Merge branch 'main' into 27-add-group-name-and-readme-profile

Author: CaesarGhazi

.github/workflows/ci-checks.yml

@@ -48,7 +48,7 @@ jobs:
           pip install pylint
         shell: bash
       - name: Python - Check Linting - pylint
-        run: "pylint solutions tests  || echo '::warning title=Pylint Error(s)::Discuss solutions and trade-offs in code review.'"
+        run: "pylint **/*.py --ignore-paths=env,venv,.env,.venv,__pycache__,.git  || echo '::warning title=Pylint Error(s)::Discuss solutions and trade-offs in code review.'"
         shell: bash
 
   py_tests:
@@ -78,3 +78,21 @@ jobs:
         if: steps.check_tests.outputs.has_tests == 'true'
         run: python -m unittest
         shell: bash
+
+  py_notebook_linting:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: python version
+        run: python --version
+        shell: bash
+        if: always()
+      - name: install nbqa
+        run: |
+          python -  m pip install --upgrade pip
+          pip install pylint
+          pip install nbqa
+        shell: bash
+      - name: Python Notebooks - Check Linting - nbqa
+        run: "nbqa pylint *.ipynb  || echo '::warning title=NoteBook QA Error(s)::Discuss solutions and trade-offs in code review.'"
+        shell: bash

0_domain_study/data_privacy_impact.md

@@ -0,0 +1,94 @@
+# Data Privacy in Educational Data
+
+This file summarizes key findings from research
+on data privacy in online learning environments.
+It draws from two influential studies:
+
+- **On Students' Willingness to Use Online Learning:
+   A Privacy Calculus Theory Approach**  
+- **Aware, but Don't Really Care: Student
+   Perspectives on Privacy and
+   Data Collection in Online Courses**
+
+---
+
+## Overview
+
+### Privacy Calculus Theory
+
+- **Definition:**  
+  Students evaluate online learning by weighing tangible benefits
+  (e.g., personalized instruction, convenience, cost/time savings)
+   against privacy risks (e.g., data breaches, invasive monitoring).
+  
+- **Key Insight:**  
+  Engagement rises when students perceive that the benefits of
+   online learning clearly outweigh the risks.
+
+### The Role of Trust
+
+- **Importance:**  
+  - **Transparent Data Protection:** Clear and robust
+    privacy protocols help diminish concerns.
+  - **Effective Communication:** Explaining data usage
+    (improving learning analytics and course design) builds trust.
+  
+- **Impact:**
+  Trust reduces the negative perception of
+  risks and encourages higher platform engagement.
+
+### The Privacy Paradox
+
+- **Observation:**
+  Despite expressing concerns about data privacy,
+  many students continue to use online learning platforms.
+  
+- **Explanation:**
+  The practical benefits and established trust
+  often outweigh stated privacy worries,
+  leading to steady engagement.
+
+---
+
+## Practical Implications for Online Learning Platforms
+
+- **Strengthen Privacy Protections:**  
+  - Implement robust safeguards and maintain
+     up-to-date, transparent privacy policies.
+  
+- **Develop a Clear Communication Strategy:**  
+  - Regularly inform users about data protection
+     measures and how collected data improves
+    learning experiences.
+  
+- **Utilize Feedback Mechanisms:**  
+  - Integrate tools such as Likert-scale surveys to assess student perception.
+    Use ongoing feedback to iteratively enhance both
+     technical privacy measures and user communication.
+
+---
+
+## Conclusion
+
+To maximize student engagement, online learning
+platforms must strike a balance between robust privacy measures
+and transparent communication of benefits.
+By leveraging insights from the privacy calculus
+framework and addressing the privacy paradox,
+we can foster an environment
+of trust and enhance the overall educational experience.
+
+---
+
+## References
+
+1. **On Students' Willingness to Use Online Learning:
+    A Privacy Calculus Theory Approach**  
+   - *Publication:* Frontiers in Psychology, 2022  
+   - *Link:*
+     [Frontiers in Psychology Article](https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2022.880261/full)
+
+2. **Aware, but Don't Really Care: Student Perspectives
+    on Privacy and Data Collection in Online Courses**  
+   - *Link:*
+    [ERIC Full Text PDF](https://files.eric.ed.gov/fulltext/EJ1247149.pdf)  

0_domain_study/impact_of_disengagement.md

@@ -0,0 +1,80 @@
+# Impact of Student Disengagement in Online Learning Environments
+
+## Student disengagement in online learning
+
+environments has significant and multifaceted negative impacts on academic outcomes,
+well-being, and overall educational experience. Research consistently highlights
+several key areas where disengagement manifests its detrimental effects
+
+1. ## **Reduced Academic Performance and Learning Outcomes:**  
+
+   Disengaged students are less likely to interact with course materials,
+   participate in discussions, or complete assignments, directly leading
+   to lower grades, poorer understanding of concepts, and ultimately,
+   reduced learning outcomes [1, 5]. This can manifest as a decline in
+   performance over time, particularly in self-paced or asynchronous courses.
+
+2. ## **Decreased Motivation and Satisfaction:**  
+
+   A lack of engagement often correlates with diminished student motivation and
+   overall satisfaction with the learning experience [5]. Students may feel
+   disconnected from the course and their peers, leading to a loss of interest
+   and a perception that the online format is less effective or fulfilling than
+   traditional learning [3].
+
+3. ## **Increased Dropout Rates and Course Non-Completion:**  
+
+   Disengagement is a primary predictor of students withdrawing from courses
+   or failing to complete their programs. When students feel isolated,
+   overwhelmed, or unmotivated, they are more prone to abandoning their
+   studies, contributing to higher attrition rates in online learning
+   platforms [1, 3].
+
+4. ## **Social Isolation and Lack of Connection:**  
+
+   Online learning, especially without intentional design for interaction,
+   can lead to feelings of social isolation. Disengaged students often struggle
+   to connect with peers and instructors, missing out on collaborative learning
+   opportunities and the sense of community that supports persistence and deeper
+   learning [1, 3]. This can be a significant source of stress [6].
+
+5. ## **Negative Emotional and Mental Health Implications:**  
+
+   The challenges associated with online learning, including disengagement, can
+   contribute to increased stress levels and negative emotional states. Students
+   may find it difficult to manage the pace of coursework and feel overwhelmed,
+   impacting their mental well-being [1, 6]. Some studies indicate a decline in
+   student motivation and engagement since the shift to more online learning [4].
+
+### In summary
+
+student disengagement in online learning is not merely a assive state but an active
+barrier to effective education, leading to a cascade of negative consequences that
+affect individual student success and the overall quality of online educational programs
+
+---
+
+## References
+
+[1] Hollister, B. (2022). Engagement in Online Learning:
+Student Attitudes and Experiences. *Frontiers in Education*, 7, 851019.  
+[https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2022.851019/full]
+
+[2] Bergdahl, N. (2022). Engagement and disengagement in online learning.
+*Computers & Education*, 184, 104513.*
+[https://www.sciencedirect.com/science/article/pii/S0360131522001324]
+
+[3] Akpen, C. N. (2024). Impact of online learning on student’s
+performance and engagement. *Education and Information Technologies*.  
+[https://link.springer.com/article/10.1007/s44217-024-00253-0]
+
+[4] EdWeek Research Center. (2020, November).
+*Survey: Teachers Say Student Motivation and Engagement Have Declined Since Pandemic*.
+[https://www.nasbe.org/getting-students-engaged-in-learning/]
+
+[5] Bergdahl, N. (2022). (PDF) Engagement and disengagement in online learning.
+*ResearchGate*.
+[https://www.researchgate.net/publication/361181458_Engagement_and_disengagement_in_online_learning]
+
+[6] IDRA. (n.d.). *Mental Health Implications of Virtual Learning on Student Engagement*.
+[https://www.idra.org/resource-center/mental-health-implications-of-virtual-learning-on-student-engagement/]

0_domain_study/student_engagement.md

@@ -0,0 +1,108 @@
+# Intervention Strategies to Enhance Student Engagement in Virtual Learning Platforms
+
+## 1. Introduction
+
+Online learning has expanded rapidly across educational institutions, especially
+during the COVID-19 pandemic. Virtual learning platforms offer flexibility and
+accessibility but often struggle with student engagement, motivation, and interaction.
+
+## 2. Active Learning Strategies
+
+Active learning involves students being cognitively and socially engaged in the
+learning process. Interactive tools can enhance participation:
+
+- Use of quizzes, polls, simulations, and case-based scenarios.
+- **Discussion boards** where students post and reply to encourage critical
+thinking and collaboration [3].
+- **Group projects** utilizing tools like Google Workspace or Microsoft Teams
+for peer collaboration.
+
+## 3. Individualized Feedback
+
+Prompt, constructive feedback supports student motivation and course progress:
+
+- **Individualized feedback** via video or voice comments enhances satisfaction
+and retention [1].
+- **Automated tests** with immediate feedback provide real-time learning experiences.
+
+## 4. Systematic Course Design
+
+Well-organized content supports ease of navigation and reduces cognitive load:
+
+- Clear **learning objectives** and **weekly modules with checklists** improve
+clarity [5].
+- **Rubrics** help students understand assignment expectations and achieve success.
+
+## 5. Instructor Presence and Communication
+
+An active instructor presence reduces feelings of isolation:
+
+- **Weekly announcements** and **optional live sessions** foster community [8].
+- **Virtual office hours** promote student-instructor interaction.
+
+## 6. Gamification Components
+
+Gamification integrates game-like elements to boost motivation:
+
+- **Badges**, **leaderboards**, and **achievement points** encourage engagement [4].
+- **Progress bars** visually track course completion.
+
+## 7. Autonomy and Student Choice
+
+Offering student choice increases ownership and motivation:
+
+- Letting students choose **topics** or **formats** of assignments improves
+engagement [7].
+- **Self-paced activities** accommodate varied learning styles and responsibilities.
+
+## 8. Social and Emotional Support
+
+Creating a positive atmosphere encourages continued participation:
+
+- **Peer discussion groups** and **community mentoring** reduce isolation.
+- **Access to mental health support** helps students cope with stress [9].
+
+## 9. Data-Driven Interventions
+
+Learning analytics help detect and support at-risk students:
+
+- Track **log-in activity**, **submission rates**, and **scores** to identify disengagement.
+- **Automated or personal reminders** help re-engage students [6].
+
+## 10. Accessible and Inclusive Practices
+
+Inclusive design ensures participation from diverse student populations:
+
+- **Video captioning**, **screen reader-compatible materials**, and
+**language accommodations** support accessibility.
+- Incorporating **diverse perspectives** fosters a sense of belonging [2].
+
+## 11. Conclusion
+
+Engaging students in online learning requires a multifaceted approach involving
+instructional design, technology, communication, and support. These strategies
+can create interactive, inclusive, and responsive learning environments that
+improve participation and academic performance.
+
+## References
+
+1. [Borup, J., West, R. E., Thomas, R., & Graham, C. R. (2015). *The
+adolescent community of engagement framework*](http://www.editlib.org/p/112371)
+2. [Castillo-Montoya, M. (2016). *Deepening understanding of prior knowledge.*
+](https://doi.org/10.1080/13562517.2016.1273208)
+3. [Darby, F., & Lang, J. M. (2019). *Small Teaching Online: Applying Learning
+Science in Online
+Classes*](https://www.wiley.com/en-us/Small+Teaching+Online%3A+Applying+Learning+Science+in+Online+Classes-p-9781119619093)
+4. [Domínguez, A. et al. (2013). *Gamifying learning
+experiences.*](https://doi.org/10.1016/j.compedu.2012.12.020)
+5. [Garrison, D. R., Anderson, T., & Archer, W. (2000). *Critical inquiry in a
+text-based environment.*](https://doi.org/10.1016/S1096-7516(00)00016-6)
+6. [Macfadyen, L. P., & Dawson, S. (2012). *Numbers are
+not enough.*](https://www.jstor.org/stable/jeductechsoci.15.3.149)
+7. [Patall, E. A., Cooper, H., & Robinson, J. C. (2010). *The effects of choice
+on intrinsic motivation and related outcomes.*](https://doi.org/10.1037/0033-2909.134.2.270)
+8. [Richardson, J. C., Maeda, Y., Swan, K., & Ice, P. (2017). *Social presence
+in relation to students' satisfaction and learning in the online
+environment.*](https://doi.org/10.1016/j.chb.2017.02.001)
+9. [Xiao, J. (2018). *On the margins or at the center? Distance education in
+higher education.*](https://doi.org/10.1080/01587919.2018.1429213)

collaboration/guide/0_repository_setup.md

@@ -20,6 +20,10 @@ it for collaboration:
   - _Issues_
   - _Projects_
   - _Always suggest updating pull request branches_
+- Enable CI Checks
+  - Under the _Actions_ tab:
+    - Enable workflows to ensure CI checks run on all pushes and pull requests.
+        _(Note: If workflows are disabled, CI checks won’t trigger until enabled.)_
 - Collaboration Settings
   - Require a code review for PRs to `main`/`master`
     ([owanateamachree](https://owanateamachree.medium.com/how-to-protect-the-master-branch-on-github-ab85e9b6b03),