rephrased the storyline and added some fixes to images paths

Author: irina-loghin-neo4j

asciidoc/courses/aura-dashboards/modules/1-getting-started/lessons/2-accessing-aura-dashboards/lesson.adoc

@@ -20,6 +20,7 @@ To follow along with this course, you have two options:
 The rest of this lesson focuses on setting up Neo4j Aura. If you're using on-premises, skip to **Step 4** to learn how to connect.
 
 [NOTE]
+.Skip if you already have an account
 ====
 If you already have a Neo4j Aura account and instance, you can skip to **Step 4.**
 ====
@@ -97,7 +98,7 @@ image::images/connect-from-dashboards.png[Connect to instance dialog,width=600,a
 
 You can find your Aura instance connection details by clicking the **...** menu next to your instance name and selecting **Inspect**, or by using the downloaded connection details file.
 
-For more information, see link:https://neo4j.com/docs/aura/auradb/connecting-applications/[Connecting Applications documentation^].
+For more information, see link:https://neo4j.com/docs/aura/auradb/[AuraDB documentation^].
 
 === For on-premises users:
 
@@ -113,8 +114,6 @@ The Dashboards interface and features work identically in both Aura and on-premi
 [.quiz]
 == Check your understanding
 
-include::questions/1-choosing.adoc[leveloffset=+1]
-
 include::questions/2-empty-dashboards-canvas.adoc[leveloffset=+1]
 
 

asciidoc/courses/aura-dashboards/modules/1-getting-started/lessons/2-accessing-aura-dashboards/questions/2-empty-dashboards-canvas.adoc

@@ -1,5 +1,5 @@
 [.question]
-= Getting access to Aura Dashboards
+= Understanding the Empty Canvas
 
 
 Why is the Dashboards canvas page empty when you first access it?
@@ -18,6 +18,8 @@ Think about what is required to visualize data in dashboards.
 [TIP,role=solution]
 .Solution
 ====
+
+**Because you need to import data first.**
 To visualize data in Aura Dashboards, you first need to import data into your Neo4j Aura instance. Without any data, the dashboards canvas will be empty as there is nothing to display.
 
 ====

asciidoc/courses/aura-dashboards/modules/1-getting-started/lessons/3-exploring-dashboards/lesson.adoc

@@ -63,6 +63,7 @@ CALL db.schema.visualization
 This will display a visualization of the database schema, showing the nodes and relationships that have been created.
 
 In the Explore tab, you need to search for a node label or use the _Show a graph snippet_ button in the empty state to view part of the graph.
+
 image::images/run-query.png[The import-recommendations.cypher script in the Query Editor]
 
 Once the script has finished running, you will see a summary of the nodes and relationships created in your Aura instance. 
@@ -96,8 +97,7 @@ image::images/ai-dashboard.png[AI generated dashboard,width=600,align=center]
 
 In this dashboard, you can see various visualizations such as single values, bar charts, pie charts, and graph visualizations that provide insights into movie recommendations based on user ratings and genres. You will learn more about each type of chart in the following lessons.
 
-Use the graph visualization to explore the relationships between users, movies, and genres interactively: 
-
+Use the graph visualization to explore the relationships between users, movies, and genres interactively:
 
 image::images/ai-generated-graph.png[AI generated graph visualization,width=600,align=center]
 
@@ -109,9 +109,6 @@ Before moving to the next lesson, take your time to explore the different cards
 
 include::questions/1-requirements.adoc[leveloffset=+1]
 
-include::questions/2-empty-dashboards-canvas.adoc[leveloffset=+1]
-
-
 
 
 [.summary]

asciidoc/courses/aura-dashboards/modules/1-getting-started/lessons/3-exploring-dashboards/questions/2-empty-dashboards-canvas.adoc

@@ -12,6 +12,7 @@ You will learn how to:
 * Generate insights from graph data using the AI assistant
 
 [NOTE]
+.Platform compatibility
 ====
 This course uses Neo4j Aura for demonstrations, but all features work identically in on-premises Neo4j Enterprise Edition.
 ====

asciidoc/courses/aura-dashboards/modules/1-getting-started/module.adoc

@@ -52,6 +52,7 @@ Use the **Run** button or press `Ctrl+Enter` to execute the search.
 image::images/03_explore_tool_result.jpg[exploretool_result,width=500,align=center]
 
 [NOTE]
+.Viewing node details
 ====
 You may have to zoom in a bit before the details are shown.
 ====
@@ -88,6 +89,7 @@ The **Graph** visualization type is ideal for displaying relationships between n
 You can either use the AI assistant to generate a graph card based on a natural language prompt, or write a Cypher query to fetch specific nodes and relationships.
 
 For example, you can create a graph card to visualize the relationships between actors and movies:
+
 image::images/ai-generated-graph.png[Graph card example,width=600,align=center]
 
 === Table card
@@ -234,8 +236,8 @@ A computer hacker learns from mysterious rebels about the true nature of his rea
 **Rotten Tomatoes:** 88% (Critics), 85% (Audience)
 
 ## Awards
-- 🏆 4 Academy Awards (Visual Effects, Sound, Film Editing, Sound Effects Editing)
-- 🏆 2 BAFTA Awards
+- 4 Academy Awards (Visual Effects, Sound, Film Editing, Sound Effects Editing)
+- 2 BAFTA Awards
 
 ## Key Relationships in Graph
 ```
@@ -338,6 +340,7 @@ Also, feel free to modify the queries to explore different aspects of your data.
 
 
 [NOTE]
+.Important considerations for Perspectives
 ====
 1. The model has to be understood. You can explore the data knowing what the database holds and how it is organized.
 
@@ -359,4 +362,4 @@ include::questions/1-purpose.adoc[leveloffset=+1]
 
 In this lesson, you learned how to explore and visualize your aggregated data using the integrated Explore and Dashboards tools.
 
-In the next lesson, you will learn how to share and publish your dashboards to stakeholders for collaboration and decision-making.
+In the next lesson, you will learn how to share and publish your dashboards to stakeholders for collaboration and decision-making.

asciidoc/courses/aura-dashboards/modules/3-building-dashboards/lessons/2-visualise-aggregations/lesson.adoc

@@ -17,6 +17,7 @@ In this lesson, you will learn how to share dashboards with others. The specific
 * Consult your database administrator for user access procedures
 
 [NOTE]
+.For on-premises users
 ====
 The examples in this lesson focus on Neo4j Aura's sharing features. If you're using on-premises Enterprise Edition, work with your database administrator to manage dashboard access using your organization's user management system.
 ====

asciidoc/courses/aura-dashboards/modules/4-sharing-dashboards/lessons/1-sharing/lesson.adoc

@@ -9,6 +9,133 @@ In this section, you will learn about additional resources and next steps to con
 Feel free to ask any questions in the chat!
 
 
+== Final Project: Build Your Stakeholders Dashboard
+
+Now it's time to apply everything you've learned by creating a comprehensive, production-ready dashboard.
+
+
+=== Project Overview
+
+**Scenario:** Design a dashboard for a streaming service to support content acquisition decisions. The dashboard will serve three stakeholder groups: executives, marketing team, and content acquisition team.
+
+**Budget context:** $5M quarterly content acquisition budget  
+**Decision timeline:** Board presentation in 3 weeks  
+**Your deliverable:** 3-page dashboard with actionable insights
+
+
+=== Requirements
+
+Create **3 dashboard pages:**
+
+**Page 1: Executive Summary**
+
+* 3 single value cards: Total content, Average rating, Active users
+* 1 line chart: Genre trends over last 5 years
+* 1 bar chart: Top performing regions
+* 1 text card: Strategic recommendation based on data
+
+**Page 2: Marketing Analytics**
+
+* 1 bar chart: User ratings by genre
+* 1 table: Top 20 movies with detailed metrics
+* 2 filters: Genre selector, Date range picker
+* Clear labels using business language (not technical jargon)
+
+**Page 3: Content Acquisition Intelligence**
+
+* 1 horizontal bar chart: Top 15 directors by average rating
+* 1 graph visualization: Actor-Movie-Director relationships
+* 1 text card: Acquisition recommendations with specific director names
+
+
+=== Quality Criteria
+
+Before submitting, verify:
+
+* All visualizations answer a business question
+* Charts follow best practices (no pie charts for rankings)
+* Labels use business-friendly language
+* Dashboard tells a coherent story
+* Includes at least one actionable recommendation
+* Filters work correctly
+* No technical jargon in titles or labels
+
+
+=== Bonus Challenges (Optional)
+
+* Add period-over-period comparisons (e.g., "+15% from last quarter")
+* Include benchmark lines or targets on charts
+* Export dashboard as PDF for board distribution
+* Add a fourth page for regional managers with geographic filters
+
+
+== Share Your Work!
+
+We encourage you to share your completed dashboard with the Neo4j community!
+
+
+=== How to Share
+
+1. **Take screenshots** of your 3 dashboard pages (high resolution)
+2. **Write a brief description** (2-3 paragraphs):
+   - What business problem does it solve?
+   - What insights did you discover?
+   - What challenges did you face?
+
+
+3. **Post to Neo4j Community Forum**
+
+Visit link:https://community.neo4j.com/[Neo4j Community Forum^] and create a post with:
+
+```
+Title: [Course Project] My Streaming Service Stakeholder Dashboard
+
+Hi Neo4j Community!
+
+I just completed the "Building Dashboards in Neo4j" course and created 
+this stakeholder dashboard for a streaming service use case.
+
+**What it does:**
+[Describe your dashboard's purpose]
+
+**Key insights discovered:**
+[Share 2-3 insights from your data analysis]
+
+**What I learned:**
+[Mention 1-2 key takeaways]
+
+Feedback welcome!
+
+[Attach your screenshots]
+```
+
+4. **Optional: Share on LinkedIn**
+
+Consider adding to your LinkedIn profile as a portfolio piece:
+[source,markdown]
+----
+Just completed my Neo4j Dashboard project!
+
+Built a comprehensive stakeholder dashboard for streaming service 
+content strategy using Neo4j Dashboards.
+
+Key features:
+- Executive KPIs and trend analysis
+- Interactive filters for marketing team
+- Director performance rankings
+
+#DataAnalytics #Neo4j #DataVisualization #GraphDatabase
+----
+
+
+=== Why Share?
+
+* **Build your portfolio** - Showcase your skills to potential employers
+* **Get feedback** - Learn from experienced Neo4j users
+* **Help others** - Inspire fellow students with your approach
+* **Get recognized** - Outstanding dashboards may be featured by Neo4j
+
+
 == Continuing your learning journey
 
 To continue your learning journey, you can explore the following resources:
@@ -27,13 +154,13 @@ To continue your learning journey, you can explore the following resources:
 **For on-premises Enterprise Edition users:**
 
 * Documentation:
-** link:https://neo4j.com/docs/operations-manual/current/dashboards/[Neo4j Dashboards in Operations Manual]
+** link:https://neo4j.com/docs/operations-manual/current/[Neo4j Operations Manual]
 
 **For all users:**
 
 * Blog and community:
 ** link:https://neo4j.com/blog/auradb/neo4j-dashboards/[AI-Powered Dashboard Creation]
-** link:https://community.neo4j.com/c/neo4j-graph-platform/dashboards/[Dashboards community discussion]
+** link:https://community.neo4j.com/[Neo4j Community Forum]
 
 
 [.TIP]
@@ -45,6 +172,8 @@ read::Click to complete[]
 [.summary]
 == Summary
 
-In this lesson, you learned about additional resources to continue your learning journey with Neo4j Dashboards.
+In this lesson, you received your final project specification: Build a comprehensive stakeholders dashboard for a streaming service.
+
+You also learned how to share your work with the Neo4j community to build your portfolio, get feedback, and connect with other Neo4j users.
 
-You can explore the Neo4j documentation, community forum, and GraphAcademy for more information and learning materials specific to both Aura and on-premises installations.
+Additional resources are available in the Neo4j documentation, community forum, and GraphAcademy for continued learning.

asciidoc/courses/aura-dashboards/modules/4-sharing-dashboards/lessons/3-further-steps/lesson.adoc

@@ -9,6 +9,7 @@ You will learn about:
 * Best practices for collaboration and distribution of insights
 
 [NOTE]
+.Platform differences in sharing
 ====
 Sharing procedures vary between Neo4j Aura and on-premises installations. This module focuses on Aura's sharing features, with notes for on-premises users.
 ====

asciidoc/courses/aura-dashboards/modules/4-sharing-dashboards/module.adoc

@@ -24,6 +24,7 @@ You've mastered the fundamentals of:
 * Understanding your data model to create meaningful visualizations
 
 [NOTE]
+.Platform compatibility
 ====
 These skills apply to both Neo4j Aura and on-premises Enterprise Edition installations. The dashboard features work identically across both platforms.
 ====