class: left, bottom, title-slide .title[ # Module 7: Future of Analytics ] .subtitle[ ## EME6356: Learning & Web Analytics ] .author[ ### Dr. Bret Staudt Willet ] .date[ ### November 8, 2022 ] --- class: inverse, center, middle # <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="M512 32H160c-35.35 0-64 28.65-64 64v224c0 35.35 28.65 64 64 64H512c35.35 0 64-28.65 64-64V96C576 60.65 547.3 32 512 32zM528 320c0 8.822-7.178 16-16 16h-16l-109.3-160.9C383.7 170.7 378.7 168 373.3 168c-5.352 0-10.35 2.672-13.31 7.125l-62.74 94.11L274.9 238.6C271.9 234.4 267.1 232 262 232c-5.109 0-9.914 2.441-12.93 6.574L176 336H160c-8.822 0-16-7.178-16-16V96c0-8.822 7.178-16 16-16H512c8.822 0 16 7.178 16 16V320zM224 112c-17.67 0-32 14.33-32 32s14.33 32 32 32c17.68 0 32-14.33 32-32S241.7 112 224 112zM456 480H120C53.83 480 0 426.2 0 360v-240C0 106.8 10.75 96 24 96S48 106.8 48 120v240c0 39.7 32.3 72 72 72h336c13.25 0 24 10.75 24 24S469.3 480 456 480z"/></svg> **View the slides:** [bretsw.com/eme6356-fs22-module7](https://bretsw.com/eme6356-fs22-module7) --- # <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="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories <img src="img/7-data-story1.png" width="100%" style="display: block; margin: auto;" /> >Data is like photographs: it captures a moment in time, and with it some facsimile of truth, but often telling its own story, sometimes one of complete fiction. (Tweet from [@amyjko](https://twitter.com/amyjko/status/1462934403227668485)) --- # <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="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories <img src="img/7-data-story2.png" width="360px" style="display: block; margin: auto;" /> "Testing out Stable Diffusion inpainting on a video" (Tweet from [@karenxcheng](https://twitter.com/karenxcheng/status/1587510079770615809)) --- class: inverse, center, middle # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> <br><br> Module 6 Discussion <br> Themes and Kudos --- # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Ethics of Measurement <img src="img/data.jpg" width="480px" style="display: block; margin: auto;" /> -- - How accurate are the collected data? -- - How good are the predictions of complex human behavior? -- - How well does a measure represent real learning or performance? --- # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Ethics of Collection <img src="img/surveillance.jpg" width="480px" style="display: block; margin: auto;" /> -- - Do users have the right to opt in or opt out? -- - What are the risks of the collected data becoming public? -- - Who owns the collected data? Who owns where the data are stored? --- # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Ethics of Analysis <img src="img/tools.jpg" width="480px" style="display: block; margin: auto;" /> -- - What biases exist in algorithms>? -- - What factors are included or excluded in predictive modeling? -- - Do users have the right to know and inspect what analyses have been conducted? --- # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Ethics of Reporting <img src="img/amplify.jpg" width="480px" style="display: block; margin: auto;" /> -- - How anonymous are users really? How easily can de-identification be done? -- - How do truth and trust exist in relationship and in tension with each other? --- # <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 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Recommended Solutions <img src="img/relax.jpg" width="480px" style="display: block; margin: auto;" /> -- - **Do no harm!** Operate in the best interests of users (e.g., students) -- - **Informed consent:** All for opt-in and opt-out -- - **Transparency:** Be clear about the purposes for the data -- - **Data literacy:** Educate users on data collection and privacy issues --- class: inverse, center, middle # <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="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> <br><br> Module 6 Discussion <br> Final Thoughts? --- class: inverse, center, middle # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> <br><br> The Future --- class: inverse, center, middle # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> <br><br> Challenge \#1: <br> **"Participant" "Rights"** --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Privacy <img src="img/surveillance.jpg" width="600px" style="display: block; margin: auto;" /> -- - What rights to live and behave from observation? -- - Opt-in, or opt-out? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Openness and Societal Benefit <img src="img/traffic.jpg" width="600px" style="display: block; margin: auto;" /> -- - Example: Traffic data -- - Looking at aggregate or individual? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Data Accessibility <img src="img/open.jpg" width="600px" style="display: block; margin: auto;" /> -- - Who has access? Who gives feedback? Who benefits? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Ownership <img src="img/sale.jpg" width="600px" style="display: block; margin: auto;" /> -- - Who **controls** my data? -- - Who **profits** from it? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Agency <img src="img/step.jpg" width="420px" style="display: block; margin: auto;" /> -- - How much initiative can be expected? -- - How does the need to be purposeful fall unevenly? --- class: inverse, center, middle # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> <br><br> Challenge \#2: <br> **Ethical Use of Data** --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Consent <img src="img/park.jpg" width="600px" style="display: block; margin: auto;" /> -- - Should we ask people for consent to observe them? -- - What are their expectations for being in public? -- - What is ok to collect? What forms of analysis are ethical? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Transparency <img src="img/park.jpg" width="600px" style="display: block; margin: auto;" /> -- - Those who collect data should be open about when collecting or observing -- - Analysis should be open as well --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Regulation <img src="img/park.jpg" width="600px" style="display: block; margin: auto;" /> -- - Transparency is not enough: need regulation or moderation -- - Peer/community review, government oversight, etc. --- class: inverse, center, middle # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> <br><br> Challenge \#3: <br> **Real Impact** --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Learning and Performance <img src="img/grocery-list.jpg" width="600px" style="display: block; margin: auto;" /> -- - Is "learning" simply the vocabulary on a grocery list? --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Evidence for Conclusions <img src="img/crack.jpg" width="600px" style="display: block; margin: auto;" /> -- - Can't speak to motivations or answer "Why?" -- - Statistical significance vs. practical significance: mean of 69% vs 76% --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Challenges in Deployment <img src="img/spill.jpg" width="600px" style="display: block; margin: auto;" /> -- - Development time, support needed, rapid innovation -- - Need to view as a system --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Teaching/Training <img src="img/help.jpg" width="600px" style="display: block; margin: auto;" /> -- - Feedback needs to immediate, clear, and actionable -- - Give **teachers/instructors** a voice in identifying key performance indicators --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Robots Replacing Teachers? <img src="img/robot.jpg" width="100%" style="display: block; margin: auto;" /> --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> AI Giving an Extra Nudge <img src="img/bike-machine.jpg" width="100%" style="display: block; margin: auto;" /> --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Feedback and Performance <img src="img/choose.jpg" width="600px" style="display: block; margin: auto;" /> -- - Feedback needs to immediate, clear, and actionable (e.g., adaptive learning) -- - Give **students/learners** options for filtering analyses --- # <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="M156.6 384.9L125.7 353.1C117.2 345.5 114.2 333.1 117.1 321.8C120.1 312.9 124.1 301.3 129.8 288H24C15.38 288 7.414 283.4 3.146 275.9C-1.123 268.4-1.042 259.2 3.357 251.8L55.83 163.3C68.79 141.4 92.33 127.1 117.8 127.1H200C202.4 124 204.8 120.3 207.2 116.7C289.1-4.07 411.1-8.142 483.9 5.275C495.6 7.414 504.6 16.43 506.7 28.06C520.1 100.9 516.1 222.9 395.3 304.8C391.8 307.2 387.1 309.6 384 311.1V394.2C384 419.7 370.6 443.2 348.7 456.2L260.2 508.6C252.8 513 243.6 513.1 236.1 508.9C228.6 504.6 224 496.6 224 488V380.8C209.9 385.6 197.6 389.7 188.3 392.7C177.1 396.3 164.9 393.2 156.6 384.9V384.9zM384 167.1C406.1 167.1 424 150.1 424 127.1C424 105.9 406.1 87.1 384 87.1C361.9 87.1 344 105.9 344 127.1C344 150.1 361.9 167.1 384 167.1z"/></svg> Impact on Institutions <img src="img/oxford.jpg" width="720px" style="display: block; margin: auto;" /> -- - Should benefit to institutions be primary or secondary? --- class: inverse, center, top # <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="M416 48C416 39.13 408.9 32 400 32h-64C327.1 32 320 39.13 320 48V96h96.04L416 48zM63.88 160.1C61.34 253.9 3.5 274.3 0 404V448c0 17.6 14.4 32 32 32h128c17.6 0 32-14.4 32-32V128H95.88C78.26 128 64.35 142.5 63.88 160.1zM448.1 160.1C447.6 142.5 433.7 128 416.1 128H320v320c0 17.6 14.4 32 32 32h128c17.6 0 32-14.4 32-32v-44C508.5 274.3 450.7 253.9 448.1 160.1zM224 288h64V128H224V288zM176 32h-64C103.1 32 96 39.13 96 48L95.96 96H192V48C192 39.13 184.9 32 176 32z"/></svg> Future of Analytics <img src="img/7-future-analytics.png" width="450px" style="display: block; margin: auto;" /> <div class="caption"> <p>Midjourney AI art prompt: "futuristic African solarpunk scientists"</p> </div> -- ### What **should** be the role of analytics? --- class: inverse, center, middle # <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="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> <br><br> Looking Ahead --- # <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="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> Semester schedule <img src="img/across-time.jpg" width="100%" style="display: block; margin: auto;" /> - **Module 7: Future of Analytics** - **Module 8:** Case Discussions --- # <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="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> Major Assignments <img src="img/build.jpg" width="560px" style="display: block; margin: auto;" /> ### Analytics Assignments -- - Analytics Case Presentation (200 points; group project) - **due Nov 20** -- - Analytics Ethics Statement (100 points) - **due Dec 4** --- # <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="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> Ethics Statement <img src="img/build.jpg" width="560px" style="display: block; margin: auto;" /> - Identify and describe the **ethical considerations** -- - related to using analytics to solve a **real-world problem** and -- - explain specific ethical concerns of **data collection**, **data analysis**, and **reporting** phases. --- class: inverse, center, middle # <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="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> <br><br> Questions <hr> **What questions can I answer for you now?** **How can I support you this week?** <hr> <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="M464 64C490.5 64 512 85.49 512 112C512 127.1 504.9 141.3 492.8 150.4L275.2 313.6C263.8 322.1 248.2 322.1 236.8 313.6L19.2 150.4C7.113 141.3 0 127.1 0 112C0 85.49 21.49 64 48 64H464zM217.6 339.2C240.4 356.3 271.6 356.3 294.4 339.2L512 176V384C512 419.3 483.3 448 448 448H64C28.65 448 0 419.3 0 384V176L217.6 339.2z"/></svg> [bret.staudtwillet@fsu.edu](mailto:bret.staudtwillet@fsu.edu) | <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="M459.4 151.7c.325 4.548 .325 9.097 .325 13.65 0 138.7-105.6 298.6-298.6 298.6-59.45 0-114.7-17.22-161.1-47.11 8.447 .974 16.57 1.299 25.34 1.299 49.06 0 94.21-16.57 130.3-44.83-46.13-.975-84.79-31.19-98.11-72.77 6.498 .974 12.99 1.624 19.82 1.624 9.421 0 18.84-1.3 27.61-3.573-48.08-9.747-84.14-51.98-84.14-102.1v-1.299c13.97 7.797 30.21 12.67 47.43 13.32-28.26-18.84-46.78-51.01-46.78-87.39 0-19.49 5.197-37.36 14.29-52.95 51.65 63.67 129.3 105.3 216.4 109.8-1.624-7.797-2.599-15.92-2.599-24.04 0-57.83 46.78-104.9 104.9-104.9 30.21 0 57.5 12.67 76.67 33.14 23.72-4.548 46.46-13.32 66.6-25.34-7.798 24.37-24.37 44.83-46.13 57.83 21.12-2.273 41.58-8.122 60.43-16.24-14.29 20.79-32.16 39.31-52.63 54.25z"/></svg> [@bretsw](https://twitter.com/bretsw) | <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="M352 256C352 278.2 350.8 299.6 348.7 320H163.3C161.2 299.6 159.1 278.2 159.1 256C159.1 233.8 161.2 212.4 163.3 192H348.7C350.8 212.4 352 233.8 352 256zM503.9 192C509.2 212.5 512 233.9 512 256C512 278.1 509.2 299.5 503.9 320H380.8C382.9 299.4 384 277.1 384 256C384 234 382.9 212.6 380.8 192H503.9zM493.4 160H376.7C366.7 96.14 346.9 42.62 321.4 8.442C399.8 29.09 463.4 85.94 493.4 160zM344.3 160H167.7C173.8 123.6 183.2 91.38 194.7 65.35C205.2 41.74 216.9 24.61 228.2 13.81C239.4 3.178 248.7 0 256 0C263.3 0 272.6 3.178 283.8 13.81C295.1 24.61 306.8 41.74 317.3 65.35C328.8 91.38 338.2 123.6 344.3 160H344.3zM18.61 160C48.59 85.94 112.2 29.09 190.6 8.442C165.1 42.62 145.3 96.14 135.3 160H18.61zM131.2 192C129.1 212.6 127.1 234 127.1 256C127.1 277.1 129.1 299.4 131.2 320H8.065C2.8 299.5 0 278.1 0 256C0 233.9 2.8 212.5 8.065 192H131.2zM194.7 446.6C183.2 420.6 173.8 388.4 167.7 352H344.3C338.2 388.4 328.8 420.6 317.3 446.6C306.8 470.3 295.1 487.4 283.8 498.2C272.6 508.8 263.3 512 255.1 512C248.7 512 239.4 508.8 228.2 498.2C216.9 487.4 205.2 470.3 194.7 446.6H194.7zM190.6 503.6C112.2 482.9 48.59 426.1 18.61 352H135.3C145.3 415.9 165.1 469.4 190.6 503.6V503.6zM321.4 503.6C346.9 469.4 366.7 415.9 376.7 352H493.4C463.4 426.1 399.8 482.9 321.4 503.6V503.6z"/></svg> [bretsw.com](https://bretsw.com) | <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> [GitHub](https://github.com/bretsw/)