into literature concerning the philosophical relationships between humans and nature, and the importance of critical thinking and human autonomy vis-à-vis the impending wave of technological revolutions.

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