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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
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Ikuya Murasato
March 18, 2022
Education
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320
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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Transcript
Exploratoryηϛφʔɹֶߍ͔Β͡·ΔσʔλαΠΤϯεͷຽओԽ σʔλαΠΤϯεʮʯ͑Δ νΣϯδϝʔΧʔഐग़ͷઓ ʙਗ਼ઘঁࢠେֶٿࢢຽֶՊͷࣄྫ͔Βʙ 20223݄18 ࢁຊ ୡʢਗ਼ઘঁࢠେֶʣ
page Department of Global Citizenship Studies Seisen University 2 ͜Ε·Ͱͷ20ɾ͜Ε͔Βͷ20
• 20ؒʹߦ͖ͬͯͨڭҭɾݚڀɾ࣮ફ༰Λ࠶ݕূɻ1000໊ۙ͘Λഐग़͖ͯ͠ ͨɺʮଔۀੜʯͨͪͷฉ͖औΓௐࠪͷ࣮ࢪɻ • ੈքதͷߴڭҭʢେֶڭҭʣʹؔ͢Δઌతͳݚڀͱ࣮ફࣄྫͷϨϏϡʔɻ • ͜Ε·Ͱͷ20ͷੵ͓Αͼڭҭϊϋʹɺઌతͳݚڀ࣮ફࣄྫͷՌΛ ʮֻ͚߹Θͤͯʯɺ࣍ͷ20ؒΛݟਾ͑ͨΧϦΩϡϥϜΛߏஙɻ ϚϥΠFW FW ΞϝϦΧઌॅຽډཹFW
มಈ͕ܹ͘͠ʢVolatilityʣ ෆ࣮֬ͰʢUncertaintyʣ ෳࡶͰ͋ΓʢComplexityʣ 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 VUCA࣌ʹ׆༂Ͱ͖Δ άϩʔόϧɾγςΟζϯ νΣϯδϝʔΧʔΛɺ େֶͷڭҭΛ௨ͯ͠ɺ ͲͷΑ͏ʹҭͯΔͷ͔ʁ ٿࢢຽֶՊͷ৽ͨͳʮઓʯ
page Department of Global Citizenship Studies Seisen University 4 ʮະͷࣄʯʹରॲ͢Δྗͷཆ͍ํ
VUCAϫʔϧυʹ༧ଌෆೳͳʮະͷࣄʯʹ໘͠ଓ͚Δ͜ͱʹͳΔ ٿࢢຽֶՊͷ৽͍͠ΧϦΩϡϥϜ͕ҙࣝͨ͠ͷɺʮϑΝʔɾτϥϯεϑΝʔ ʢFar TransferʣʹֶशͷసҠཧʯͱ͍͏֓೦ɻ ݱࡏ͓Αͼաڈ طͷࣄA ݱ࣮ͷϨϕϧ நɾཧϨϕϧ ϑΝʔɾτϥϯεϑΝʔ ݱ࣮ͷϨϕϧ நɾཧϨϕϧ ະདྷ ະͷࣄB ग़యɿࢁຊलथʰੈքͷΤϦʔτ͕ࠓҰ൪ೖΓ͍ͨେֶϛωϧόʱμΠϠϞϯυࣾɺ2018ΛࢀߟʹҰ෦վมɻ
page Department of Global Citizenship Studies Seisen University 5 ϓϩδΣΫτத৺ܕͷΧϦΩϡϥϜ
ͦͦɺਓੜɺͦΕࣗମ͕ʮϓϩδΣΫτʯͷΑ͏ͳͷʂ Life is a Projectʂ ΩϟϦΞ؍ͷ࠶σβΠϯ ʮਓੜ100࣌ʯ ɹʹ Ұੜಇ࣌͘ ɹʹ ৗʹೳྗΛߋ৽͠ଓ͚Δʢֶͼଓ͚Δʣ࣌ ʮबࣾʯΰʔϧʹͳΓಘͳ͍ ৫ͷதͰɺ༩͑ΒΕͨ ࣄΛ͜ͳ͍ͯ͘͠ ظؒʢShort Termʣ ͰɺෳͷҟͳΔϓϩ δΣΫτʹؔΘΓͳ͕ ΒࣄʹऔΓΉ
page Department of Global Citizenship Studies Seisen University 6 ࣝΛղܾͷͨΊͷʹస
Knowledge Understanding Action Planning & Experience Reflection Active Global Citizen Knowledge into Action ͜Ε͔Βͷߴڭҭػؔ ʹٻΊΒΕΔʮʯͷٻΛ ͠ଓ͚ΔͨΊͷαΠΫϧͰʁ
page Department of Global Citizenship Studies Seisen University 7 ٿࢢຽֶՊͷDiploma
Policy ͷతͳղܾ άϩʔόϧࣾձ๊͕͑Δ՝Λɺࣗ ࣗʹ͕ؔ͋Δʢ͕ࣗࣗ औΓΉ͖ͩͱ৴͡ΒΕΔʣ ۙͳͱͯ͠ཧղͰ͖Δɻ ͷൃݟͱ൷తੳ DP1 ޮՌతͳใൃ৴ ڠಇͯ͠ʹରॲ͢Δྗ DP2 DP3 DP4 ʮ͕ࣗࣗऔΓΉ͖ͩͱ৴͡ ΒΕΔʯʹରͯ͠۩ମతͳղܾ ࡦΛఏ࣮ࣔ͠ફ͢Δ͜ͱ͕Ͱ͖Δɻ ʮ͕ࣗࣗऔΓΉ͖ͩͱ৴ ͡ΒΕΔʯΛղܾ͢ΔͨΊʹ ଞऀͱڠಇ͠ͳ͕Βߦಈ͢Δ͜ͱ ͕Ͱ͖Δɻ ʮతͳղܾʯΛ۩ମతʹ ࣮ફ͢ΔաఔͰɺඞཁͳใΛޮՌ తʹൃ৴͢Δ͜ͱ͕Ͱ͖Δɻ DP5 ݴޠӡ༻ೳྗ Ұ࿈ͷϓϩηεΛߦ͏্Ͱඞཁͳຊޠ ͓Αͼӳޠͷӡ༻ೳྗΛඋ͍͑ͯΔɻ ʴ
page Department of Global Citizenship Studies Seisen University 8 ৽ΧϦΩϡϥϜͷߏ
ϓϩδΣΫτܥ Պ܈ ରਓؔɾରࣾձؔೳྗͷҭ ʢSocial Emotional Learning ʹ SELʣ ʹؔ͢ΔϫʔΫγϣοϓͷػձ ίϯηϓτɾεΩϧܥ Պ܈ άϩʔόϧࣾձܥ Պ܈ ଔۀݚڀϓϩδΣΫτ ʢଔۀจɾଔϓϨʣ ͠ͳ͔ϚΠϯυηοτ ʢGrowth Mindsetʣͷҭ ΛؚΊͨ৽ೖੜ߹॓ JICAݚमࢪઃͰͷ ޠֶ × ࠃࡍڠྗ ಛผτϨʔχϯά߹॓ ٿࢢຽֶՊͷ౷ ࠃ֎Ͱͷ࣮ફతͳ ϑΟʔϧυϫʔΫՊ ଟ༷ͳPBL ʢProject Based Learningʣ Ϧʔμʔγοϓʹؔ͢Δ ମݧܕݚमϓϩάϥϜ ࠃ֎Ͱͷ Πϯλʔϯγοϓ SEOʹΑΔ ϓϩδΣΫτͷαϙʔτ
page Department of Global Citizenship Studies Seisen University 9 4ؒͷྲྀΕͷΠϝʔδ
1࣍ 2࣍ 3࣍ 4࣍ લظ Ն ޙظ य़ ৽ೖੜ߹॓ Growth Mindsetͷ֫ಘ 4ؒͷAcademic Planning ੜెˠֶੜ ֶज़తͳ ࢥߟͷ֓೦ ࢥߟͷπʔϧ ͓ΑͼݴޠͳͲ εΩϧͷशಘ ϑΝʔɾ τϥϯεϑΝʔ ೳྗͷ֫ಘ ٿࣾձܥͷ ֶज़తઐ ࣝͷशಘ ݚڀϓϩδΣΫτ θϛڭһͷࢦಋΛड͚ͭͭɺ ଔۀϓϩδΣΫτͷཱҊͱ࣮ࢪ কདྷͷΩϟϦΞΛݟਾ͑ͳ͕Βͷ FWւ֎ΠϯλʔϯͷܦݧؚΉ ଔۀจ ଔۀϓϨθϯςʔγϣϯ ϓϩδΣΫτ ϓϨθϯςʔγϣϯ άϧʔϓɾϓϩδΣΫτ ൃදΠϕϯτ ݸਓϓϩδΣΫτ ൃදΠϕϯτ
page Department of Global Citizenship Studies Seisen University 10 ʮࣗಈंڭशॴʯͷΞφϩδʔ
σʔλαΠΤϯε ՊͷҐஔ͚
page Department of Global Citizenship Studies Seisen University 12 άϩʔόϧɾγςΟζϯͷͨΊͷ101ͷίϯηϓτ
page Department of Global Citizenship Studies Seisen University 13 ίϯηϓτϒοΫͰͷίϯηϓτղઆྫʢˌ຺བྷʣ
page Department of Global Citizenship Studies Seisen University 14 101ͷίϯηϓτͷׂ߹ͱΧόʔ͢ΔՊ܈
ͷతͳղܾ ൷తࢥߟʢThinking Criticallyʣ ͷൃݟͱ൷తੳ DP1 ޮՌతͳใൃ৴ ڠಇͯ͠ʹରॲ͢Δྗ DP2 DP3 DP4 ɾओுΛݕূ͢Δ ɾҙਤΛநग़͢Δ ɾஅΛબ͢Δ తࢥߟʢThinking Creativelyʣ ɾൃݟΛଅਐ͢Δ ɾΛղܾ͢Δ ɾࢼ࡞ʢprototypeʣΛ࡞Δ ౷ʗڠௐྗʢInteracting Effectivelyʣ ɾަবʗհʗઆಘ͢Δ ɾଞऀͱڠಇ͢Δ ɾྙཧ؍ʗࣾձతҙࣝΛ࡞ಈ͢Δ ใൃ৴ྗʢCommunicating Effectivelyʣ ɾݴޠΛޮՌతʹ༻͍Δ ɾඇݴޠදݱΛޮՌతʹ༻͍Δ ɾݐઃతͳରڥΛઃܭ͢Δ ʮάϩʔόϧɾγςΟζϯͷͨΊͷ101ͷίϯηϓτʯΛಠࣗʹΞϨϯδ ʢถࠃͷϛωϧόେֶΛࢀরͭͭ͠ɺʮରֶੜʯͱʮഐग़͍ͨ͠ਓࡐ૾ʯΛ ҙࣝͯ͠ɺऔࣺબΛߦ͏ͱڞʹɺಠࣗίϯηϓτͷՃΛߦͬͨɻʣ جૅ֓೦1ʢલظʣ σʔλαΠΤϯεೖɾԠ༻ 32ˋ 19ˋ 36ˋ 14ˋ جૅ֓೦2ʢޙظʣ άϧʔϓɾϓϩδΣΫτ جૅ֓೦1ʢલظʣ ϓϨθϯςʔγϣϯٕ๏ جૅ֓೦2ʢޙظʣ άϧʔϓɾϓϩδΣΫτ
page Department of Global Citizenship Studies Seisen University 15 σʔλαΠΤϯεͷຽओԽͱϘϦϡʔϜκʔϯͷঁੑͨͪ
page Department of Global Citizenship Studies Seisen University 16 Exploratory
× Seisen_GCSʹΑΔΦϦδφϧڭࡐͷ։ൃ
page Department of Global Citizenship Studies Seisen University 17 Exploratory
× Seisen_GCSʹΑΔΦϦδφϧڭࡐͷ։ൃ
page Department of Global Citizenship Studies Seisen University 18 ֶ֤ظͷΰʔϧΠϝʔδ
σʔλαΠΤϯεೖʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ
page Department of Global Citizenship Studies Seisen University 19 υϥΠϒָ͍ͬͯ͠ʂʢલظɿσʔλαΠΤϯεೖʣ
page Department of Global Citizenship Studies Seisen University 20 ӡసऀͱͯ͠Δ͖ߏΛΔʢޙظɿσʔλαΠΤϯεԠ༻ʣ
page Department of Global Citizenship Studies Seisen University 21 ίʔεσβΠϯ
1.ɹ ΠϯτϩμΫγϣϯ 2.ɹ ૬ؔ 3.ɹ खܭࢉ͔ΒExcelɺͦͯ͠Exploratory 4.ɹ σʔλੳͷྲྀΕ 5.ɹ σʔλͷجૅ 6.ɹ ՄࢹԽͷجຊ 7.ɹ ͷՄࢹԽ 8.ɹ ૬ؔͷՄࢹԽ 9.ɹ ࣌ܥྻͷՄࢹԽ 10.ɹσʔλͷՃͷجૅ 11.ɹσʔλͷՃͷجૅ 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.ɹҼࢠੳ 11.ɹΫϥελϦϯά 12.ɹςΩετੳ 13.ɹΤΩααΠζ σʔλαΠΤϯεೖʢલظʣ σʔλαΠΤϯεԠ༻ʢޙظʣ
page Department of Global Citizenship Studies Seisen University 22 σʔλʮʯͬͯࣗతʹࣗͰ͖ΔνΣϯδϝʔΧʔʹʂ
Thank you ! ຊใࠂɾຊࢿྉʹ͍ͭͯ…… ࢁຊୡʢਗ਼ઘঁࢠେֶٿࢢຽֶՊڭतʣ
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https://www.tatsuyayamamoto.com ਗ਼ઘঁࢠେֶٿࢢຽֶՊͷৄࡉʹ͍ͭͯ…… https://gcs-seisen.jp ʻ͓͍߹Θͤͷ࿈བྷઌʼ