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。

Transcript

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
   य़
   ৽ೖ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
    

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

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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
    yamamoto@seisen-u.ac.jp
    https://www.tatsuyayamamoto.com
    ਗ਼ઘঁࢠେֶ஍ٿࢢຽֶՊͷৄࡉʹ͍ͭͯ͸……
    https://gcs-seisen.jp
    ʻ͓໰͍߹Θͤ౳ͷ࿈བྷઌʼ
    

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