Module 6: Ethics in Analytics

.title[
# Module 6: Ethics in Analytics
]
.subtitle[
## EME6356: Learning & Web Analytics
]
.author[
### Dr. Bret Staudt Willet
]
.date[
### July 8, 2024
]

---

# <svg aria-hidden="true" role="img" viewBox="0 0 576 512" style="height:1em;width:1.12em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M160 80H512c8.8 0 16 7.2 16 16V320c0 8.8-7.2 16-16 16H490.8L388.1 178.9c-4.4-6.8-12-10.9-20.1-10.9s-15.7 4.1-20.1 10.9l-52.2 79.8-12.4-16.9c-4.5-6.2-11.7-9.8-19.4-9.8s-14.8 3.6-19.4 9.8L175.6 336H160c-8.8 0-16-7.2-16-16V96c0-8.8 7.2-16 16-16zM96 96V320c0 35.3 28.7 64 64 64H512c35.3 0 64-28.7 64-64V96c0-35.3-28.7-64-64-64H160c-35.3 0-64 28.7-64 64zM48 120c0-13.3-10.7-24-24-24S0 106.7 0 120V344c0 75.1 60.9 136 136 136H456c13.3 0 24-10.7 24-24s-10.7-24-24-24H136c-48.6 0-88-39.4-88-88V120zm208 24a32 32 0 1 0 -64 0 32 32 0 1 0 64 0z"/></svg>

**View the slides:**

[bretsw.com/eme6356-su24-module6](https://bretsw.com/eme6356-su24-module6)

---

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- [**r/dataisbeautiful**](https://www.reddit.com/r/dataisbeautiful/)

- [**Our World in Data**](https://ourworldindata.org/)

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# <svg aria-hidden="true" role="img" viewBox="0 0 320 512" style="height:1em;width:0.62em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M80 160c0-35.3 28.7-64 64-64h32c35.3 0 64 28.7 64 64v3.6c0 21.8-11.1 42.1-29.4 53.8l-42.2 27.1c-25.2 16.2-40.4 44.1-40.4 74V320c0 17.7 14.3 32 32 32s32-14.3 32-32v-1.4c0-8.2 4.2-15.8 11-20.2l42.2-27.1c36.6-23.6 58.8-64.1 58.8-107.7V160c0-70.7-57.3-128-128-128H144C73.3 32 16 89.3 16 160c0 17.7 14.3 32 32 32s32-14.3 32-32zm80 320a40 40 0 1 0 0-80 40 40 0 1 0 0 80z"/></svg> <br><br> Module 5 <br> Final Thoughts?

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<div class="caption">
<a href="https://technoethics.digciz.org/index.php/is-technology-ethical-analysis-helper/">Is This Technology Ethical? Analysis Helper for Educators</a>
</div>

Resource from [Autumm Caines](http://autummcaines.com/)

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<div class="caption">
<a href="https://compelu.com/">CompelU: We Watch We Care</a>
</div>

Resource from [Autumm Caines](http://autummcaines.com/)

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<div class="caption">
<a href="https://www.civicsoftechnology.org/">Civics of Technology website</a>
</div>

Resource from [Dan Krutka](https://coe.unt.edu/people/daniel-g-krutka) and [Marie Heath](https://www.loyola.edu/school-education/faculty/marie-heath)

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<div class="caption">
<a href="https://www.whitehouse.gov/ostp/ai-bill-of-rights/">Blueprint for an AI Bill of Rights</a>
</div>

Resource from [U.S. White House Office of Science & Technology Policy](https://www.whitehouse.gov/ostp/)

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<div class="caption">
<a href="https://www.unesco.org/en/artificial-intelligence/recommendation-ethics">UNESCO Ethics of Artificial Intelligence</a>
</div>

Resource from the United Nations Educational, Scientific and Cultural Organization [(UNESCO)](https://www.unesco.org/en)

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<div class="caption">
<a href="https://unesdoc.unesco.org/ark:/48223/pf0000381137">UNESCO Recommendation on the Ethics of Artificial Intelligence</a>
</div>

Resource from the United Nations Educational, Scientific and Cultural Organization [(UNESCO)](https://www.unesco.org/en)

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# <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M410.3 231l11.3-11.3-33.9-33.9-62.1-62.1L291.7 89.8l-11.3 11.3-22.6 22.6L58.6 322.9c-10.4 10.4-18 23.3-22.2 37.4L1 480.7c-2.5 8.4-.2 17.5 6.1 23.7s15.3 8.5 23.7 6.1l120.3-35.4c14.1-4.2 27-11.8 37.4-22.2L387.7 253.7 410.3 231zM160 399.4l-9.1 22.7c-4 3.1-8.5 5.4-13.3 6.9L59.4 452l23-78.1c1.4-4.9 3.8-9.4 6.9-13.3l22.7-9.1v32c0 8.8 7.2 16 16 16h32zM362.7 18.7L348.3 33.2 325.7 55.8 314.3 67.1l33.9 33.9 62.1 62.1 33.9 33.9 11.3-11.3 22.6-22.6 14.5-14.5c25-25 25-65.5 0-90.5L453.3 18.7c-25-25-65.5-25-90.5 0zm-47.4 168l-144 144c-6.2 6.2-16.4 6.2-22.6 0s-6.2-16.4 0-22.6l144-144c6.2-6.2 16.4-6.2 22.6 0s6.2 16.4 0 22.6z"/></svg> <br><br> MadLibs

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<div class="caption">
<a href="https://bretsw.shinyapps.io/madlibs-play/">MadLibs Play</a>
</div>

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# <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M410.3 231l11.3-11.3-33.9-33.9-62.1-62.1L291.7 89.8l-11.3 11.3-22.6 22.6L58.6 322.9c-10.4 10.4-18 23.3-22.2 37.4L1 480.7c-2.5 8.4-.2 17.5 6.1 23.7s15.3 8.5 23.7 6.1l120.3-35.4c14.1-4.2 27-11.8 37.4-22.2L387.7 253.7 410.3 231zM160 399.4l-9.1 22.7c-4 3.1-8.5 5.4-13.3 6.9L59.4 452l23-78.1c1.4-4.9 3.8-9.4 6.9-13.3l22.7-9.1v32c0 8.8 7.2 16 16 16h32zM362.7 18.7L348.3 33.2 325.7 55.8 314.3 67.1l33.9 33.9 62.1 62.1 33.9 33.9 11.3-11.3 22.6-22.6 14.5-14.5c25-25 25-65.5 0-90.5L453.3 18.7c-25-25-65.5-25-90.5 0zm-47.4 168l-144 144c-6.2 6.2-16.4 6.2-22.6 0s-6.2-16.4 0-22.6l144-144c6.2-6.2 16.4-6.2 22.6 0s6.2 16.4 0 22.6z"/></svg> Black Mirror MadLibs

<div class="caption">
<a href="https://bretsw.shinyapps.io/data-dystopia/">Dystopian Storytelling</a>
</div>

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# <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M128 32h32c17.7 0 32 14.3 32 32V96H96V64c0-17.7 14.3-32 32-32zm64 96V448c0 17.7-14.3 32-32 32H32c-17.7 0-32-14.3-32-32V388.9c0-34.6 9.4-68.6 27.2-98.3C40.9 267.8 49.7 242.4 53 216L60.5 156c2-16 15.6-28 31.8-28H192zm227.8 0c16.1 0 29.8 12 31.8 28L459 216c3.3 26.4 12.1 51.8 25.8 74.6c17.8 29.7 27.2 63.7 27.2 98.3V448c0 17.7-14.3 32-32 32H352c-17.7 0-32-14.3-32-32V128h99.8zM320 64c0-17.7 14.3-32 32-32h32c17.7 0 32 14.3 32 32V96H320V64zm-32 64V288H224V128h64z"/></svg> <br><br> Looking ahead

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# <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M128 0c17.7 0 32 14.3 32 32V64H288V32c0-17.7 14.3-32 32-32s32 14.3 32 32V64h48c26.5 0 48 21.5 48 48v48H0V112C0 85.5 21.5 64 48 64H96V32c0-17.7 14.3-32 32-32zM0 192H448V464c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V192zm80 64c-8.8 0-16 7.2-16 16v96c0 8.8 7.2 16 16 16h96c8.8 0 16-7.2 16-16V272c0-8.8-7.2-16-16-16H80z"/></svg> Semester schedule

- **Module 1:** Introduction to Analytics
- **Module 2:** Performance Analytics
- **Module 3:** Learning Analytics
- **Module 4:** Web Analytics
- **Module 5:** Data Visualization
- **Module 6: Ethics in Learning Analytics**
- **Module 7:** Future of Analytics
- **Module 8:** Case Discussions
---

### Analytics Assignments (60%)

- Analytics Problem Plan (100 points)
- Analytics Practice (200 points)
- **Analytics Case Presentation (200 points; group project)**
- Analytics Ethics Statement (100 points)

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### Analytics Case Presentation (200 pts) - **due end of Module 7**

- Get together with your usual project team

- Select a case study topic (could be connected to your semester-long topic):
  - Research case study
  - Tool case study
  - Real-world setting case study

- Explore your case topic

- Create a slide deck to present your case and serve as a prompt for Module 8 Discussion

---

<hr>

**What questions can I answer for you now?**

**How can I support you this week?**

<hr>

---

# Learn to Code

**https://datascienceineducation.com/**

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# <svg aria-hidden="true" role="img" viewBox="0 0 640 512" style="height:1em;width:1.25em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M181.5 197.1l12.9 6.4c5.9 3 12.4 4.5 19.1 4.5c23.5 0 42.6-19.1 42.6-42.6V144c0-35.3-28.7-64-64-64H128c-35.3 0-64 28.7-64 64v21.4c0 23.5 19.1 42.6 42.6 42.6c6.6 0 13.1-1.5 19.1-4.5l12.9-6.4 8.4-4.2L135.1 185c-4.5-3-7.1-8-7.1-13.3V168c0-13.3 10.7-24 24-24h16c13.3 0 24 10.7 24 24v3.7c0 5.3-2.7 10.3-7.1 13.3l-11.8 7.9 8.4 4.2zm-8.6 49.4L160 240l-12.9 6.4c-12.6 6.3-26.5 9.6-40.5 9.6c-3.6 0-7.1-.2-10.6-.6v.6c0 35.3 28.7 64 64 64h64c17.7 0 32 14.3 32 32s-14.3 32-32 32H384V336 320c0-23.7 12.9-44.4 32-55.4c9.4-5.4 20.3-8.6 32-8.6V240c0-26.5 21.5-48 48-48c8.8 0 16 7.2 16 16v32 16 48c0 8.8 7.2 16 16 16s16-7.2 16-16V204.3c0-48.2-30.8-91-76.6-106.3l-8.5-2.8c-8-2.7-12.6-11.1-10.4-19.3s10.3-13.2 18.6-11.6l19.9 4C576 86.1 640 164.2 640 254.9l0 1.1h0c0 123.7-100.3 224-224 224h-1.1H256h-.6C132 480 32 380 32 256.6V256 216.8c-10.1-14.6-16-32.3-16-51.4V144l0-1.4C6.7 139.3 0 130.5 0 120c0-13.3 10.7-24 24-24h2.8C44.8 58.2 83.3 32 128 32h64c44.7 0 83.2 26.2 101.2 64H296c13.3 0 24 10.7 24 24c0 10.5-6.7 19.3-16 22.6l0 1.4v21.4c0 1.4 0 2.8-.1 4.3c12-6.2 25.7-9.6 40.1-9.6h8c17.7 0 32 14.3 32 32s-14.3 32-32 32h-8c-13.3 0-24 10.7-24 24v8h56.4c-15.2 17-24.4 39.4-24.4 64H320c-42.3 0-78.2-27.4-91-65.3c-5.1 .9-10.3 1.3-15.6 1.3c-14.1 0-27.9-3.3-40.5-9.6zM96 128a16 16 0 1 1 0 32 16 16 0 1 1 0-32zm112 16a16 16 0 1 1 32 0 16 16 0 1 1 -32 0z"/></svg> <br><br> Play in the <br> [Analytics Sandbox](https://bretsw.com/sandbox)