2,859 Matching Annotations
  1. Apr 2022
    1. solo thinking isrooted in our lifelong experience of social interaction; linguists and cognitivescientists theorize that the constant patter we carry on in our heads is a kind ofinternalized conversation. Our brains evolved to think with people: to teachthem, to argue with them, to exchange stories with them. Human thought isexquisitely sensitive to context, and one of the most powerful contexts of all isthe presence of other people. As a consequence, when we think socially, wethink differently—and often better—than when we think non-socially.

      People have evolved as social animals and this extends to thinking and interacting. We think better when we think socially (in groups) as opposed to thinking alone.

      This in part may be why solo reading and annotating improves one's thinking because it is a form of social annotation between the lone annotator and the author. Actual social annotation amongst groups may add additonal power to this method.

      I personally annotate alone, though I typically do so in a publicly discoverable fashion within Hypothes.is. While the audience of my annotations may be exceedingly low, there is at least a perceived public for my output. Thus my thinking, though done alone, is accelerated and improved by the potential social context in which it's done. (Hello, dear reader! 🥰) I can artificially take advantage of the social learning effects even if the social circle may mathematically approach the limit of an audience of one (me).

    2. the development of intelligent thinking is fundamentally a social process

      great quote


      How can social annotation practices take advantage of these sorts of active learning processes? What might be done in a flipped classroom setting to get students to use social annotation on a text prior to a lecture and have the questions and ideas from these sessions brought into the lecture space for discussion, argument, and expansion?

    3. Researchdemonstrates that students who engage in active learning acquire a deeperunderstanding of the material, score higher on exams, and are less likely to failor drop out.

      Active learning is a pedagogical structure whereby a teacher presents a problem to a group of students and has them (usually in smaller groups) collectively work on the solutions together. By talking and arguing amongst themselves they actively learn together not only how to approach problems, but to come up with their own solutions. Teachers can then show the correct answer, discuss why it was right and explain how the alternate approaches may have gone wrong. Research indicates that this approach helps provide a deeper understanding of the materials presented this way, that students score higher on exams and are less likely to either fail or drop out of these courses.

      Active learning sounds very similar to the sorts of approaches found in flipped classrooms. Is the overlap between the two approaches the same, or are there parts of the Venn diagrams of the two that differ, and, if so, how do they differ? Which portions are more beneficial?

      Does this sort of active learning approach also help to guard against "group think" as the result of comparing solutions from various groups? How might this be applied to democracy? Would separate versions of committees that then convene to compare notes and come up with solutions improve the quality of solutions?

    4. A 2019 study published in the Proceedings of the National Academy ofSciences supports Wieman’s hunch. Tracking the intellectual advancement ofseveral hundred graduate students in the sciences over the course of four years,its authors found that the development of crucial skills such as generatinghypotheses, designing experiments, and analyzing data was closely related to thestudents’ engagement with their peers in the lab, and not to the guidance theyreceived from their faculty mentors.

      Learning has been shown to be linked to engagement with peers in social situations over guidance from faculty mentors.

      Cross reference: David F. Feldon et al., “Postdocs’ Lab Engagement Predicts Trajectories of PhD Students’ Skill Development,” Proceedings of the National Academy of Sciences 116 (October 2019): 20910–16


      Are there areas where this is not the case? Are there areas where this is more the case than not?

      Is it our evolution as social animals that has heightened this effect? How could this be shown? (Link this to prior note about social evolution.)

      Is it the ability to scaffold out questions and answers and find their way by slowly building up experience with each other that facilitates this effect?

      Could this effect be seen in annotating texts as well? If one's annotations become a conversation with the author, is there a learning benefit even when the author can't respond? By trying out writing about one's understanding of a text and seeing where the gaps are and then revisiting the text to fill them in, do we gain this same sort of peer engagement? How can we encourage students to ask questions to the author and/or themselves in the margins? How can we encourage them to further think about and explore these questions? Answer these questions over time?

      A key part of the solution is not just writing the annotations down in the first place, but keeping them, reviewing over them, linking them together, revisiting them and slowly providing answers and building solutions for both themselves and, by writing them down, hopefully for others as well.

    5. instructors and experts must also become more legible models. This can beaccomplished through what philosopher Karsten Stueber calls “re-enactiveempathy”: an appreciation of the challenges confronting the novice that isproduced by reenacting what it was like to have once been a beginner oneself.
    6. As Smith notes, the emulation of model texts was once a standard feature ofinstruction in legal writing; it fell out of favor because of concern that thepractice would fail to foster a capacity for independent thinking. The carefulobservation of how students actually learn, informed by research on the role ofcognitive load, may be bringing models back into fashion.
    7. This act of imitation relieves students of some of theirmental burden, Robinson notes, allowing them to devote the bulk of theircognitive bandwidth to the content of the assignment

      By providing students solid examples of work that is expected of them they can more easily imitate the examples which frees up cognitive bandwidth so that they can focus their time and attention on creating their own content related to particular assignments.

    8. In studies comparing European American children withMayan children from Guatemala, psychologists Maricela Correa-Chávez andBarbara Rogoff asked children from each culture to wait while an adultperformed a demonstration—folding an origami shape—for another childnearby. The Mayan youth paid far more sustained attention to the demonstration—and therefore learned more—than the American kids, who were oftendistracted or inattentive. Correa-Chávez and Rogoff note that in Mayan homes,children are encouraged to carefully observe older family members so that theycan learn how to carry out the tasks of the household, even at very young ages.

      American children aren't encouraged to as attentive imitators as their foreign counterparts and this can effect their learning processes.

    1. ReconfigBehSci. (2020, November 5). @ToddHorowitz3 2/2 so I would prefer to treat this as an opportunity for empirical observation and learning. Evaluation should focus on trying to assess actual contribution, not a priori judgments. [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1324367278352355330

    1. When literature, language, and writing are connected to students’ experiences

      This is an utterly passive statement. They are connected to it? NO. They are shown a context. The learners must be the ones connecting. Otherwise we get inert learning.

    1. 3. Who are you annotating with? Learning usually needs a certain degree of protection, a safe space. Groups can provide that, but public space often less so. In Hypothes.is who are you annotating with? Everybody? Specific groups of learners? Just yourself and one or two others? All of that, depending on the text you’re annotating? How granular is your control over the sharing with groups, so that you can choose your level of learning safety?

      This is a great question and I ask it frequently with many different answers.

      I've not seen specific numbers, but I suspect that the majority of Hypothes.is users are annotating in small private groups/classes using their learning management system (LMS) integrations through their university. As a result, using it and hoping for a big social experience is going to be discouraging for most.

      Of course this doesn't mean that no one is out there. After all, here you are following my RSS feed of annotations and asking these questions!

      I'd say that 95+% or more of my annotations are ultimately for my own learning and ends. If others stumble upon them and find them interesting, then great! But I'm not really here for them.

      As more people have begun using Hypothes.is over the past few years I have slowly but surely run into people hiding in the margins of texts and quietly interacted with them and begun to know some of them. Often they're also on Twitter or have their own websites too which only adds to the social glue. It has been one of the slowest social media experiences I've ever had (even in comparison to old school blogging where discovery is much higher in general use). There has been a small uptick (anecdotally) in Hypothes.is use by some in the note taking application space (Obsidian, Roam Research, Logseq, etc.), so I've seen some of them from time to time.

      I can only think of one time in the last five or so years in which I happened to be "in a text" and a total stranger was coincidentally reading and annotating at the same time. There have been a few times I've specifically been in a shared text with a small group annotating simultaneously. Other than this it's all been asynchronous experiences.

      There are a few people working at some of the social side of Hypothes.is if you're searching for it, though even their Hypothes.is presences may seem as sparse as your own at present @tonz.

      Some examples:

      @peterhagen Has built an alternate interface for the main Hypothes.is feed that adds some additional discovery dimensions you might find interesting. It highlights some frequent annotators and provide a more visual feed of what's happening on the public Hypothes.is timeline as well as data from HackerNews.

      @flancian maintains anagora.org, which is like a planet of wikis and related applications, where he keeps a list of annotations on Hypothes.is by members of the collective at https://anagora.org/latest

      @tomcritchlow has experimented with using Hypothes.is as a "traditional" comments section on his personal website.

      @remikalir has a nice little tool https://crowdlaaers.org/ for looking at documents with lots of annotations.

      Right now, I'm also in an Obsidian-based book club run by Dan Allosso in which some of us are actively annotating the two books using Hypothes.is and dovetailing some of this with activity in a shared Obsidian vault. see: https://boffosocko.com/2022/03/24/55803196/. While there is a small private group for our annotations a few of us are still annotating the books in public. Perhaps if I had a group of people who were heavily interested in keeping a group going on a regular basis, I might find the value in it, but until then public is better and I'm more likely to come across and see more of what's happening out there.

      I've got a collection of odd Hypothes.is related quirks, off label use cases, and experiments: https://boffosocko.com/tag/hypothes.is/ including a list of those I frequently follow: https://boffosocko.com/about/following/#Hypothesis%20Feeds

      Like good annotations and notes, you've got to put some work into finding the social portion what's happening in this fun little space. My best recommendation to find your "tribe" is to do some targeted tag searches in their search box to see who's annotating things in which you're interested.

    1. Lists promise value quickly A normal essay promises a payoff only when you finish it. But lists promise at least some value almost immediately.

    1. This strategy has been shown to substantially increase student achievement across all grade levels (elementary through college) and with students who present with various disabilities (Haydon, Mancil, Kroeger, McLeskey, & Lin, 2011).

      Guided notes (or skeletal notes with broad topic headings) are a useful pedagogical scaffolding technique to encourage students to take notes. Methods like this have been show to improve student outcomes at all levels as well as for those with disabilities.

    1. Is it possible to design a new medium which much more actively supports memorization? That is, the medium would build in (and, ideally, make almost effortless) the key steps involved in memory

      This would be vital in making learning as easy as thinking

    1. A recommendation engine for reading that could reliably supply enjoyable inceptive experiences would be a marvel.

      .c2 Likely the best way to achieve this is on a platform with shortform introductory content that can then funnel you to high quality longform content. This already exists in a unofficial way on Youtube and Tiktok, but no platform would commit to it (as it is taking people away from their site). Readwise could do this through their supplemental highlights feature.

    1. Personalized examples are very resistant to interference and can greatly reduce your learning time

      Creating links to one's own personal context can help one to both learn and retain new material.

    2. One of the most effective ways of enhancing memories is to provide them with a link to your personal life.

      Personalizing ideas using existing memories is a method of brining new knowledge into one's own personal context and making them easier to remember.

      link this to: - the pedagogical idea of context shifting as a means of learning - cards about reframing ideas into one's own words when taking notes

      There is a solid group of cards around these areas of learning.


      Random thought: Personal learning networks put one into a regular milieu of people who are talking and thinking about topics of interest to the learner. Regular discussions with these people helps one's associative memory by tying the ideas into this context of people with relation to the same topic. Humans are exceedingly good at knowing and responding to social relationships and within a personal learning network, these ties help to create context on an interpersonal level, but also provide scaffolding for the ideas and learning that one hopes to do. These features will tend to reinforce each other over time.

      On the flip side of the coin there is anecdotal evidence of friends taking courses together because of their personal relationships rather than their interest in the particular topics.

  2. Mar 2022
    1. . While LMS vendors seek to create an environment that provides an all-encompassing PLE, the fact that they are closed networks and that they are platforms built to meet the needs of entire institutions means that they usually are not personalised enough to meet the needs of a connected learner, who is (most often) already used to the flexibility and ownership web 2.0 tools provide.

      This is important. I have been saying for awhile now that without properly planning an LMS space, it is merely a repository (much like an old dusty library but without the interesting discoveries).

    2. PLE = Personal Learning Environment PLN = Personal / Professional Learning Network LMS = Learning Management System OLN= Open Learning Network

      Important acronyms to take note of - mentioned often in online learning and can be overwhelming to students and 'newbie' academics

    1. Dr Ellie Murray, ScD. (2022, January 6). School & university administrators, as you grapple with this week’s decisions, spare some time to think about how to delay next January’s start date to Jan 16 2022. Do you need to extend into summer? Change course lengths? Figure it out because this is going to happen again! [Tweet]. @epiellie. https://twitter.com/epiellie/status/1478921243961274370

    1. These ways of knowinghave inherent value and are leading Western scientists to betterunderstand celestial phenomena and the history and heritage thisconstitutes for all people.

      The phrase "ways of knowing" is fascinating and seems to have a particular meaning across multiple contexts.

      I'd like to collect examples of its use and come up with a more concrete definition for Western audiences.

      How close is it to the idea of ways (or methods) of learning and understanding? How is it bound up in the idea of pedagogy? How does it relate to orality and memory contrasted with literacy? Though it may not subsume the idea of scientific method, the use, evolution, and refinement of these methods over time may generally equate it with the scientific method.

      Could such an oral package be considered a learning management system? How might we compare and contrast these for drawing potential equivalencies of these systems to put them on more equal footing from a variety of cultural perspectives? One is not necessarily better than another, but we should be able to better appreciate what each brings to the table of world knowledge.

    1. A major advance in user interfaces that supports creative exploration would the capacity to go back in time, to review and manipulate the history of actions taken during an entire session. Users will be able to see all the steps in designing an engine and change an early design decision. They will be able to extract sections of the history to replay them or to convert into permanent macros that can be applied in similar situations. Extracting and replaying sections of history is a form of direct man ipulation programming. It enables users to explore every alternative in a decision-making situation, and then chose the one with the most favorable outcomes.

      While being able to view the history of a problem space from the perspective of a creation process is interesting, in reverse, it is also an interesting way to view a potential learning experience.

      I can't help but think about the branching tree networks of knowledge in some math texts providing potential alternate paths through the text to allow learners to go from novice to expert in areas in which they're interested. We need more user interfaces like this.

    2. Learning how to learn is often listed as a goal of education, but acquiring the goal-directed discipline, critical thinking skills, and cognitive self-awareness that support collection of knowledge is difficult. Advanced user interfaces may be able to help users better formulate their information needs, identify what information gaps impede them, and fabricate plans to satisfy their needs. Often as information is acquired, the users's knowledge shifts enough to require a reformulation of their plans. Information visualization interfaces and hypertext environments are a first step in supporting incidental learning, exploratory browsing, and then rapid reformulation of plans. As a refined theory of knowledge acquisition emerges, improved tools will f ollow.
    1. And a network which is sparsely knit there are a lot of people in my network and in your 00:46:06 network who don't know each other. And it's loosely bound. There are people from outside the network, in fact that's how a small world network happens.

      Harold Jarche - strong and weak social ties - https://jarche.com/2014/11/working-and-learning-out-loud/

    1. The use of gesture supplies a temporary scaffold that supports theseundergraduates’ still wobbly understanding of the subject as they fix theirknowledge more firmly in place.

      Gesturing supplies a visual scaffolding which allows one to affix their budding understanding of new concepts into a more permanent structure.

    2. “It is from the attempt of expressing themselves thatunderstanding evolves, rather than the other way around,” he maintains.

      —Woff-Michael Roth

      Actively attempting to express oneself is one of the best methods of evolving one's understanding.

      Link this to the ideas related to being forced to actively manufacture the answer to a question is one of the best ways to learn.

    3. Gesture encourages experimentation.”

      —Susan Goldin-Meadow

      Can teachers encourage gesture as a means of helping their students learn? How might this be done?

  3. Feb 2022
    1. Among the many purported benefits of diversity initiatives is the promise that when minority members contribute novel perspectives, they create a learning opportunity for their peers. However, for minority contributions to affect the performance of others, majority members must attend to them.
    1. Hiatt wrote in her book: "My next career steps have always been inspired by asking myself the key question of 'What do I want to learn in the next phase of my career?'" Without having a sense of the next leap, it's easy to limit yourself to comfortable roles that avoid stress, instead of chasing opportunities for growth, she says.Hiatt says her managers were often the key indicators of her personal growth trajectory and opportunities. In exchange, she says, it was up to her to be proactive with those opportunities and deliver results. She says she always prioritized the type of people she wanted to work for over everything else, because it would shape the kind of person and leader she wanted to be.

      What is the gap between me and this person, and do I want to close the gap?

    1. Contemporary digital learning technologies generate, store, and share terabytes of learner data—which must flow seamlessly and securely across systems. To enable interoperability and ensure systems can perform at-scale, the ADL Initiative is developing the Data and Training Analytics Simulated Input Modeler (DATASIM), a tool for producing simulated learner data that can mimic millions of diverse user interactions. view image full screen DATASIM application screen capture. DATASIM is an open-source platform for generating realistic Experience Application Programming Interface (xAPI) data at very large scale. The xAPI statements model realistic behaviors for a cohort of simulated learner/users, producing tailorable streams of data that can be used to benchmark and stress-test systems. DATASIM requires no specialized hardware, and it includes a user-friendly graphical interface that allows precise control over the simulation parameters and learner attributes.
    1. Amy Rae Fox@thoughtafoxYES I underline and highlight when I read and YES I know xyz studies demonstrate highlighting is not an 'effective learning technique' ... but not all learning is about remembering #toolsforthought9:41 PM · Feb 1, 2022·Twitter Web App

      YES I underline and highlight when I read and YES I know xyz studies demonstrate highlighting is not an 'effective learning technique' ... but not all learning is about remembering #toolsforthought

      — Amy Rae Fox (@thoughtafox) February 2, 2022
      <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>

      An interesting perspective. Worth comparing the ideas of learning and remembering and what relationship they have to each other.

    1. Trying to find research on sketchnoting during presentations. Research directly comparing sketchnoting and more traditional notetaking does not seem to exist. References to dual coding theory do not count. Why is this popular?
    1. Overarching Learning Goals that are achievable for your students

      Multiple tiers of interconnected and aligned goals link classroom activity with published standards and curricula.

    1. Read for Understanding

      Ahrens goes through a variety of research on teaching and learning as they relate to active reading, escaping cognitive biases, creating understanding, progressive summarization, elaboration, revision, etc. as a means of showing and summarizing how these all dovetail nicely into a fruitful long term practice of using a slip box as a note taking method. This makes the zettelkasten not only a great conversation partner but an active teaching and learning partner as well. (Though he doesn't mention the first part in this chapter or make this last part explicit.)

    2. he best-researched and mostsuccessful learning method is elaboration. It is very similar to whatwe do when we take smart notes and combine them with others,which is the opposite of mere re-viewing (Stein et al. 1984)Elaboration means nothing other than really thinking about themeaning of what we read, how it could inform different questions andtopics and how it could be combined with other knowledge

      Elaboration is thinking deeply about the meaning of what we've read, how it could inform or answer different questions, and how it can be linked or combined with other knowledge. It is one of the best-researched and most successful learning methods. While it seems to have some subtle differences, it sounds broadly similar to the Feynman technique and is related to the idea of writing questions based on one's notes in the Cornell note taking method.

    3. As Terry Doyleand Todd Zakrajsek put it: “If learning is your goal, cramming is anirrational act” (Doyle and Zakrajsek 2013).
    4. Even without any feedback, we will be better off ifwe try to remember something ourselves (Jang et al. 2012).
    5. When we try to answer a question before we know how to, we willlater remember the answer better, even if our attempt failed (Arnoldand McDermott 2013)
    6. “Manipulations such as variation, spacing, introducing contextualinterference, and using tests, rather than presentations, as learningevents, all share the property that they appear during the learningprocess to impede learning, but they then often enhance learning asmeasured by post-training tests of retention and transfer. Conversely,manipulations such as keeping conditions constant and predictable andmassing trials on a given task often appear to enhance the rate oflearning during instruction or training, but then typically fail to supportlong-term retention and transfer” (Bjork, 2011, 8).

      This is a surprising effect for teaching and learning, and if true, how can it be best leveraged. Worth reading up on and testing this effect.

      Indeed humans do seem built for categorizing and creating taxonomies and hierarchies, and perhaps allowing this talent to do some of the work may be the best way to learn not only in the short term, but over longer term evolutionary periods?

    7. If you now think: “That’s ridiculous. Who would want to read andpretend to learn just for the illusion of learning and understanding?”please look up the statistics: The majority of students chooses everyday not to test themselves in any way. Instead, they apply the verymethod research has shown again (Karpicke, Butler, and Roediger2009) and again (Brown 2014, ch. 1) to be almost completelyuseless: rereading and underlining sentences for later rereading.And most of them choose that method, even if they are taught thatthey don’t work.

      Even when taught that some methods of learning don't work, students will still actively use and focus on them.


      Are those using social annotation purposely helping students to steer clear of these methods? is there evidence that the social part of some of these related annotation or conversational practices with both the text and one's colleagues helpful? Do they need to be taken out of the text and done in a more explicit manner in a lecture/discussion section or in a book club like setting similar to that of Dan Allossso's or even within a shared space like the Obsidian book club to have more value?

    8. We face here the same choice between methods that make us feellike we learned something and methods that truly do make us learnsomething.

      What methods of studying actually make us learn something versus make us feel as if we've learned something?

      Active reading, progressive summarization may be on this list while highlighting and underlining might not. Or perhaps there's a spectrum of poor to good, and if this is the case, what does it look like? Is it the same for everyone or are factors like neurodivergence part of the equation which might change this spectrum of learning methods and techniques?

    9. Understanding is not just a precondition to learning something. Toa certain degree, learning is understanding.

      What is the relationship between understanding and learning? Is it true that learning is understanding? Is the relationship bi-directional?

      The mere-exposure effect can make us feel as if we've learned something, but without testing ourselves or being able to reframe and recompose an idea we haven't really learned it.

    10. While it is obvious that familiarity is not understanding, we have nochance of knowing whether we understand something or just believewe understand something until we test ourselves in some form.

      The Cornell notes practice of writing questions in the empty left column as a means of testing knowledge can be an effective tool after taking notes to ensure that one has actually learned and understood the broad concepts. They can also be used for spaced repetition purposes as well.

      Valuable though they may be as teaching and learning tools, they don't figure directly into the idea of permanent notes from a zettelkasten perspective.

    11. Taking smart notes is the deliberate practice ofthese skills. Mere reading, underlining sentences and hoping toremember the content is not.

      Some of the lighter and more passive (and common) forms of reading, highlighting, underlining sentences and hoping to understand or even remember the content and contexts is far less valuable than active reading, progressive summarization, comparing and contrasting, and extracting smart or permanent notes from one's texts.

    12. Probably the best method is to take notes – not excerpts, butcondensed reformulated accounts of a text.

      What is the value of reformulating texts and ideas into one's own words rather than excerpting them?

      In the commonplace tradition, learners were suggested to excerpt knowledge and place it into their commonplace books. Luhmann (2000, 154f) and Ahrens (2017, 85) suggest that instead of excerpting that one practice a form of progressive summarization of texts into their own words as a means to learn and expand ones' frames of reference and knowledge.

    13. This is why it is so much easier to remember things we understandthan things we don’t. It is not that we have to choose to focus eitheron learning or understanding. It is always about understanding – andif it is only for the sake of learning. Things we understand areconnected, either through rules, theories, narratives, pure logic,mental models or explanations. And deliberately building these kindsof meaningful connections is what the slip-box is all about.Every step is accompanied by questions like: How does this fact fitinto my idea of ...? How can this phenomenon be explained by thattheory? Are these two ideas contradictory or do they complementeach other? Isn’t this argument similar to that one? Haven’t I heardthis before? And above all: What does x mean for y? Thesequestions not only increase our understanding, but facilitate learningas well. Once we make a meaningful connection to an idea or fact, itis difficult not to remember it when we think about what it isconnected with.

      Our natural associative memories make learning easier when we can associate a new piece of knowledge into our previously existing framework of knowledge and understanding.

      Associative questions can help us to assume new knowledge. Try some of the following:

      How does this new fact X fit into my conception of Y?

      How can new phenomenon be explained by theory Z?

      Is this new idea contradictory with this prior theory or do they complement and reinforce each other?

      Is this new argument similar to that one? Is one subsumed into or abstracted by the other?

      This sounds familiar, haven't I heard this before?

      What does x mean for y?

    14. The more experience you gain, the more you willbe able to rely on your intuition to tell you what to do next. Instead oftaking you “from intuition to professional writing strategies”, as thetitle of a typical study guide promises, it is here all about becoming aprofessional by acquiring the skills and experience to judgesituations correctly and intuitively so you can chuck misleading studyguides for good. Real experts, Flyvbjerg writes unambiguously, don’tmake plans (Flyvbjerg 2001, 19).

      The more experience one gains will lead them to eventually rely on their intuition rather than on planning. Experts are able to flexibly rely on their experience and this learned intuition instead of needing the rules and planning they used when they were novices.

      link to https://hypothes.is/a/9luWFI3NEeyPyOcuGrxKeg

    15. The moment we stop making plans is the moment we start to learn.

      No evidence for this statement, but does bring up some good questions:

      When does learning start?

      What does the process look like?

      What are the ingredients or building blocks?

      How do we define learning?

      How do we better encourage learning

    16. his suggests that successful problem solvingmay be a function of flexible strategy application in relation to taskdemands.” (Vartanian 2009, 57)

      Successful problem solving requires having the ability to adaptively and flexibly focus one's attention with respect to the demands of the work. Having a toolbelt of potential methods and combinatorially working through them can be incredibly helpful and we too often forget to explicitly think about doing or how to do that.

      This is particularly important in mathematics where students forget to look over at their toolbox of methods. What are the different means of proof? Some mathematicians will use direct proof during the day and indirect forms of proof at night. Look for examples and counter-examples. Why not look at a problem from disparate areas of mathematical thought? If topology isn't revealing any results, why not look at an algebraic or combinatoric approach?

      How can you put a problem into a different context and leverage that to your benefit?

    17. Our brains work not that differently in terms of interconnectedness.Psychologists used to think of the brain as a limited storage spacethat slowly fills up and makes it more difficult to learn late in life. Butwe know today that the more connected information we alreadyhave, the easier it is to learn, because new information can dock tothat information. Yes, our ability to learn isolated facts is indeedlimited and probably decreases with age. But if facts are not kept

      isolated nor learned in an isolated fashion, but hang together in a network of ideas, or “latticework of mental models” (Munger, 1994), it becomes easier to make sense of new information. That makes it easier not only to learn and remember, but also to retrieve the information later in the moment and context it is needed.

      Our natural memories are limited in their capacities, but it becomes easier to remember facts when they've got an association to other things in our minds. The building of mental models makes it easier to acquire and remember new information. The down side is that it may make it harder to dramatically change those mental models and re-associate knowledge to them without additional amounts of work.


      The mental work involved here may be one of the reasons for some cognitive biases and the reason why people are more apt to stay stuck in their mental ruts. An example would be not changing their minds about ideas of racism and inequality, both because it's easier to keep their pre-existing ideas and biases than to do the necessary work to change their minds. Similar things come into play with respect to tribalism and political party identifications as well.

      This could be an interesting area to explore more deeply. Connect with George Lakoff.

    18. Who can blame you forprocrastinating if you find yourself stuck with a topic you decided onblindly and now have to stick with it as the deadline is approaching?

      Students may potentially built up enough context within a particular course to be able to luckily stumble upon an interesting question or idea about which to write, but the procrastination and wait times required to get lucky means that they don't have enough time to research and read additional material to move towards ultimate solutions. As a result, their work product is boring and dull and doesn't advance the space in which they're working. And these are the lucky ones which will stumble upon something interesting or be able to remember it. The results of the rest will be even less interesting.

    19. Every intellectual endeavour starts from an already existingpreconception, which then can be transformed during further inquiresand can serve as a starting point for following endeavours. Basically,that is what Hans-Georg Gadamer called the hermeneutic circle

      (Gadamer 2004).

      All intellectual endeavors start from a preexisting set of ideas. These can then be built upon to create new concepts which then influence the original starting point and may continue ever expanding with further thought.


      Ahrens argues that most writing advice goes against the idea of the hermeneutic circle and pretends as if the writer is starting with a blank page. This can prefigure some of the stress and difficulty Ernest Hemingway spoke of when he compared writing to "facing the white bull which is paper with no words on it."

      While it can be convenient to think of the idea of tabula rasa, in practice it really doesn't exist. As a result the zettelkasten more readily shows its value in the writing process.

    20. the accidental encounters make up the majority of what welearn.

      Serendipity is a valuable teacher.

    21. Make literature notes. Whenever you read something, make notesabout the content. Write down what you don’t want to forget or thinkyou might use in your own thinking or writing. Keep it very short, beextremely selective, and use your own words.

      Literature notes could also be considered progressive summaries of what one has read. They are also a form of practicing the Feynman technique where one explains what one knows as a means of embracing an idea and better understanding it.

    1. Research is needed to determine the situations in which the redundancy principle does not hold

      p. 144-145

      The authors describe limits to the research (circa 2016) as follows: 1. Kinds of learners, 2. kinds of material, and 3. kinds of presentation methods. Each of these situations present interesting possibilities for research related to the use of closed captions used by first-year law students while watching course-related videos.

      When considering how "kinds of learners" might be relevant, the authors ask how redundant on-screen text might hurt or help non-native speakers of a language or learners with very low prior knowledge. It is probably reasonable to consider first-year law students as having "very low prior knowledge". Is there any sense in which those same students could be understand as having overlapping characteristics with TBD

    2. Principle 2: Consider Adding On‐Screen Text to Narration in Special Situations

      p. 139-141

      Clark and Mayer describe a key exception to the first principle they describe. One of the special situations they describe consists of when a learner must "exert greater cognitive effort to comprehend spoken text rather than printed text" (p. 140). This could be when the verbal material is complex and challenging, such as when learners are learning another language or when terminology is challenging such as might be encountered in scientific, technical, or legal(?) domains (p. 141).

      [P]rinting unfamiliar technical terms on the screen may actually reduce cognitive processing because the learner does not need to grapple with decoding the spoken words.

      However, it may be necessary to ensure that video is slow-paced or learner-controlled under circumstances where both audio narration and on-screen text are provided. Mayer, Lee, and Peebles (2014) found that when video is fast-paced, redundant text can cause cognitive overload, even when learners are non-native speakers.

      Mayer, R. E., Lee, H., & Peebles, A. (2014). Multimedia Learning in a Second Language: A Cognitive Load Perspective. Applied Cognitive Psychology, 28(5), 653–660. https://doi.org/10.1002/acp.3050

    3. Another major problem with the learning styles view is that it is not sup-ported by the available research evidence.

      Daniel Willingham, a Professor of Psychology at University of Virginia, has written a concise FAQ on the topic of "learning styles" that I've annotated here. In addition to providing links to research about learning styles, he also makes some key distinctions between what might be meant by "style" vs. "ability" vs. "preference".

    4. boundary conditions.

      p. 131-132

      Clark and Mayer provide a brief summary of the boundary conditions, the situations in which learners benefit from the use redundant on-screen text. These situations include adding printed text when 1) there are no graphics, 2) the presentation rate of the on-screen text is slow or learner-controlled, 3) the narration includes technical or unfamiliar words, and the 3) on-screen text is shorter than the audio narration.

      The first three conditions described bear some similarity to closed caption use by students in legal education watching class lecture videos, especially students in first-year courses. Typically, the students are viewing videos with very few detailed graphics, they have control over the speed, pause, review, and advance features of the video player, and the narration provides numerous legal terms.

      Although closed captions are intended for hard of hearing and deaf viewers, they may have some benefits for other learners if the boundary conditions described by the authors turn out to be true. Dello Stritto and Linder (2017) shared findings from a large survey of post-secondary students reporting that a range of students found closed captions to be helpful.

      Dello Stritto, M. E., & Linder, K. (2017). A Rising Tide: How Closed Captions Can Benefit All Students. Educause Review Online. https://er.educause.edu:443/articles/2017/8/a-rising-tide-how-closed-captions-can-benefit-all-students

    5. graphics using words in both on‐screen text and audio narration in which the audio repeats the text. We call this technique redundant on‐screen text because the printed text (on‐screen text) is redundant with the spoken text (narration or audio).

      Clark and Mayer provide a definition of redundant: Graphics accompanied by words in both on-screen text and audio narration in which that text is repeated. p. 131

      The authors go on to provide guidance about concurrent graphics, audio, and on-screen text. Based upon the research that they summarize in Chapter Seven, they advise instructors not to add printed text to an on screen graphic.

      p. 131

    1. The video profile of the xAPI was created to identify and standardize the common types of interactions that can be tracked in any video player.
    1. "Context" manipulation is one of big topic and there are many related terminologies (academic, language/implementation specific, promotion terminologies). In fact, there is confusing. In few minutes I remember the following related words and it is good CS exam to describe each :p Thread (Ruby) Green thread (CS terminology) Native thread (CS terminology) Non-preemptive thread (CS terminology) Preemptive thread (CS terminology) Fiber (Ruby/using resume/yield) Fiber (Ruby/using transfer) Fiber (Win32API) Generator (Python/JavaScript) Generator (Ruby) Continuation (CS terminology/Ruby, Scheme, ...) Partial continuation (CS terminology/ functional lang.) Exception handling (many languages) Coroutine (CS terminology/ALGOL) Semi-coroutine (CS terminology) Process (Unix/Ruby) Process (Erlang/Elixir) setjmp/longjmp (C) makecontext/swapcontext (POSIX) Task (...)
    1. Now you have the extension up and running. It's time to start annotating some documents.

      Here we can annotate the stuff we are reading.

    1. The hermeneutic circle (German: hermeneutischer Zirkel) describes the process of understanding a text hermeneutically. It refers to the idea that one's understanding of the text as a whole is established by reference to the individual parts and one's understanding of each individual part by reference to the whole. Neither the whole text nor any individual part can be understood without reference to one another, and hence, it is a circle. However, this circular character of interpretation does not make it impossible to interpret a text; rather, it stresses that the meaning of a text must be found within its cultural, historical, and literary context.

      The hermeneutic circle is the idea that understanding a text in whole is underpinned by understanding its constituent parts and understanding the individual parts is underpinned by understanding the whole thereby making a circle of understanding. This understanding of a text is going to be heavily influenced by a text's cultural, historical, literary, and other contexts.

    1. creased learning in a college physics course with timelyuse of short multimedia summaries

      I'm forced to wonder if this is actually an instance of coddling. Creating the summaries for students removes the need for the students to learn to summarize what they study & learn on their own. Being able to summarize the work of others is an aspect of life-long learning that is, IMHO, crucial.

    1. Highlighting would be a crude form of knowledge telling. Knowledge transforming involves interpretation on the part of the content producer.

      Scholars who study writing differentiate between knowledge telling and knowledge transforming.

      Highlighting can be seen as a weak form of knowledge telling. It's a low level indicator that an idea is important, but doesn't even go so far as the reader strengthening the concept by restating the idea in their own words similar to the Feynman technique.

      One could go steps further by not only restating it but transforming it and linking it into one's larger body of knowledge or extending into other contexts.

  4. Jan 2022
    1. Kristen: Well, what’s interesting, and you bring up such a great point. One of the top neuromyths out there is learning styles. And, so when you’re looking at learning styles, this is something that almost seems to permeate. It doesn’t matter when you started teaching, whether it’s K through 12, or higher education at some point if you’ve been involved in education, you’ve come across learning styles. Now there are learning preferences and there’s lots of wonderful research on that. But this concept of teaching to learning styles, I think, unfortunately… we talk about this in section seven of our report kind of got mixed in with multiple intelligences. And, that is not at all what multiple intelligence was about, but it was almost the timing of it and so, having been a K through 12 teacher, I remember going through a professional development where we learned about learning styles and how it was something to look at in terms of teaching to learning preferences. And, even to this day when I do presentations, and I know Michelle has run into this as well, especially when we co-teach some of the OLC workshops, somebody will inevitably raise their hand or type in the chat area “Are you kidding? Learning styles is a neuromyth? We just had somebody on our campus six months ago, who taught us how to do an assessment to teach to learning styles.” So, it’s still out there, even though there’s so much in the literature saying it’s a neuromyth. It’s still prevalent within education across all areas.
    1. Students also cited the frequent interruptions that accompanied each transition from group activities to instructor feedback (14 responses), a concern that their errors made during class would not be corrected (10 responses), and a general feeling of frustration and confusion (14 responses) when discussing their concerns about the actively taught classes.

      To what extent are these transitions, interruptions, and frustrations actually pedagogically valuable, and to what extent are they just cognitive overhead? Can they be reduced?

    1. It isn't about note taking, it's about supporting a brain that simply isn't capable of retaining the level of information that we have to deal with. The ultimate note taking device is actually an augmented human brain that has perfect recollection and organisation.

      What note taking is about

    1. xAPI Wrapper Tutorial Introduction This tutorial will demonstrate how to integrate xAPI Wrapper with existing content to capture and dispatch learning records to an LRS.

      roll your own JSON rather than using a service like xapi.ly

    1. Storyline 360 xAPI Updates (Winter 2021)Exciting xAPI update for Storyline users! Articulate has updated Storyline 360 to support custom xAPI statements alongside a few other xAPI-related updates. (These changes will likely come to Storyline 3 soon, though not as of November 30, 2021.)
    1. Making xAPI Easier Use the xapi.ly® Statement Builder to get more and better xAPI data from elearning created in common authoring platforms. xapi.ly helps you create the JavaScript triggers to send a wide variety of rich xAPI statements to the Learning Record Store (LRS) of your choice.

      criteria for use and pricing listed on site

    1. Here you will find a well curated list of activities, activity types, attachments types, extensions, and verbs. You can also add to the registry and we will give you a permanently resolvable URL - one less thing you have to worry about. The registry is a community resource, so that we can build together towards a working Tin Can data ecosystem.

      **participant in the Spring 2022 XAPI cohort suggested that 'Registry is not maintained, and they generally suggest using the Vocab Server (which is also the data source for components in the Profile Server).'

  5. www.json.org www.json.org
    1. JSON (JavaScript Object Notation) is a lightweight data-interchange format. It is easy for humans to read and write. It is easy for machines to parse and generate. It is based on a subset of the JavaScript Programming Language Standard ECMA-262 3rd Edition - December 1999. JSON is a text format that is completely language independent but uses conventions that are familiar to programmers of the C-family of languages, including C, C++, C#, Java, JavaScript, Perl, Python, and many others. These properties make JSON an ideal data-interchange language.
    1. The xAPI Vocabulary and Profile Server is a curated list of xAPI vocabulary concepts and profiles maintained by the xAPI community.
    1. xAPI Foundations Leverage xAPI to develop more comprehensive learning experiences. This on-demand e-learning course is available online immediately after purchase. Within the course, you will have the opportunity to personalize your learning by viewing videos, interacting with content, hearing from experts, and planning for your future. You will have access to the course(s) for 12 months from your registration date.
    1. You don’t have to believe in learning styles theories to appreciate differences among kids, to hold an egalitarian attitude in the midst of such differences, and to try to foster such attitudes in students.
    2. learning styles is not a theory of instruction. It is a theory of how the mind works. So when I say “there’s no evidence for learning styles” I am making a claim about the mind, not about instruction.

      Learning styles is a theory of how the mind works not a theory of instruction.

    3. (2) the fact that we haven’t definitively proven a theory wrong seems like a poor reason to advocate using the theory in classrooms. To the extent that teachers use scientific theories about the mind to inform their practice, doesn’t it make sense to use theories that scientists are pretty sure are right?
    4. (1) it’s absolutely true that we could find out tomorrow that there are learning styles after all. Someone could propose a new theory, or we might realize that there is a different, better way to test the old theories. Note this is always the case--you can't absolutely prove a theory untrue.
    5. there’s not much reason to think it’s because kids have different learning styles. Maybe it’s always good for kids to experience any idea in several different ways, even if all the experiences were in the same style. Maybe one of the experiences is especially well-suited to help kids understand the concept. Maybe the repetition is good. If it's a good idea to teach to all styles, great, but I'd like to figure out why kids are learning more that way, given that other predictions of styles theories aren't supported.

      This description of "teach[ing] to all the [learning] styles" seems similar to some descriptions of Universal Design for Learning that I have seen.

    6. You give people the opportunity to use their preferred style or you prevent them from using their preferred style. You should see some difference in the effectiveness of the learning of the two groups--their comprehension of whatever task you set, their memory, something. That’s the evidence that’s lacking. 

      What would evidence for learning styles look like?

    7. Ability is that you can do something. Style is how you do it.

      Ability vs. style

    1. the curse of knowledge. It’s a simple but devastating effect: Once we know something, it’s very difficult to imagine not knowing it, or to take the perspective of someone who doesn't.

      The curse of knowledge

    1. Only once the second price is being paid do you see any return on the first one. Paying only the first price is about the same as throwing money in the garbage.

      There is something to this.

    1. Learning program analytics seek to understand how an overall learning program is performing. A learning program typically encompasses many learners and many learning experiences (although it could easily contain just a few).
    2. Learning experience analytics seek to understand more about a specific learning activity. 
    3. Learner analytics seek to understand more about a specific person or group of people engaged in activities where learning is one of the outputs.
    4. There are many types of learning analytics and things you can measure and analyze. We segment these analytics into three categories: learning experience analytics, learner analytics, and learning program analytics.
    5. Learning analytics is the measurement, collection, analysis, and reporting of data about learners, learning experiences, and learning programs for purposes of understanding and optimizing learning and its impact on an organization’s performance.
    1. les lettres que je reçois des Services adaptés en rendent plusieurs visibles

      Most of us have received those letters, indicating that some learners will require special accommodations. And students learn to fit the description. Reminds me of those learners in my classes who expressed surprise at obtaining a high grade on an assignment.

      For instance, a musician in my ethnomusicology course, back in 2006, came to me with something of a complaint:

      You gave me an A on this assignment!

      Right. What's the problem?

      I have a learning disability!

      Erm... Not in my course, you don't! ;-)

      Students like this musician had done exactly the work required to fulfill the requirements... which didn't match expected requirements (which are overwhelmingly scriptocentric).

      Conversely, some learners assume they'll always get good grades ("I'm an A student!"), typically because their writing style matches academic expectations.

      Surely, there's research on this labelling effect. Now, I'm not saying that it's the only effect coming from these letters (or from "dean's lists"). Accommodations can be particularly important in courses where there's a pressure to perform in a certain way. And it sounds like grade-based rewards are important in several social systems. I'm merely thinking of links between Howie Becker's best-known book and his unsung work.

    1. Social learning This is a feature the LXP has really expanded. Although some of the more advanced LMSs boast social features, the Learning Experience Platform is better formatted for them and far more likely to provide.  Firstly, the LXP caters for a broader range of learning options than the LMS. It’s usually not difficult to use your LXP to set up an online class or webinar.  LXPs also provide a chance for learners to share their opinions on content: liking, sharing, or commenting on an article or online class. Users can follow and interact with others, above or below them in the organisation. Sometimes LXPs even provide people curation, matching learners and mentors.  Users also have a chance to make the LXP their own by setting up a personalised profile page. It might seem low-priority, but a sense of ownership usually corresponds with a boost in engagement.  As well prepared as Learning & Development leaders are, there’ll be things that people doing a job every day will know that you won’t. They can use their personal experience to recommend or create learning content in an LXP. This helps on-the-job learning and gives employees a greater chance of picking up the skills they need to progress in their role. 
    1. To learn—A rather obvious one, but I wanted to challenge myself again.

      I love that Johannes Klingbiel highlights having his own place on the Internet as a means to learn. While I suspect that part of the idea here is to learn about the web and programming, it's also important to have a place you can more easily look over and review as well as build out on as one learns. This dovetails in part with his third reason to have his own website: "to build". It's much harder to build out a learning space on platforms like Medium and Twitter. It's not as easy to revisit those articles and notes as those platforms aren't custom built for those sorts of learning affordances.

      Building your own website for learning makes it by definition a learning management system. The difference between my idea of a learning management system here and the more corporate LMSes (Canvas, Blackboard, Moodle, etc.) is that you can change and modify the playground as you go. While your own personal LMS may also be a container for holding knowledge, it is a container for building and expanding knowledge. Corporate LMSes aren't good at these last two things, but are built toward making it easier for a course facilitator to grade material.

      We definitely need more small personal learning management systems. (pLMS, anyone? I like the idea of the small "p" to highlight the value of these being small.) Even better if they have social components like some of the IndieWeb building blocks that make it easier for one to build a personal learning network and interact with others' LMSes on the web. I see some of this happening in the Digital Gardens space and with people learning and sharing in public.

      [[Flancian]]'s Anagora.org is a good example of this type of public learning space that is taking the individual efforts of public learners and active thinkers and knitting their efforts together to facilitate a whole that is bigger than the sum of it's pieces.

    1. How, exactly, can we design for engagement and conversation? In comparison to content-focused educational technology such as the Learning Management System (LMS), our (not so secret) recipe is this:1. Eliminate the noise2. Bring people into the same room3. Make conversation easy and meaningful4. Create modularity and flexibility

      Spring 2022 #xAPICohort resource

    1. To learn more, there are two books I highly recommend. "Digital Body Language," by Steve Woods, and "Big Data: Does Size Matter?" by Timandra Harkness. If you would like a deeper dive into data-driven learning design, there's a free e-book and toolkit you can download from my blog. You can also reach me there at loriniles.com. Remember, start with the data you have readily available. Data does not have to be intimidating Excel spreadsheets. Be prepared with data every single time you meet with your stakeholders. And before you design any strategy, ask what data you have to support every decision. You're on an exciting journey to becoming a more well-rounded HR leader. Get started, and good luck.

      Spring 2022 #xAPICohort resource

    1. LXPs and LMSs accomplish two different objectives. An LMS enables administrators to manage learning, while an LXP enables learners to explore learning. Organizations may have an LXP, an LMS or both. If they have both, they may use the LXP as the delivery platform and the LMS to handle the administrative work.

      Spring 2022 #xAPICohort resource

    2. 4. Highly intuitive interfaces

      Spring 2022 #xAPICohort resource

    3. 3. Supports various types of learning

      Spring 2022 #xAPICohort resource

    4. 2. Rich learning experience through deeper personalization

      Spring 2022 #xAPICohort resource

    5. Here are some other characteristics that set LXPs apart from LMS’s: 1. Extensive integration capabilities

      Spring 2022 #xAPICohort resource

    6. The gradual shift, from one-time pay to cloud-based subscription-based business has lead learning platforms to also offer Software-as-a-Service (SaaS) models to their clients. As such content becomes part of digital learning networks, they are integrated into commercial learning solutions and then become part of broader LXPs. Looking back at all these developments, from how new data consumption platforms evolved, to the emergence of newer content development approaches and publishing channels, it’s easy to understand why LXPs naturally evolved as a result of DXPs.

      Spring 2022 #xAPICohort resource

    7. The growth of social learning has also created multiple learning opportunities for people to share their knowledge and expertise. As they socialize on these platforms (Facebook, LinkedIn, YouTube, Instagram and many others), individuals and groups learn from each other through various types of social interactions – sharing content, exchanging mutually-liked links to external content. LXP leverage similar approaches in corporate learning environments, and scale learning experience and opportunities with such user-generated content as found in social and community-based learning.

      Spring 2022 #xAPICohort resource

    8. Integrations are also possible with AI. If you integrate LXP and your Human Resource Management (HRM) system, the corporate intranet, your Learning Record Store (LRS) or the enterprise Customer Relationship Management (CRM) system, and collect the data from all of them, you can identify many different trends and patterns. And based on those patterns, all stakeholders can make informed training and learning decisions. Standard LMS’s cannot do any of that. And though LMS developers are trying to get there, they’ve still got a long way to go to bridge the functionality gap with LXPs. As a result, there was an even greater impetus to the emergence of LXPs.

      Spring 2022 #xAPICohort resource

    9. Another driver for the emergence of LXP’s is the standards adopted by modern-day LMS’s – which are SCORM-based. While SCORM does “get results”, it is limited in what it can do. One of the main goals of any corporate learning platform is to connect learning with on-the-job performance. And SCORM makes it very difficult to decide how effective the courses really are, or how learners benefit from these courses. Experience API (xAPI) on the other hand – the standard embraced by LXPs – offers significantly enhanced capabilities to the platform. When you use xAPI, you can follow different parameters both while you learn and perform on the job tasks. And, what’s even better is that you can do that on a variety of digital devices.

      Spring 2022 #xAPICohort resource

    10. LMS’s primarily served as a centralized catalog of corporate digital learning assets. Users of those platforms often found it hard to navigate through vast amounts of content to find an appropriate piece of learning. LMS providers sought to bridge that gap by introducing smart searches and innovative querying features – but that didn’t entirely address the core challenge: LMS’s were still like huge libraries where you should only go to when you have an idea of what you need, and then spend inordinate amounts of time searching for what you specifically want!

      Spring 2022 #xAPICohort resource

    1. Experience API (xAPI) is a tool for gaining insight into how learners are using, navigating, consuming, and completing learning activities. In this course, Anthony Altieri provides an in-depth look at using xAPI for learning projects, including practical examples that show xAPI in action.

      Spring 2022 #xAPICohort resource

    1. The xAPI Learning Cohort is a free, vendor-neutral, 12-week learning-by-doing project-based team learning experience about the Experience API. (Yep, you read that right – free!) It’s an opportunity for those who are brand new to xAPI and those who are looking to experiment with it to learn from each other and from the work itself.

      Spring 2022 #xAPICohort resource

    1. If your current course development tools don't create the activity statements you need, keep in mind that sending xAPI statements requires only simple JavaScript, so many developers are coding their own form of statements from scratch.

      Spring 2022 #xAPICohort resource

    2. An xAPI activity statement records experiences in an "I did this" format. The format specifies the actor, verb, object: the actor (who did it), a verb (what was done), a direct object (what it was done to) and a variety of contextual data, including score, rating, language, and almost anything else you want to track. Some learning experiences are tracked with a single activity statement. In other instances, dozens, if not hundreds, of activity statements can be generated during the course of a learning experience. Activity statements are up to the instructional designer and are driven by the need for granularity in reporting.

      Spring 2022 #xAPICohort resource

    3. xAPI is a simple, lightweight way to store and retrieve records about learners and share these data across platforms. These records (known as activity statements) can be captured in a consistent format from any number of sources (known as activity providers) and they are aggregated in a learning record store (LRS). The LRS is analogous to the SCORM database in an LMS. The x in xAPI is short for "experience," and implies that these activity providers are not just limited to traditional AICC- and SCORM-based e-learning. With experience API or xAPI you can track classroom activities, usage of performance support tools, participation in online communities, mentoring discussions, performance assessment, and actual business results. The goal is to create a full picture of an individual's learning experience and how that relates to her performance.

      Spring 2022 #xAPICohort resource

    1. For any xAPI implementation, these five things need to happen:A person does something (e.g., watches a video).That interaction is tracked by an application.Data about the interaction is sent to an LRS.The data is stored in the LRS and made available for use.Use the data for reporting and personalizing a learning experience.In most implementations, multiple learner actions are tracked by multiple applications, and data may be used in a number of ways. In all cases, there’s an LRS at the center receiving, storing, and returning the data as required.

      Spring 2022 #xAPICohort resource

    2. Experience API (also xAPI or Tin Can API) is a learning technology interoperability specification that makes it easier for learning technology products to communicate and work with one another.

      Spring 2022 #xAPICohort resource

    1. Instructional DesignerWhen implementing xAPI across an organization, there isn’t usually a need for instructional designers to take on new roles or duties. However, they may experience a learning curve that presents an opportunity to understand how to best package and effectively deploy xAPI in newly created content. Your learning designer(s) is a key partner in getting good data, so keep them in the loop regarding your strategy, goals, and expected outcomes.

      Spring 2022 #xAPICohort resource

    1. learning doesn’t happen from skimming through a book or remembering enough to pass a test.

      One of the biggest misconceptions is that learning occurs when we skim through a book or briefly just remember enough information for a test or exam. Changing our mindset from this way of thinking is the first step in the process of utilizing the Feynman technique

    1. We are definitely living in interesting times!

      The problem with Machine learning in my eyes seems to be the non-transparency in the field. After all what makes the data we are researching valuable. If he collect so much data why is only .5% being studied? There seems to be a lot missing and big opportunities here that aren't being used properly.

    1. The best way to improve your ability to think is to actually spend time thinking.

      You need to take your time

    2. Thinking means concentrating on one thing long enough to develop an idea about it.

      Thinking

    1. Gary Klein himself has made a name developing techniques for extracting pieces of tacit knowledge and making it explicit. (The technique is called ‘The Critical Decision Method’, but it is difficult to pull off because it demands expertise in CDM itself).

      AI can help with turning tacit knowledge into explicit

    2. If you are a knowledge worker, tacit knowledge is a lot more important to the development of your field of expertise than you might think.

      Tacti knowledge is especially important for knowledge workers

    3. Notice how little verbal instruction is involved. What is more important is emulation, and action — that is, a focus on the embodied feelings necessary to ride a bicycle successfully. And this exercise was quite magical for me, for within the span of an hour I could watch a kid go from conscious incompetence to conscious competence and finally to unconscious competence.In other words, tacit knowledge instruction happens through things like imitation, emulation, and apprenticeship. You learn by copying what the master does, blindly, until you internalise the principles behind the actions.

      In learning, imitation, emulation and action are very important.

    4. When I was a kid, I taught myself how to ride a bike … by accident. And then I taught my sisters and then my cousin and then another kid in the neighbourhood who was interested but a little scared. They were zooming around in about an hour each. The steps were as follows:

      Interesting example on how to teach oneself to ride a bike (see steps below)

    5. Tacit knowledge is knowledge that cannot be captured through words alone.

      Tacit knowledge

  6. Dec 2021
    1. Post-test histology demonstrated photoperiod-dependent reduction and induction of TH-IR neurons

      Histology staining of three dopamine-synthesizing sources in the hypothalamus support the findings in Figure 5E. The amount of TH cells (dopamine-synthesizing cells) in these regions decreases with 6-OHDA and can be partially rescued with short-day photoperiod exposure.

    2. The behavioral results of focal ablation of TH-IR neurons were partially reversed by exposure to the short-day photoperiod, demonstrating behavioral rescue

      Even with 6'OHDA treatment, exposing the animals to short-day photoperiod resulted in some behavioral rescue, reflected by the animals spending more time spent in the open arm in the EPM test and less time spent immobilized in the forced swim test. The difference in behavior is significant comparing results of the short- vs long-day photoperiod exposure. One additional comparison that could be insightful are the results of 6'OHDA on 12L:12D photoperiod exposure; these can be found in Figure 5 B, and do not appear to be significantly different from the long-photoperiod exposure results. Thus, a follow up idea for the researchers is to consider when the effect of increasing the duration of light-exposure in a day begins to saturate.

    3. then exposed animals to the long-day photoperiod, so as to further reduce their number

      Here, dopamine synthesis is being stopped by two things: the neurotoxic agent 6-OHDA and long-day light exposure, a stressor for nocturnal animals. Both treatments should reduce the presence of dopamine-making neurons.

    1. In fact, the methodical use of notebooks changed the relationship between natural memory and artificial memory, although contemporaries did not immediately realize it. Historical research supports the idea that what was once perceived as a memory aid was now used as secondary memory.18

      During the 16th century there was a transition in educational centers from using the natural and artificial memories to the methodical use of notebooks and commonplace books as a secondary memory saved by means of writing.

      This allows people in some sense to "forget" what they've read and learned and be surprised by it again later. They allow themselves to create liminal memories which may be refreshed and brought to the center later. Perhaps there is also some benefit in this liminal memory for allowing ideas to steep on the periphery before using them. Perhaps combinatorial creativity happens unconsciously?

      Cross reference: learning research by Barbara Oakley and Terry Sejnowski.

    1. 10 Cultivating Change for Inclusive Practice: Creating a Community of Learners By Lisa Mauro-Bracken, Head of Department Health and Well-being; School of Allied Health and Community This case study illustrates an innovative, department-wide approach to learning and professional development of staff. Higher Education encounters increasing numbers of students from diverse linguistic, cultural and ethnic backgrounds requiring personalised learning (V1; V2). To cultivate a ‘new’ inclusive culture within the Department of Health and Well-being, I organised a workshop introducing Universal Design for Learning (UDL) as part of a team away day (K5). UDL is a framework to improve and optimize teaching and learning for all people based on scientific insights into how humans learn (CAST, 2019). The UDL framework supports inclusive practice and relies on multiple means of: ‘engagement,’ ‘representation’ and ‘action and expression.’ In other words, a focus on personalised learning and meaningful choice to ensure all students can access the curriculum in a way that develops their strengths. To embed this approach within the department, I delivered workshops on implementing University of Worcester’s Inclusive Assessment Policy. This was implemented using Technology Enhanced Learning and Blackboard in an inclusive way and auditing module resources using de Montfort University’s UDL self-assessment checklist. This proved to be an effective reflective tool to further inform learning, teaching and assessment (Bracken, 2019; Moriarty and Scarffe, 2019). The values underpinning our department are student-focused and this was reflected in our approach of implementing new ideas, as it required staff and student involvement and regular consultation with students about inclusive design for learning. Staff enthusiasm for the innovative approach was balanced against accepting a response of hesitancy and fear of change (Dasborough, Lamb and Suseno, 2015). However, one colleague stated ‘UDL allows me... [to] reflect, listen, change my pedagogical approach...getting input from colleagues and feel safe[ty] in questioning

      Current practice in UK on UDL- updated references and useful publication linked to HEA accreditation

    1. In this study, we drew on sociocultural notions of agency – where individual actions are entwined with community goals. A community is comprised of people with shared and individual goals, in their environments, in the midst of a historical context (Wenger 1998Wenger, E. 1998. Communities of Practice: Learning, Meaning, and Identity. New York, NY: Cambridge University Press. [Crossref], [Google Scholar]). Due to this web of relationships with people, environment, and history, people do not act autonomously, but according to possibilities within the community. Such possibilities for agency are negotiated over time; actions that strengthen ties to the community constitute investments in the self that in turn, have outcomes for the community as well (Peirce 1995Peirce, B. N. 1995. “Social Identity, Investment, and Language Learning.” TESOL Quarterly 29: 9–31. doi:10.2307/3587803. [Crossref], [Web of Science ®], [Google Scholar]). The financial metaphor in using the word investment is critical – it connotes spent effort that yields dividends. These dividends emerge immediately and over time.

      This helps me consider communities of practice, and unpacking the relational aspects - agency within a context, not autonomous, informed by the context and others. Is there a tension with "groupthink", how to value the diversity in a group, and build stronger not weaker, not defaulting or regressing to a mean?. How do we build a group to be more than the sum of the parts. how does the community work to enhance practice.

    1. if it's important enough it will surface somewhere somehow.

      Way to apply FOMO

    2. The Feynman technique goes as follows: write down what you know about a subject. Explain it in words simple enough for a 6th grader to understand. Identify any gaps in your knowledge and read up on that again until all of the explanation is dead simple and short.

      The Feyman technique for learning

    3. Similar to frequency lists in a natural language there are concepts in any software product that the rest of the software builds upon. I'll call them core concepts. Let's use git as an example. Three core concepts are commits, branches and conflicts.If you know these three core concepts you can proceed with further learning.

      To speed up learning, start with the core concepts like frequency lists for learning languages

  7. Nov 2021
    1. collaboration within a community of people: diverse perspectives, active engagement

      Similar ideas here: Stephen Downes (2015). Design Elements in a Personal Learning Environment. Invited talk, Guadalajara, Mexico. https://www.slideshare.net/Downes/design-elements-in-a-personal-learning-environment-52303224

      What makes an 'online course' different to an 'online learning community'?

    2. a system that lets people compose structure

      We all think in different ways, so a good system for learning should enable every learner to structure their learning environment uniquely.

    3. people reading the same book at the same time, exploring the same ideas…Norms around signalling you're interested in something, and the extent of your interest, would go far

      How do we find the connections we don't know we're looking for?

    1. The recipe for starting a new media venture in 2021 seems to be straightforward: blog, newsletter, podcast. From there you scale up and start adding additional verticals, like events (both virtual and in-person as more people get vaccinated), discussion forums (like a Discord server for paying subscribers), a YouTube channel and so on.

      Not only new media; this would probably also work for schools, or any learning community.

    1. rofessional development was designed using the Adaptation of Blended Learning framework to meet the new requirements of online schooling. Twenty-six teachers participated in the intervention of professional development, spanning six months.

      rofessional development was designed using the Adaptation of Blended Learning framework to meet the new requirements of online schooling. Twenty-six teachers participated in the intervention of professional development, spanning six months.

    1. TALIS(Teaching and Learning International Survey)

      TALIS

      (Teaching and Learning International Survey)

    2. Virtual Learning Environments50 (VLE):

      Virtual Learning Environments50 (VLE):

    3. studentsreporting having a quiet place to study

      PISA 2018 students reporting having a quiet place to study at home

    4. Distance learning, learning analytics, COVID-19, technology-enhanced learning

      Distance learning, learning analytics, COVID-19, technology- enhanced learning

    5. nline education had a negative effect on the quality of teaching.

      online education had a negative effect on the quality of teaching.

    6. Humanistic Learning Theory

      Humanistic Learning Theory

    7. conclusion, which educational administration globally is shoveling under the rug. 20 years ago, it was calculated an hour of F2F teaching equals 1 1/2 hour of online teaching. currently, with the influx of technology, it must be calculated more generously. 

      the value of online learning versus F2F

    8. interaction is most valued by teachers, but hindered by some students not using camera
    1. I don’t see something else naturally taking its place either.

      I like the idea of Discord as a backchannel but it suffers from the problem that it's a relatively niche app, and no-one is going to install and learn how to use it just for a conference.

      I think that Discord would work well for a learning community though.

    1. 80% of developers are "dark", they dont write or speak or participate in public tech discourse.

      After working in tech, I would estimate the same

    2. They'll teach you for free. Most people don't see what's right in front of them. But not you. "With so many junior devs out there, why will they help me?", you ask. Because you learn in public. By teaching you, they teach many. You amplify them.

      Senior engineers can teach you for free if you just open up online

    3. Try your best to be right, but don't worry when you're wrong. Repeatedly. If you feel uncomfortable, or like an impostor, good. You're pushing yourself. Don't assume you know everything, but try your best anyway, and let the internet correct you when you are inevitably wrong. Wear your noobyness on your sleeve.

      Truly inspiring! I need to save this as one of my favorite quotes (and share on my blog, of course)!

    4. start building a persistent knowledge base that grows over time. Open Source your Knowledge! At every step of the way: Document what you did and the problems you solved.

      That is why I am trying to be present even more on my social media, or on the personal blog. Maybe one day I will try to open-source my OneNote notes as a Wiki-like page

    5. Whatever your thing is, make the thing you wish you had found when you were learning. Don't judge your results by "claps" or retweets or stars or upvotes - just talk to yourself from 3 months ago.

      This is the exact same mindset I am following since some time, and it is awesome!

    1. Coaching is external guidance and feedback on your performance.

      Coaching - external guidance and feedback on performance

      Mentoring - subset of coaching primarily focused on the creation of knowledge

  8. Oct 2021
    1. Reading books, being aware of the curiosity gap, and asking a lot of questions:

      Ways to boost creativity