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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. 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
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. page Department of Global Citizenship Studies Seisen University 18 ֶ֤ظͷΰʔϧΠϝʔδ

    σʔλαΠΤϯεೖ໳ʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ
  11. 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