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データサイエンス「も」使えるチェンジメーカー輩出への挑戦

 データサイエンス「も」使えるチェンジメーカー輩出への挑戦

2022/03/25(金)に開催した「学校からはじまるデータサイエンスの民主化」セミナーの清泉女子大学様のご登壇資料です。

Ikuya Murasato

March 18, 2022
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  1. Exploratoryηϛφʔɹֶߍ͔Β͸͡·ΔσʔλαΠΤϯεͷຽओԽ
    σʔλαΠΤϯεʮ΋ʯ࢖͑Δ

    νΣϯδϝʔΧʔഐग़΁ͷ௅ઓ
    ʙਗ਼ઘঁࢠେֶ஍ٿࢢຽֶՊͷࣄྫ͔Βʙ
    2022೥3݄18೔
    ࢁຊ ୡ໵ʢਗ਼ઘঁࢠେֶʣ

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  2. page
    Department of Global Citizenship Studies
    Seisen University 2
    ͜Ε·Ͱͷ20೥ɾ͜Ε͔Βͷ20೥
    • 20೥ؒʹߦ͖ͬͯͨڭҭɾݚڀɾ࣮ફ಺༰Λ࠶౓ݕূɻ1000໊ۙ͘Λഐग़͖ͯ͠
    ͨɺʮଔۀੜʯͨͪ΁ͷฉ͖औΓௐࠪͷ࣮ࢪɻ
    • ੈքதͷߴ౳ڭҭʢେֶڭҭʣʹؔ͢Δઌ୺తͳݚڀͱ࣮ફࣄྫͷϨϏϡʔɻ
    • ͜Ε·Ͱͷ20೥ͷ஝ੵ͓Αͼڭҭϊ΢ϋ΢ʹɺઌ୺తͳݚڀ΍࣮ફࣄྫͷ੒ՌΛ
    ʮֻ͚߹Θͤͯʯɺ࣍ͷ20೥ؒΛݟਾ͑ͨΧϦΩϡϥϜΛߏஙɻ
    Ϛϥ΢ΠFW ୆࿷FW ΞϝϦΧઌॅຽډཹ஍FW

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  3. มಈ͕ܹ͘͠ʢVolatilityʣ
    ෆ࣮֬ͰʢUncertaintyʣ
    ෳࡶͰ΋͋ΓʢComplexityʣ
    ᐆດͳੈքʢAmbiguityʣ
    VUCA Worldͷຊ֨త౸དྷ
    Source: Reuters
    “Empty Streets of New York City” streets-of-new-york-city-idUSRTX7INJX> (accessed on June 22, 2020)
    VUCA World
    VUCA࣌୅ʹ׆༂Ͱ͖Δ
    άϩʔόϧɾγςΟζϯ
    ΍νΣϯδϝʔΧʔΛɺ
    େֶͷڭҭΛ௨ͯ͠ɺ
    ͲͷΑ͏ʹҭͯΔͷ͔ʁ
    ஍ٿࢢຽֶՊͷ৽ͨͳʮ௅ઓʯ

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  4. page
    Department of Global Citizenship Studies
    Seisen University 4
    ʮະ஌ͷࣄ৅ʯʹରॲ͢Δྗͷཆ͍ํ
    VUCAϫʔϧυʹ༧ଌෆೳͳʮະ஌ͷࣄ৅ʯʹ௚໘͠ଓ͚Δ͜ͱʹͳΔ
    ஍ٿࢢຽֶՊͷ৽͍͠ΧϦΩϡϥϜ͕ҙࣝͨ͠ͷ͸ɺʮϑΝʔɾτϥϯεϑΝʔ
    ʢFar TransferʣʹֶशͷసҠཧ࿦ʯͱ͍͏֓೦ɻ
    ݱࡏ͓Αͼաڈ
    ط஌ͷࣄ৅A
    ݱ࣮ͷϨϕϧ
    ந৅ɾ࿦ཧϨϕϧ
    ϑΝʔɾτϥϯεϑΝʔ
    ݱ࣮ͷϨϕϧ
    ந৅ɾ࿦ཧϨϕϧ
    ະདྷ
    ະ஌ͷࣄ৅B
    ग़యɿࢁຊलथʰੈքͷΤϦʔτ͕ࠓҰ൪ೖΓ͍ͨେֶϛωϧόʱμΠϠϞϯυࣾɺ2018೥ΛࢀߟʹҰ෦վมɻ

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  5. page
    Department of Global Citizenship Studies
    Seisen University 5
    ϓϩδΣΫτத৺ܕͷΧϦΩϡϥϜ
    ͦ΋ͦ΋ɺਓੜ͸ɺͦΕࣗମ͕ʮϓϩδΣΫτʯͷΑ͏ͳ΋ͷʂ
    Life is a Projectʂ
    ΩϟϦΞ؍ͷ࠶σβΠϯ
    ʮਓੜ100೥࣌୅ʯ
    ɹʹ Ұੜಇ࣌͘୅

    ɹʹ ৗʹೳྗΛߋ৽͠ଓ͚Δʢֶͼଓ͚Δʣ࣌୅
    ʮबࣾʯ͸ΰʔϧʹͳΓಘͳ͍
    ૊৫ͷதͰɺ༩͑ΒΕͨ
    ࢓ࣄΛ͜ͳ͍ͯ͘͠
    ୹ظؒʢShort Termʣ
    Ͱɺෳ਺ͷҟͳΔϓϩ
    δΣΫτʹؔΘΓͳ͕
    Β࢓ࣄʹऔΓ૊Ή

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  6. page
    Department of Global Citizenship Studies
    Seisen University 6
    ஌ࣝΛ໰୊ղܾͷͨΊͷ஌ʹస׵
    Knowledge
    Understanding
    Action
    Planning
    &
    Experience
    Reflection
    Active Global Citizen
    Knowledge into Action
    ͜Ε͔Βͷߴ౳ڭҭػؔ
    ʹٻΊΒΕΔʮ஌ʯͷ௥ٻΛ

    ͠ଓ͚ΔͨΊͷαΠΫϧͰ͸ʁ

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  7. page
    Department of Global Citizenship Studies
    Seisen University 7
    ஍ٿࢢຽֶՊͷDiploma Policy
    ໰୊ͷ૑଄తͳղܾ
    άϩʔόϧࣾձ๊͕͑Δ՝୊Λɺࣗ
    ෼ࣗ਎ʹؔ܎͕͋Δʢࣗ෼ࣗ਎͕
    औΓ૊Ή΂͖ͩͱ৴͡ΒΕΔʣ਎
    ۙͳ໰୊ͱͯ͠ཧղͰ͖Δɻ
    ໰୊ͷൃݟͱ൷൑త෼ੳ
    DP1
    ޮՌతͳ৘ใൃ৴
    ڠಇͯ͠໰୊ʹରॲ͢Δྗ
    DP2
    DP3 DP4
    ʮࣗ෼ࣗ਎͕औΓ૊Ή΂͖ͩͱ৴͡
    ΒΕΔ໰୊ʯʹରͯ͠۩ମతͳղܾ
    ࡦΛఏ࣮ࣔ͠ફ͢Δ͜ͱ͕Ͱ͖Δɻ
    ʮࣗ෼ࣗ਎͕औΓ૊Ή΂͖ͩͱ৴
    ͡ΒΕΔ໰୊ʯΛղܾ͢ΔͨΊʹ
    ଞऀͱڠಇ͠ͳ͕Βߦಈ͢Δ͜ͱ
    ͕Ͱ͖Δɻ
    ʮ૑଄తͳ໰୊ղܾʯΛ۩ମతʹ
    ࣮ફ͢ΔաఔͰɺඞཁͳ৘ใΛޮՌ
    తʹൃ৴͢Δ͜ͱ͕Ͱ͖Δɻ
    DP5
    ݴޠӡ༻ೳྗ
    Ұ࿈ͷϓϩηεΛߦ͏্Ͱඞཁͳ೔ຊޠ
    ͓Αͼӳޠͷӡ༻ೳྗΛඋ͍͑ͯΔɻ
    ʴ

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  8. page
    Department of Global Citizenship Studies
    Seisen University 8
    ৽ΧϦΩϡϥϜͷߏ଄
    ϓϩδΣΫτܥ
    Պ໨܈
    ରਓؔ܎ɾରࣾձؔ܎ೳྗͷҭ੒
    ʢSocial Emotional Learning ʹ SELʣ
    ʹؔ͢ΔϫʔΫγϣοϓ౳ͷػձ
    ίϯηϓτɾεΩϧܥ
    Պ໨܈
    άϩʔόϧࣾձܥ
    Պ໨܈
    ଔۀݚڀϓϩδΣΫτ
    ʢଔۀ࿦จɾଔϓϨʣ
    ͠ͳ΍͔ϚΠϯυηοτ
    ʢGrowth Mindsetʣͷҭ੒
    ΛؚΊͨ৽ೖੜ߹॓
    JICAݚमࢪઃͰͷ

    ޠֶ × ࠃࡍڠྗ
    ಛผτϨʔχϯά߹॓
    ஍ٿࢢຽֶՊͷ఻౷
    ࠃ಺֎Ͱͷ࣮ફతͳ
    ϑΟʔϧυϫʔΫՊ໨
    ଟ༷ͳPBL

    ʢProject Based Learningʣ
    Ϧʔμʔγοϓʹؔ͢Δ
    ମݧܕݚमϓϩάϥϜ
    ࠃ಺֎Ͱͷ
    Πϯλʔϯγοϓ
    SEOʹΑΔ
    ϓϩδΣΫτͷαϙʔτ

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  9. page
    Department of Global Citizenship Studies
    Seisen University 9
    4೥ؒͷྲྀΕͷΠϝʔδ
    1೥࣍ 2೥࣍ 3೥࣍ 4೥࣍
    લظ
    Ն
    ޙظ

    ৽ೖੜ߹॓
    Growth Mindsetͷ֫ಘ
    4೥ؒͷAcademic Planning
    ੜెˠֶੜ
    ֶज़తͳ
    ࢥߟͷ֓೦΍
    ࢥߟͷπʔϧ
    ͓ΑͼݴޠͳͲ
    εΩϧͷशಘ
    ϑΝʔɾ
    τϥϯεϑΝʔ
    ೳྗͷ֫ಘ
    ஍ٿࣾձܥͷ
    ֶज़తઐ໳
    ஌ࣝͷशಘ
    ݚڀϓϩδΣΫτ
    θϛڭһͷࢦಋΛड͚ͭͭɺ
    ଔۀϓϩδΣΫτͷཱҊͱ࣮ࢪ
    কདྷͷΩϟϦΞΛݟਾ͑ͳ͕Βͷ
    FW΍ւ֎Πϯλʔϯ౳ͷܦݧ΋ؚΉ
    ଔۀ࿦จ
    ଔۀϓϨθϯςʔγϣϯ
    ϓϩδΣΫτ
    ϓϨθϯςʔγϣϯ
    άϧʔϓɾϓϩδΣΫτ
    ൃදΠϕϯτ
    ݸਓϓϩδΣΫτ
    ൃදΠϕϯτ

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  10. page
    Department of Global Citizenship Studies
    Seisen University 10
    ʮࣗಈंڭशॴʯͷΞφϩδʔ

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  11. σʔλαΠΤϯε
    Պ໨ͷҐஔ෇͚

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  12. page
    Department of Global Citizenship Studies
    Seisen University 12
    άϩʔόϧɾγςΟζϯͷͨΊͷ101ͷίϯηϓτ

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  13. page
    Department of Global Citizenship Studies
    Seisen University 13
    ίϯηϓτϒοΫͰͷίϯηϓτղઆྫʢˌ຺བྷʣ

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  14. page
    Department of Global Citizenship Studies
    Seisen University 14
    101ͷίϯηϓτͷ഑෼ׂ߹ͱΧόʔ͢ΔՊ໨܈
    ໰୊ͷ૑଄తͳղܾ
    ൷൑తࢥߟʢThinking Criticallyʣ
    ໰୊ͷൃݟͱ൷൑త෼ੳ
    DP1
    ޮՌతͳ৘ใൃ৴
    ڠಇͯ͠໰୊ʹରॲ͢Δྗ
    DP2
    DP3 DP4
    ɾओுΛݕূ͢Δ
    ɾҙਤΛநग़͢Δ
    ɾ൑அΛબ୒͢Δ
    ૑଄తࢥߟʢThinking Creativelyʣ
    ɾൃݟΛଅਐ͢Δ
    ɾ໰୊Λղܾ͢Δ
    ɾࢼ࡞ʢprototypeʣΛ࡞Δ
    ౷཰ʗڠௐྗʢInteracting Effectivelyʣ
    ɾަবʗ஥հʗઆಘ͢Δ
    ɾଞऀͱڠಇ͢Δ
    ɾྙཧ؍ʗࣾձతҙࣝΛ࡞ಈ͢Δ
    ৘ใൃ৴ྗʢCommunicating Effectivelyʣ
    ɾݴޠΛޮՌతʹ༻͍Δ
    ɾඇݴޠදݱΛޮՌతʹ༻͍Δ
    ɾݐઃతͳର࿩؀ڥΛઃܭ͢Δ
    ʮάϩʔόϧɾγςΟζϯͷͨΊͷ101ͷίϯηϓτʯΛಠࣗʹΞϨϯδ
    ʢถࠃͷϛωϧόେֶΛࢀরͭͭ͠΋ɺʮର৅ֶੜʯͱʮഐग़͍ͨ͠ਓࡐ૾ʯΛ

    ҙࣝͯ͠ɺऔࣺબ୒Λߦ͏ͱڞʹɺಠࣗίϯηϓτͷ௥ՃΛߦͬͨɻʣ
    جૅ֓೦1ʢલظʣ
    σʔλαΠΤϯεೖ໳ɾԠ༻
    32ˋ
    19ˋ
    36ˋ
    14ˋ
    جૅ֓೦2ʢޙظʣ
    άϧʔϓɾϓϩδΣΫτ
    جૅ֓೦1ʢલظʣ
    ϓϨθϯςʔγϣϯٕ๏
    جૅ֓೦2ʢޙظʣ
    άϧʔϓɾϓϩδΣΫτ

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  15. page
    Department of Global Citizenship Studies
    Seisen University 15
    σʔλαΠΤϯεͷຽओԽͱϘϦϡʔϜκʔϯͷঁੑͨͪ

    View Slide

  16. page
    Department of Global Citizenship Studies
    Seisen University 16
    Exploratory × Seisen_GCSʹΑΔΦϦδφϧڭࡐͷ։ൃ

    View Slide

  17. page
    Department of Global Citizenship Studies
    Seisen University 17
    Exploratory × Seisen_GCSʹΑΔΦϦδφϧڭࡐͷ։ൃ

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  18. page
    Department of Global Citizenship Studies
    Seisen University 18
    ֶ֤ظͷΰʔϧΠϝʔδ
    σʔλαΠΤϯεೖ໳ʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ

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  19. page
    Department of Global Citizenship Studies
    Seisen University 19
    υϥΠϒָ͍ͬͯ͠ʂʢલظɿσʔλαΠΤϯεೖ໳ʣ

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  20. page
    Department of Global Citizenship Studies
    Seisen University 20
    ӡసऀͱͯ͠஌Δ΂͖ߏ଄Λ஌ΔʢޙظɿσʔλαΠΤϯεԠ༻ʣ

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  21. page
    Department of Global Citizenship Studies
    Seisen University 21
    ίʔεσβΠϯ
    1.ɹ ΠϯτϩμΫγϣϯ
    2.ɹ ૬ؔ
    3.ɹ खܭࢉ͔ΒExcel΁ɺͦͯ͠Exploratory΁
    4.ɹ σʔλ෼ੳͷྲྀΕ
    5.ɹ σʔλͷجૅ
    6.ɹ ՄࢹԽͷجຊ
    7.ɹ ෼෍ͷՄࢹԽ
    8.ɹ ૬ؔͷՄࢹԽ
    9.ɹ ࣌ܥྻͷՄࢹԽ
    10.ɹσʔλͷՃ޻ͷجૅ
    11.ɹσʔλͷՃ޻ͷجૅ
    12.ɹςΩετσʔλͷՄࢹԽ
    13.ɹΤΩααΠζ
    1.ɹ ՊֶతࢥߟͷϑϨʔϜϫʔΫ
    2.ɹ ֬཰࿦
    3.ɹ ৴པ۠ؒ1
    4.ɹ ৴པ۠ؒ2
    5.ɹ Ծઆݕఆ
    6.ɹ ૬ؔ
    7.ɹ ઢܗճؼ1
    8.ɹ ઢܗճؼ2
    9.ɹ ܾఆ໦
    10.ɹҼࢠ෼ੳ
    11.ɹΫϥελϦϯά
    12.ɹςΩετ෼ੳ
    13.ɹΤΩααΠζ
    σʔλαΠΤϯεೖ໳ʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ

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  22. page
    Department of Global Citizenship Studies
    Seisen University 22
    σʔλʮ΋ʯ࢖ͬͯࣗ཯తʹࣗ૸Ͱ͖ΔνΣϯδϝʔΧʔʹʂ

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  23. Thank you !
    ຊใࠂɾຊࢿྉʹ͍ͭͯ͸……
    ࢁຊୡ໵ʢਗ਼ઘঁࢠେֶ஍ٿࢢຽֶՊڭतʣ
    [email protected]
    https://www.tatsuyayamamoto.com
    ਗ਼ઘঁࢠେֶ஍ٿࢢຽֶՊͷৄࡉʹ͍ͭͯ͸……
    https://gcs-seisen.jp
    ʻ͓໰͍߹Θͤ౳ͷ࿈བྷઌʼ

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