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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。

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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

  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
  3. มಈ͕ܹ͘͠ʢVolatilityʣ ෆ࣮֬ͰʢUncertaintyʣ ෳࡶͰ΋͋ΓʢComplexityʣ ᐆດͳੈքʢAmbiguityʣ VUCA Worldͷຊ֨త౸དྷ Source: Reuters “Empty Streets

    of New York City” <https://www.reuters.com/news/picture/empty- streets-of-new-york-city-idUSRTX7INJX> (accessed on June 22, 2020) VUCA World VUCA࣌୅ʹ׆༂Ͱ͖Δ άϩʔόϧɾγςΟζϯ ΍νΣϯδϝʔΧʔΛɺ େֶͷڭҭΛ௨ͯ͠ɺ ͲͷΑ͏ʹҭͯΔͷ͔ʁ ஍ٿࢢຽֶՊͷ৽ͨͳʮ௅ઓʯ
  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
  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
  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
  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
  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
  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
  10. page Department of Global Citizenship Studies Seisen University 10 ʮࣗಈंڭशॴʯͷΞφϩδʔ

  11. σʔλαΠΤϯε Պ໨ͷҐஔ෇͚

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

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

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

  16. page Department of Global Citizenship Studies Seisen University 16 Exploratory

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

    × Seisen_GCSʹΑΔΦϦδφϧڭࡐͷ։ൃ
  18. page Department of Global Citizenship Studies Seisen University 18 ֶ֤ظͷΰʔϧΠϝʔδ

    σʔλαΠΤϯεೖ໳ʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ
  19. page Department of Global Citizenship Studies Seisen University 19 υϥΠϒָ͍ͬͯ͠ʂʢલظɿσʔλαΠΤϯεೖ໳ʣ

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

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

  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