Module 8: Course Wrap Up

.title[
# Module 8: Course Wrap Up
]
.subtitle[
## EME6356: Learning & Web Analytics
]
.author[
### Dr. Bret Staudt Willet
]
.date[
### July 29, 2024
]

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# <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-module8](https://bretsw.com/eme6356-su24-module8)

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(See the [course syllabus](https://canvas.fsu.edu/courses/275488/assignments/syllabus))

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<hr>

1.1 Identify the basic steps in the analytics process: measure, collect, analyze, and report.

1.2 Analyze foundational analytics concepts.

5.1 Apply data visualization for telling analytics stories.

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2.1 Apply analytics to improve performance at home and at work.

3.1 Apply analytics to improve performance in educational settings (K12 to higher ed; formal to informal).

4.1 Apply analytics to evaluate online activity.

6.1 Assess ethical considerations and challenges for using analytics.

7.1 Identify trends and future directions of analytics.

8.1 Critique presentations of how analytics have been or may be applied to solving a real-world problem.

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3.2 Develop an analytics plan that identifies and describes a real-world problem and explains how analytics might be used to address the problem through data collection, data analysis, and reporting phases.

5.2 Develop an analytics report that identifies a data source, accesses/collects the data, analyzes it, generates data visualizations, and tells its story.

7.2 Evaluate a situation in which analytics have been or may be applied to solving a real-world problem and create a compelling presentation of your evaluation.

8.2 Develop an ethics report that identifies and describes ethical considerations related to using analytics to solve a real-world problem and explains specific ethical concerns of data collection, data analysis, and reporting phases.

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5.2 Develop an analytics report that identifies a data source, accesses/collects the data, analyzes it, generates data visualizations, and tells its story.

7.2 Evaluate a situation in which analytics have been or may be applied to solving a real-world problem and create a compelling presentation of your evaluation.

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<hr>

5.2 Develop an analytics report that identifies a data source, accesses/collects the data, analyzes it, generates data visualizations, and tells its story.

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# <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="M256 32H181.2c-27.1 0-51.3 17.1-60.3 42.6L3.1 407.2C1.1 413 0 419.2 0 425.4C0 455.5 24.5 480 54.6 480H256V416c0-17.7 14.3-32 32-32s32 14.3 32 32v64H521.4c30.2 0 54.6-24.5 54.6-54.6c0-6.2-1.1-12.4-3.1-18.2L455.1 74.6C446 49.1 421.9 32 394.8 32H320V96c0 17.7-14.3 32-32 32s-32-14.3-32-32V32zm64 192v64c0 17.7-14.3 32-32 32s-32-14.3-32-32V224c0-17.7 14.3-32 32-32s32 14.3 32 32z"/></svg> <br><br> Looking Back, Looking Ahead

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# <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="M256 32H181.2c-27.1 0-51.3 17.1-60.3 42.6L3.1 407.2C1.1 413 0 419.2 0 425.4C0 455.5 24.5 480 54.6 480H256V416c0-17.7 14.3-32 32-32s32 14.3 32 32v64H521.4c30.2 0 54.6-24.5 54.6-54.6c0-6.2-1.1-12.4-3.1-18.2L455.1 74.6C446 49.1 421.9 32 394.8 32H320V96c0 17.7-14.3 32-32 32s-32-14.3-32-32V32zm64 192v64c0 17.7-14.3 32-32 32s-32-14.3-32-32V224c0-17.7 14.3-32 32-32s32 14.3 32 32z"/></svg> Sink Full of Dishes

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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="M78.6 5C69.1-2.4 55.6-1.5 47 7L7 47c-8.5 8.5-9.4 22-2.1 31.6l80 104c4.5 5.9 11.6 9.4 19 9.4h54.1l109 109c-14.7 29-10 65.4 14.3 89.6l112 112c12.5 12.5 32.8 12.5 45.3 0l64-64c12.5-12.5 12.5-32.8 0-45.3l-112-112c-24.2-24.2-60.6-29-89.6-14.3l-109-109V104c0-7.5-3.5-14.5-9.4-19L78.6 5zM19.9 396.1C7.2 408.8 0 426.1 0 444.1C0 481.6 30.4 512 67.9 512c18 0 35.3-7.2 48-19.9L233.7 374.3c-7.8-20.9-9-43.6-3.6-65.1l-61.7-61.7L19.9 396.1zM512 144c0-10.5-1.1-20.7-3.2-30.5c-2.4-11.2-16.1-14.1-24.2-6l-63.9 63.9c-3 3-7.1 4.7-11.3 4.7H352c-8.8 0-16-7.2-16-16V102.6c0-4.2 1.7-8.3 4.7-11.3l63.9-63.9c8.1-8.1 5.2-21.8-6-24.2C388.7 1.1 378.5 0 368 0C288.5 0 224 64.5 224 144l0 .8 85.3 85.3c36-9.1 75.8 .5 104 28.7L429 274.5c49-23 83-72.8 83-130.5zM56 432a24 24 0 1 1 48 0 24 24 0 1 1 -48 0z"/></svg> <br><br> Resources <br> for Further Exploration

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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="M249.4 25.4c12.5-12.5 32.8-12.5 45.3 0s12.5 32.8 0 45.3L269.3 96 416 96c53 0 96 43 96 96v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V192c0-17.7-14.3-32-32-32l-146.7 0 25.4 25.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0l-80-80c-12.5-12.5-12.5-32.8 0-45.3l80-80zm13.3 256l80 80c12.5 12.5 12.5 32.8 0 45.3l-80 80c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L242.7 416 96 416c-17.7 0-32 14.3-32 32v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V448c0-53 43-96 96-96l146.7 0-25.4-25.4c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0zM384 384a64 64 0 1 1 128 0 64 64 0 1 1 -128 0zM64 192A64 64 0 1 1 64 64a64 64 0 1 1 0 128z"/></svg> Continue Learning

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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="M249.4 25.4c12.5-12.5 32.8-12.5 45.3 0s12.5 32.8 0 45.3L269.3 96 416 96c53 0 96 43 96 96v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V192c0-17.7-14.3-32-32-32l-146.7 0 25.4 25.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0l-80-80c-12.5-12.5-12.5-32.8 0-45.3l80-80zm13.3 256l80 80c12.5 12.5 12.5 32.8 0 45.3l-80 80c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L242.7 416 96 416c-17.7 0-32 14.3-32 32v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V448c0-53 43-96 96-96l146.7 0-25.4-25.4c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0zM384 384a64 64 0 1 1 128 0 64 64 0 1 1 -128 0zM64 192A64 64 0 1 1 64 64a64 64 0 1 1 0 128z"/></svg> Learn to Code

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

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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="M249.4 25.4c12.5-12.5 32.8-12.5 45.3 0s12.5 32.8 0 45.3L269.3 96 416 96c53 0 96 43 96 96v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V192c0-17.7-14.3-32-32-32l-146.7 0 25.4 25.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0l-80-80c-12.5-12.5-12.5-32.8 0-45.3l80-80zm13.3 256l80 80c12.5 12.5 12.5 32.8 0 45.3l-80 80c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L242.7 416 96 416c-17.7 0-32 14.3-32 32v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V448c0-53 43-96 96-96l146.7 0-25.4-25.4c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0zM384 384a64 64 0 1 1 128 0 64 64 0 1 1 -128 0zM64 192A64 64 0 1 1 64 64a64 64 0 1 1 0 128z"/></svg> Linkedin Learning

Search **"data Science"** on Linkedin Learning: **https://www.linkedin.com/learning/**

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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="M249.4 25.4c12.5-12.5 32.8-12.5 45.3 0s12.5 32.8 0 45.3L269.3 96 416 96c53 0 96 43 96 96v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V192c0-17.7-14.3-32-32-32l-146.7 0 25.4 25.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0l-80-80c-12.5-12.5-12.5-32.8 0-45.3l80-80zm13.3 256l80 80c12.5 12.5 12.5 32.8 0 45.3l-80 80c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L242.7 416 96 416c-17.7 0-32 14.3-32 32v32c0 17.7-14.3 32-32 32s-32-14.3-32-32V448c0-53 43-96 96-96l146.7 0-25.4-25.4c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0zM384 384a64 64 0 1 1 128 0 64 64 0 1 1 -128 0zM64 192A64 64 0 1 1 64 64a64 64 0 1 1 0 128z"/></svg> GitHub Copilot

**https://github.com/features/copilot**

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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)

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# <svg aria-hidden="true" role="img" viewBox="0 0 496 512" style="height:1em;width:0.97em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> <br><br> Explore the [GitHub repository for code and data](https://github.com/bretsw/sandbox)

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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="M192 64v64c0 17.7 14.3 32 32 32h64c17.7 0 32-14.3 32-32V64c0-17.7-14.3-32-32-32H224c-17.7 0-32 14.3-32 32zM82.7 207c-15.3 8.8-20.5 28.4-11.7 43.7l32 55.4c8.8 15.3 28.4 20.5 43.7 11.7l55.4-32c15.3-8.8 20.5-28.4 11.7-43.7l-32-55.4c-8.8-15.3-28.4-20.5-43.7-11.7L82.7 207zM288 192c-17.7 0-32 14.3-32 32v64c0 17.7 14.3 32 32 32h64c17.7 0 32-14.3 32-32V224c0-17.7-14.3-32-32-32H288zm64 160c-17.7 0-32 14.3-32 32v64c0 17.7 14.3 32 32 32h64c17.7 0 32-14.3 32-32V384c0-17.7-14.3-32-32-32H352zM160 384v64c0 17.7 14.3 32 32 32h64c17.7 0 32-14.3 32-32V384c0-17.7-14.3-32-32-32H192c-17.7 0-32 14.3-32 32zM32 352c-17.7 0-32 14.3-32 32v64c0 17.7 14.3 32 32 32H96c17.7 0 32-14.3 32-32V384c0-17.7-14.3-32-32-32H32z"/></svg> <br><br> Use various [Datasets for practice](https://bretsw.com/post/datasets/)

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### Analytics Assignments

- Analytics Ethics Statement (100 points) - **due Friday, August 2**

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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> Questions

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

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

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