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Copy file name to clipboardExpand all lines: episodes/02-practice-learning.md
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## The Carpentries Pedagogical Model
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The Carpentries aims to teach computational competence to learners. We
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take an applied approach, avoiding the theoretical and general in favor
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take an applied approach, avoiding the theoretical and general in favour
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of the practical and specific. By showing learners how to solve specific
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problems with specific tools and providing hands-on practice, we develop
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learners' confidence and lay the foundation for future learning.
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### The power (and limitations) of analogies
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Some mental models can be succinctly summarized by comparison to
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Some mental models can be succinctly summarised by comparison to
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something else that is more universally understood. Good analogies can
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be extraordinarily useful when teaching, because they draw upon an
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existing mental model to fill in another, speeding learning and making a
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::: challenge
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## Analogy Brainstorm
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1. Think of an analogy to explore. Perhaps you have a favorite that
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1. Think of an analogy to explore. Perhaps you have a favourite that
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relates to your area of professional interest, or a hobby. If you
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prefer to work with an example, consider this analogy from
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education: "teaching is like gardening."
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The word "carpentry" acts as a metaphor -- a type of analogy --
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inspiring a comparison with something concrete, hands on, practical, and
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useful. This clearly conveys the purpose of our organization: to support
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useful. This clearly conveys the purpose of our organisation: to support
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computational skill development among working practitioners who need the
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right tools and practices to be effective day to day.
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:::
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difficulty explaining how they are thinking in ways that do not rely
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on other features unique to their own mental model.
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{alt="Three collections of six circles. The first collection is labelled \"Novice\" and has only two arrows connecting some of the circles. The second collection, labelled \"Competent Practitioner\" has six connecting arrows. The third collection, labelled \"Expert\", is densly connected, with eight connecting arrows."}
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{alt="Three collections of six circles. The first collection is labelled \"Novice\" and has only two arrows connecting some of the circles. The second collection, labelled \"Competent Practitioner\" has six connecting arrows. The third collection, labelled \"Expert\", is densely connected, with eight connecting arrows."}
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### Mapping a Mental Model
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a smaller one.
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:::
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Most people do not naturally visualize a mental model as a diagram of
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Most people do not naturally visualise a mental model as a diagram of
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concepts and relationships. Mental models are complicated! Yet, visual
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representation of concepts and relationships can be a useful way to
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explore and understand hidden features of a mental model.
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There are certain ways in which you may routinely use visual organizers,
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There are certain ways in which you may routinely use visual organisers,
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such as flow charts or biochemical pathway diagrams. A more general tool
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that is useful for exploring any network of concepts and relationships
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is a **concept map**. Pioneered for classroom use by John Novak in the
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1970s, a concept map asks you to identify which concepts are most
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relevant to a topic at hand and -- critically -- to identify how they
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are connected. It can be quite difficult to identify and organize these
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are connected. It can be quite difficult to identify and organise these
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connections! However, the process of forcing abstract knowledge into a
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visual format can force you to name connections that you might otherwise
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have quietly assumed, or illuminate gaps that you may not have been
Copy file name to clipboardExpand all lines: episodes/04-expertise.md
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In reviewing the answers to the question above you will find that the expert
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experience amounts to much more than just knowing more facts.
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Competent practitioners can memorize a lot of information
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Competent practitioners can memorise a lot of information
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without any noticeable improvement to their performance.
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So, what makes an expert? The answer is that
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experts have **more connections among pieces of knowledge** that help them think and problem-solve quickly;
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more "short-cuts", if you will.
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{alt='Three collections of six circles. The first collection is labelled "Novice" and has only two arrows connecting some of the circles. The second collection, labelled "Competent Practitioner" has six connecting arrows. The third collection, labelled "Expert", is densly connected, with eight connecting arrows.'}
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{alt='Three collections of six circles. The first collection is labelled "Novice" and has only two arrows connecting some of the circles. The second collection, labelled "Competent Practitioner" has six connecting arrows. The third collection, labelled "Expert", is densely connected, with eight connecting arrows.'}
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This brings us back to our mental model diagrams,
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where facts are nodes and relationships are arcs.
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## "Just" and Other Dismissive Language
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Instructors want to motivate learners! We will talk more about motivation in a later episode. But here,
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we will take a moment to recognize one *ineffective* strategy often deployed by experts who
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we will take a moment to recognise one *ineffective* strategy often deployed by experts who
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want learners to *believe that a task is as easy as they think it is.* This often manifests
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in using the word "just" in explanations,
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as in, "Look, it is easy, you just... (*wave magic wand with undecipherable incantations*)"
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As you seek to re-acquaint yourself with the novice experience, it can be tempting to think back to your own
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experiences getting started in programming. Trips down memory lane can be productive! However, it is important that
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you take care not to generalize from your experience to that of your novice learners.
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you take care not to generalise from your experience to that of your novice learners.
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We will talk more about knowing your audience in a later episode. For now, here are
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two points to keep in mind when contemplating the learner experience:
{alt='A list of words: cat, apple, ball, tree, square, head, house, door, box, car, king, hammer, milk, fish, book, tape, arrow, flower, key, shoe.Underneath, the same words are organized into boxes with related terms e.g. cat fish milk ball and apple flower tree"'}
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{alt='A list of words: cat, apple, ball, tree, square, head, house, door, box, car, king, hammer, milk, fish, book, tape, arrow, flower, key, shoe.Underneath, the same words are organised into boxes with related terms e.g. cat fish milk ball and apple flower tree"'}
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Associating concepts
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reduces the number of effective
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later in this training).
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The choices you make as an Instructor may add to or subtract from your learners' cognitive load. Supporting memory consolidation
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can reduce load later on in the workshop, as it reduces the effort of recalling forgotten material. You can also minimize
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can reduce load later on in the workshop, as it reduces the effort of recalling forgotten material. You can also minimise
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cognitive load by choosing formative assessments that are
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narrowly focused and by considering potential distractions in what you display during instruction.
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-[Faded examples][wikipedia-faded]: worked examples with targeted details "faded" out -- essentially fill-in-the-blank programming blocks
- Labelling diagrams or flow charts (may also be organized as a fill-in-the-blank)
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- Labelling diagrams or flow charts (may also be organised as a fill-in-the-blank)
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Beware assessments that are too open-ended, as these are very likely to induce cognitive overload in novice learners! You may have experienced
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Beware of assessments that are too open-ended, as these are very likely to induce cognitive overload in novice learners! You may have experienced
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some overload already when you were asked to create a concept map; this is why we do not recommend these as an activity for novice learners. Questions
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that ask learners to both remember and synthesize or reason with new information are also risky. If you try out
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that ask learners to both remember and synthesise or reason with new information are also risky. If you try out
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a question and get a room filled with silence, you may need an icebreaker, you may need to re-teach... or you may only need a more narrowly focused question.
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### What to Display
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outcomes for subsequent memory-intensive exercises. Formative assessments, when performed
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frequently, help learners by prompting them to apply new content before it has been
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overwritten. Faded examples or other types of guided practice
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both minimize demands on short-term memory and offer context that
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both minimise demands on short-term memory and offer context that
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helps improve connectivity for future work, in which the "scaffolding" of contextual support
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can be gradually removed.
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Anything you can do to a) recognize and b) support learners in working with the
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Anything you can do to a) recognise and b) support learners in working with the
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limitations of short-term memory will improve the effectiveness of your teaching.
Copy file name to clipboardExpand all lines: episodes/06-feedback.md
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When The Carpentries Workshops and Instruction Team sets up the surveys for your workshop, they will also send you a link to
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a dashboard with the results! Take care not to share this link with your learners.
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- The carpentries maintains a [dashboard](https://workshop-reports.carpentries.org/?aggregate-workshops) displaying data from past workshop surveys, so you can have an idea of what to expect for your workshop.
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- The Carpentries maintains a [dashboard](https://workshop-reports.carpentries.org/?aggregate-workshops) displaying data from past workshop surveys, so you can have an idea of what to expect for your workshop.
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::::::::::::::::::::::::::::::::::::::: checklist
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{alt='Screenshot of a workshop website showing location of customized survey links'}
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{alt='Screenshot of a workshop website showing location of customised survey links'}
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### Timing Matters
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Before each long break, for example lunch or between days, we
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have learners complete **minute cards** to share anonymous feedback. At an in-person workshop,
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paper sticky notes double as minute cards, with the two different colors used for positive and
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paper sticky notes double as minute cards, with the two different colours used for positive and
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constructive feedback. At an online workshop, this may be done by making a copy of our [Virtual Minute Card Template](https://docs.google.com/forms/d/1p7iOV5HNvy4POS4g6eottY8RSfKq4kaoKz1-jIFYTMI/template/preview)
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on Google Forms. Other tools can work as well, but we do recommend making sure that feedback is private and
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anonymous. A public-facing sticky note board will receive different (and less useful) feedback.
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Whatever method you use, you may wish to customize the prompt to elicit different types of feedback at each break.
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Whatever method you use, you may wish to customise the prompt to elicit different types of feedback at each break.
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**Example positive prompts:**
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## Give Us Feedback
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Write one thing you learned this so far in this training that you found useful on
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Write one thing you learned so far in this training that you found useful on
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your blue sticky note, and one question you have about the material
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on the yellow. Do *not* put your name on the notes: this is meant to
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be anonymous feedback. Add your notes to the pile by the door as
Copy file name to clipboardExpand all lines: episodes/08-motivation.md
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that are time-consuming to learn and have little near-term application
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should be avoided in our workshops.
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{alt='A stylized graph with y-axis labeled "usefulness once mastered" and and x-axis labeled "mean time to master". The upper left quadrant says "teach this first" and the lower right quadrant says "do not bother".'}
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{alt='A stylised graph with y-axis labeled "usefulness once mastered" and and x-axis labeled "mean time to master". The upper left quadrant says "teach this first" and the lower right quadrant says "do not bother".'}
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Another way to think about the graph shown above is **authentic tasks** -- real tasks performed
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by someone doing their work. If you can identify authentic tasks from your
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While we aim to begin workshops with motivating content, in practice this does not always occur. Workflow-based content like that taught in Data Carpentry
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workshops may start at the beginning of the workflow, for example. Even when a 'motivating example' is built in to the start of a workshop, technical
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problems like software installation can turn those precious first minutes into an experience of frustration and impatience. That is ok! What is important is to
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**be mindful of times when your content is not motivating**, and to strategize ways to re-engage learners (and yourself) using some of the other techniques in this section.
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**be mindful of times when your content is not motivating**, and to strategise ways to re-engage learners (and yourself) using some of the other techniques in this section.
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## How Can You Affect Motivation?
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-**Encouraging learners to learn from each other**. Working in pairs, or *[pair programming](https://en.wikipedia.org/wiki/Pair_programming)*, encourages
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learners to talk through their learning process, reinforcing memory and making it more likely that confusion will be expressed and
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resolved. This can also address challenges of varying background experience: asking more advanced learners to help beginners can
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maximize learning for both. In these cases, make sure the beginner is doing the typing!
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maximise learning for both. In these cases, make sure the beginner is doing the typing!
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-**Acknowledging when learners are confused**. Acknowledging and exploring confusion with kindness rewards learners for sharing vulnerable information. It also
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helps you examine your expert awareness gaps! Formative assessments can pinpoint misunderstandings. When learners see that others are confused, they are more likely to share their own uncertainties.
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-**Leveraging the power of "yet"**. A request for help might start with "I can't \_\_\_ " or "I don't understand \_\_\_ ". Depending on the attitude of the learner,
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these can sound like statements of fact rather than requests for help! Adding the word "yet" to the end of these sentences helps emphasize that being a novice is
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these can sound like statements of fact rather than requests for help! Adding the word "yet" to the end of these sentences helps emphasise that being a novice is
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a temporary state, and encourages a growth mindset towards progress.
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### First, Do No Harm!
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When learning a skill, we develop more than expert awareness gaps -- we also develop Opinions about tools and methods, and sometimes base a professional identity
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When learning a skill, we develop more than expert awareness gaps -- we also develop opinions about tools and methods, and sometimes base a professional identity
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around displaying technical expertise. Technical boasts, insults, and other showy moves can score points in conversation with fellow experts, but these present
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serious hazards in the classroom! Here are a few **things you should not do in your workshop:**
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It can be difficult to avoid these demotivators entirely. Some people are so used to
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complaining about certain tools
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that they initially fail to realize they're doing it while teaching. If you catch yourself doing this, you might find a way to walk it back, or consider how you might repair or improve your motivational efforts on your next interaction. Teaching yourself -- and your helpers! --
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that they initially fail to realise they're doing it while teaching. If you catch yourself doing this, you might find a way to walk it back, or consider how you might repair or improve your motivational efforts on your next interaction. Teaching yourself -- and your helpers! --
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to avoid these types of comments takes practice, but is well worth the effort.
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