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class="title-logo" alt="Civic Literacy Initiative"> <p class="project-context">ICT for Civic Data — Crash Course 2026<br> </p> # Storytelling and<br>Peer Review <p class="subtitle"><br>Self-Paced Review — Section G</p> <p class="url">civicliteraci.es</p> --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Why This Matters --- ## Communicate clearly to a funder The shift from tools to storytelling. You have built maps, cleaned data, created charts, assembled a data portal. Now: **what does it all mean for the funder?** Project competence by being **clear and grounded**. The funder does not evaluate your technical skills directly; they evaluate your ability to communicate what you found and why it matters. Everything built in the previous sections is raw material. This section is about shaping it into a story that a proposal reviewer can follow in five minutes. Note: Slide 113. This is the final section before the exam. It deliberately shifts focus from building to communicating. Students at this point have strong technical artifacts but often struggle to connect them into a coherent narrative. The funder is the audience, and the story must serve their needs. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Before You Start --- ## From tools to storytelling **Don't be drunk on your work.** It is natural to be proud of what you built. You cleaned 10,000 rows. You combined three datasets. Your map has five layers. Your dashboard has four charts. The funder does not care: - Not about your data volume - Not about how many hours you spent cleaning - Not about the technical complexity of your pipeline - Not about your beautiful website They care that you are telling a **clear, substantive story**, one that connects your data to their problem. The data work is evidence, not the point. The story is the point. Note: Slide 114. This is one of the hardest lessons in the crash course. Students invest significant time building artifacts and naturally want to showcase the work. But a proposal is not a portfolio; it is an argument. Every chart, map, and data point should serve the narrative. Anything that does not advance the story distracts from it. --- ## Five steps narrow from case study to story Each step narrows from broad to specific: 1. **Case study** — a concrete situation: Indonesia, floods, remote communities, health facilities 2. **Angle** — the insight: prevention + staff safety + emergency response 3. **Proposal** — the plan: a facility risk dashboard for field staff 4. **Demonstrate** — the evidence: a working map showing 23% of facilities in flood zones 5. **Tell the story** — the narrative: "Here is a problem CLI faces. Here is what the data shows. Here is what we propose to do about it." The story is not a fifth step after the work. It is the **frame** that holds everything together. Without it, you have artifacts. With it, you have an argument. Note: Slide 115. The arc spans the entire crash course: case study (Section B), angle (Section B), proposal (Sections B-C), demonstrate (Sections D-F), tell the story (this section). Each earlier section produced a component. This section assembles them into a coherent narrative. The "23%" is an example; each student has their own numbers from their own data. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Walkthrough --- ## Proposal structure: vision, objectives, activities A proposal tells a story within a typical administrative format. Three structural elements: 1. **Vision** — the broad problem and your perspective on it 2. **Objectives** — what you will achieve, stated concretely 3. **Activities** — how you will get there, including deliverables **Example:** In Senegal, health sites sit in floodable areas. The vision: health infrastructure resilience through data. The objective: assess and monitor health site vulnerability across stages of disaster management. The activity: build a dashboard and deliver training on data for infrastructure monitoring. The difference between a strong and a weak proposal: someone who has a clear story and tells it **through** the different blocks, versus someone who fills the blocks in isolation. Note: Slide 115b. From Day 5. This complements the case study → angle → proposal arc from Section B. Section B gets you to the angle. This slide shows how to structure the actual written proposal. The Senegal example demonstrates the flow: a specific observation (health sites in flood zones) generates a vision, which generates concrete objectives and activities. --- ## Three parts of a real proposal <div class="two-column"> <div class="column"> <div class="column-header">Strategic (human-led)</div> The **story** — why this matters, what you will do, how data supports the argument. This is where your judgment matters most. AI cannot tell your story for you. </div> <div class="column"> <div class="column-header">Logistical + Financial</div> Timelines, activity sequencing, budgets. AI tools are **most useful** here — generating schedules, estimating costs, formatting deliverable tables. But these require project management experience. </div> </div> For the exam: focus entirely on the **strategy section** — context, objectives, approach, proposed activities, deliverables. No logistical section (timeline, team) or financial proposal (budget). Note: Slide 115c. From Day 5. This explicit scoping helps students understand why the exam does not ask for timelines or budgets. The strategy section is the hard part that requires human judgment. The logistical and financial parts are where AI is most useful but also where professional experience matters most. --- ## Zoom in, zoom out The direction of your narrative zoom determines whether you **communicate** or **call to action**. <div class="two-column"> <div class="column"> <div class="column-header">Zoom in (communicate)</div> Global trends → national risk → local data "Here is what we know, at increasing detail." Good for **reporting** on completed work. </div> <div class="column"> <div class="column-header">Zoom out (call to action)</div> One specific problem → this is one of many → the scale demands action "Here is a concrete problem. Now look how widespread it is." Good for **proposals** and advocacy. </div> </div> For a proposal: **start small, zoom out**. A specific case study is easier to understand. Then reveal the scale to create urgency. Note: Slide 115d. From Day 5. A student's data portal went global → national → local, which is clear for communication but does not motivate action. Reversing it — "this health site floods every year, and it's one of 20 in the region, and this region is one of many" — creates urgency. The principle: it is better to start with something smaller and easier to understand, and only after that zoom out to the global picture. --- ## Five questions structure peer feedback Five questions to ask about every presentation: **1. Do the visuals communicate the point quickly?** Can a reviewer understand each chart in under 10 seconds without reading the surrounding text? **2. Is the angle clear?** Can the reviewer state in one sentence what this proposal is about? **3. Is the case study convincing?** Does the data actually support the argument, or is the evidence thin? **4. Are visuals integrated into the narrative, not explained separately?** The map should appear where the story needs it, not in an "Appendix: Data Visualisations" section. If you need a paragraph to explain what a chart shows, the chart is not working. **5. What is missing?** What would make this more convincing? What question does the proposal leave unanswered? Note: Slide 116. These five questions structure the peer review exercise. Question 4 is the most important and the most commonly failed: students tend to build their artifacts and then describe them in text ("As shown in Figure 3..."). Integrated visuals appear inline where the argument needs evidence. The visual IS the argument at that point in the narrative. --- ## Exercise: present and review **Groups of 3-4.** Each person presents (5 min) then receives feedback (5 min). 1. Walk through your proposal narrative, showing your data portal, map, and charts as supporting evidence 2. The group uses the five questions to give structured feedback Rules: - The presenter **does not explain the data work** — the story should speak for itself - Reviewers focus on **clarity and persuasiveness**, not technical quality - Take notes. The feedback shapes your final submission - Be specific: "I didn't understand the red markers" is useful; "looks good" is not Note: Slide 117. The 5+5 format keeps the exercise focused. The "no explaining" rule is deliberate: if the presenter needs to explain something verbally, it means the artifact or the narrative is not clear enough. The goal is to simulate what happens when a funder reviews the proposal without the applicant in the room. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # Behind the Approach --- ## Visuals support the argument — they are NOT the argument A common mistake is turning a presentation into an **explanation of your data work**: - "First we cleaned the data using OpenRefine..." - "This bar chart shows the result of our IFS formula..." The funder does not need to know your tools. They need to know your **findings and your plan**. Another common mistake: becoming a **class on concepts the funder already knows**: - "As you know, floods are a major disaster type..." - "Data-driven approaches can improve decision-making..." The goal: project competence by being **clear and grounded**, not by teaching or narrating your process. Note: Slide 118. This slide addresses the two most common failure modes in student presentations during the crash course. The first (explaining data work) comes from pride in the process. The second (teaching the funder) comes from filling time with background. Both dilute the proposal. The strongest presentations stated findings, showed evidence, and proposed actions, in that order. --- <!-- .slide: class="section-slide" data-background-color="#091A31" --> # FAQ --- ## How do I frame data work with indigenous communities? A student asked about involving communities in data collection. This connects to **Section B, slide 37**: the full discussion on empowerment vs instruction. The key principle: the goal is not teaching communities new things. It is helping them **demonstrate that what they already know and do is powerful**. Communities in climate-vulnerable regions already know: - Which areas flood and when - Which paths are impassable in the rainy season - Where people go when they evacuate Data tools **surface and validate** this existing knowledge, making it visible to decision-makers who allocate resources. The proposal should frame data as an amplifier of community expertise, not a replacement for it. Note: Slide 119. This cross-reference to Section B is deliberate. The community data discussion appeared early in the course and resurfaces here in the context of storytelling. How you frame the community's role in your narrative matters: "we will teach communities to collect data" is patronising; "we will help communities demonstrate the value of what they already know" is empowering. The framing is part of the story.
