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自治体におけるデータ利活用〜最前線とその裏側

 自治体におけるデータ利活用〜最前線とその裏側

Sayoko Shimoyama

November 12, 2023
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  1. ࣏ࣗମʹ͓͚Δ
    σʔλར׆༻
    ʙ࠷લઢͱͦͷཪଆ
    講師:下⼭ 紗代⼦
    Ұࣾ
    ϦϯΫσʔλ
    ୅දཧࣄ
    ΠϯϑΥɾϥ΢ϯδגࣜձࣾ
    औక໾
    σδλϧி
    σʔλεϖγϟϦετଞ
    ೥݄೔ʢ݄ʣ
    શࠃͷࣄྫ͔ΒݟΔɺ
    ަ௨·ͪͮ͘ΓͷਐΊํ

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  2. 2
    Sayoko Shimoyama, LinkData
    Government
    Local
    Government
    Enterprise
    Civic
    Tech
    Public Sector
    Private Sector

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  3. Sayoko Shimoyama, LinkData 3
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    ͦΕҎ֎ͷ৭ʑͳྗ΋࢖͏

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  4. Sayoko Shimoyama, LinkData 4
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    σʔλͷྗ΋࢖͏
    Data

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  5. ̍ਓ̍ਓ͕ଚॏ͞ΕΔࣾձ΁ͷ
    τϥϯεϑΥʔϝʔγϣϯ
    ैདྷɿਓ͕࢓૊Έʹ߹ΘͤΔ ͜Ε͔Βɿ࢓૊Έ͕ਓʹ߹ΘͤΔ
    ࢧԉΛඞཁͱ͢Δਓ͕ਃ੥Λ͢Ε͹
    ॿ੒͕ۚ΋Β͑Δ
    ࢧԉΛඞཁͱ͢ΔਓΛσʔλͰಛఆ
    ͯ͠ॿ੒ۚΛৼΓࠐΉ
    ެڞަ௨ͷӡߦʹ߹Θͤͯߦಈ͢Δ
    ެڞަ௨ͷӡߦΛσʔλͰ࠷దԽͯ͠
    ਓͷߦಈύλʔϯʹ߹ΘͤΔ
    τοϓμ΢ϯͰઆಘͯ͠෺ࣄΛܾΊΔ ΈΜͳͰσʔλΛݟͯೲಘܾͯ͠ΊΔ
    5
    Sayoko Shimoyama, LinkData

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  6. SAYOKO SHIMOYAMA, LINKDATA 2023-01-30 6
    ૝૾ͯ͠Έͯ
    ͍ͩ͘͞

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  7. 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 7
    ଎౓ϝʔλʔ΋ΧʔφϏ΋෇͍͍ͯͳ͍ंɺ
    ӡసͰ͖·͔͢ʁ

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  8. 2023-01-30 Sayoko Shimoyama, LinkData 8
    ࢲͨͪ͸ɺ஌Βͳ͍ಓΛ
    ਐΜͰߦ͜͏ͱ͍ͯ͠Δ

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  9. SAYOKO SHIMOYAMA, LINKDATA 2023-01-30 9
    ঢ়گΛਖ਼͘͠
    ೺Ѳͯ͠൑அ
    Ͱ͖ͳ͍ਓʹ
    ӡస͸೚ͤΒ
    Εͳ͍

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  10. 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 10
    ਖ਼֬ͳݱঢ়೺Ѳͱ໨ࢦ͢΂͖৔ॴΛઃఆ
    ͢ΔͨΊͷσʔλ׆༻
    現在速度は
    どのくらい︖
    ガソリンは
    ⼗分ある︖ ⽬的地は正しく
    設定されている︖
    ⽬的地に
    近づいている︖

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  11. ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ
    σʔλ ৘ใ
    4":0,04)*.0:"." -*/,%"5"

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  12. σʔλͱ͸ʁ
    *40ٴͼ+*4ن֨ʹΑΔఆٛ
    "SFJOUFSQSFUBCMFSFQSFTFOUBUJPOPGJOGPSNBUJPOJOBGPSNBMJ[FENBOOFSTVJUBCMFGPS
    DPNNVOJDBUJPO JOUFSQSFUBUJPO PSQSPDFTTJOHz
    *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO
    ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM
    4":0,04)*.0:"." -*/,%"5"
    ৘ใͷදݱͰ͋ͬͯɺ
    ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ

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  13. ৘ใͱ͸ʁ
    *40ٴͼ+*4ن֨ʹΑΔఆٛ
    ,OPXMFEHFDPODFSOJOHPCKFDUT TVDIBTGBDUT FWFOUT UIJOHT QSPDFTTFT PSJEFBT
    JODMVEJOHDPODFQUT UIBUXJUIJOBDFSUBJODPOUFYUIBTBQBSUJDVMBSNFBOJOH
    *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO
    ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM
    4":0,04)*.0:"." -*/,%"5"
    ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ
    ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ
    ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ

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  14. 2023-01-30
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 14

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  15. 2023-01-30
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 15

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  16. 2023-01-30
    ৘ใ
    JRതଟγςΟͰ
    2023೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 16

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  17. 2023-01-30
    σʔλ
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥ऀ

    +3തଟγςΟ
    Sayoko Shimoyama, LinkData 17

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  18. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2023-01-30 Sayoko Shimoyama, LinkData 18
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    +3തଟγςΟ
    JRതଟγςΟͰ
    2023೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  19. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2023-01-30
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 19
    Qɿ֤ϫʔΫγϣοϓͷ
    ʮΩϟϯηϧ཰ʯ͸
    Ͳͷ͘Β͍ʁ
    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2023-01-23
    2023-02-06
    2023-02-25

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  20. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍
    ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ
    2023-01-30 Sayoko Shimoyama, LinkData 20
    Ωϟϯηϧ཰



    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2023-01-23
    2023-02-06
    2023-02-25

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  21. ϙΠϯτɿ
    %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    Ձ஋
    աڈ
    ະདྷ
    ʮσʔλʯ͸ɺ୯ͳΔʢࣄ࣮΍ঢ়
    گΛද͢ʣ਺ࣈ΍จࣈྻͷू·Γ
    ͰɺͦΕ͚ͩͰ͸ҙຯΛ࣋ͨͳ͍ɻ
    σʔλॲཧʹΑͬͯಘΒΕΔ
    ʮ৘ใʯʹͳͬͯ͸͡Ίͯɺҙຯ
    Λ࣋ͭ΋ͷʹͳΔɻ
    ৘ใΛ஝ੵؔ͠࿈෇͚Δ͜ͱͰɺ
    ʮ஌ࣝʯͱͯ͠ࣄ৅ͷنଇੑ΍
    ܏޲ΛཧղͰ͖Δɻ
    ஌ࣝΛ׆༻ͯ͠൑அ͕Ͱ͖Δঢ়ଶ
    ʹͳΔͱʮ஌ܙʯͱݺ΂Δ΋ͷʹ
    ͳΔɻ

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  22. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    2023-01-30 Sayoko Shimoyama, LinkData 22
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏

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  23. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ཰͸
    มΘΔͷͰ͸ʁ
    nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸
    ৽͍͠σʔλΛऔಘͯ͠
    DIKWͷϓϩηεΛ܁Γฦ͢ඞཁ͕͋Δ
    2023-10-17 Sayoko Shimoyama, LinkData 23

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  24. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ྫʣ͋Δࢢʹ͓͚Δٹٸୂһ๊͕͍͑ͯͨ՝୊
    配属先が変わって
    業務負担が増えた
    しかし上司の理解が得られない
    根性が
    ⾜りない
    2023-01-30 Sayoko Shimoyama, LinkData 24

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  25. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ
    ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ
    ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺
    ࠷େͰ
    7.75ഒ
    ͷࠩ
    2023-01-30 Sayoko Shimoyama, LinkData 25
    n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍
    n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯى͜Γʹ͍͘
    n ཱ৔ͷҟͳΔਓͷؒͰͷೝࣝͷ͢Εҧ͍ΛݮΒ͢ޮՌ͕ظ଴Ͱ͖Δ
    ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ

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  26. ױ

    ͷ



    ٬؍తͳσʔλͳ͠Ͱ͸ɺ
    ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ
    nEBPMɿEvidence Based Policy
    Making
    …ΤϏσϯεʢ͔֬ͳࠜڌʣʹ
    ج͍ͮͨ੓ࡦཱҊ
    nEBPM͸ҩֶʢEvidence Based
    Medicineʣ͔Β೿ੜͨ͠ߟ͑ํ
    • 1989೥ɺ౰࣌Ұൠతʹ࢖༻͞Εͯ
    ͍ͨෆ੔຺ͷༀͷޮՌΛσʔλΛ
    औͬͯݕূ
    ˠ෰༻ʹΑͬͯࢮ๢཰͕ߴ·Δ
    ͜ͱ͕൑໌
    2023-08-08 Sayoko Shimoyama, LinkData 26
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
    ةݥੑ

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  27. σʔλ෼ੳ݁Ռ͕ܦݧ΍ΧϯΛӽ͑ͨྫɿ
    PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ
    nΧϦϑΥϧχΞେֶ͕։ൃͨ͠൜ࡑ༧ଌ
    γεςϜ
    nաڈͷ൜ࡑ৘ใͷσʔλϕʔεΛ΋ͱʹɺ
    কདྷʮ͍ͭɺͲ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺ
    ػցֶशͰ༧ଌ
    nϩαϯθϧεࢢܯͷ൜ࡑ෼ੳ׭ͱPredPol
    ͷ༧ଌΛൺֱͨ͠ͱ͜ΖɺPredPolͷํ͕
    ̎ഒҎ্ਖ਼֬ʹ༧ଌͰ͖ͨ
    2023-01-30 Sayoko Shimoyama, LinkData 27
    ैདྷͷܦݧ΍ΧϯཔΓͷํ๏Ͱ͸ͳ͘ɺ
    σʔλʹجͮ͘٬؍తͳࠜڌ͔Β൑அ͢Δํ๏΁γϑτ
    https://www.predpol.com/

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  28. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷ
    ަ௨ྔ͕ଟ͘ɺԚછ෺࣭΍
    CO2ɺ૽ԻͳͲʹΑΔެ֐
    ͕՝୊
    ʢWHOͷج४஋Λৗʹ௒
    աঢ়ଶʣ
    nʮࢢຽத৺౎ࢢʯΛίϯ
    ηϓτʹ͔͔͛ɺஈ֊తʹ
    ं͕௨ΕΔಓΛ੍ݶ͢Δ
    ܭըΛ࣮ࢪ
    ʢ2015೥ʙʣ
    2023-01-30 Sayoko Shimoyama, LinkData 28
    出典︓Mueller et al., Changing the urban design of cities for health: The superblock model,
    Environment International, Volume 134, 2020, 105132, ISSN 0160-4120,
    https://doi.org/10.1016/j.envint.2019.105132.

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  29. 2023-01-30 Sayoko Shimoyama, LinkData 29
    ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA: Towards the city we want, 2021
    https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf

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  30. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
    σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ
    nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
    ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
    ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    2023-01-30 Sayoko Shimoyama, LinkData 30
    ަ௨ྔ͕21%ݮ
    94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ
    ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্
    ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
    σʔλग़యɿ
    IUUQTDJUJFTPGUIFGVUVSFFVTVQFS
    CMPDLTCBSDFMPOBBOTXFSUPDBS
    DFOUSJDDJUZ

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  31. ͜Ε͔Βͷࣾձʹඞཁͳͷ͸ɺ
    ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏͜ͱ
    ݱঢ়
    w σʔλΛ࢖Θͳͯ͘΋
    ϓϩδΣΫτΛਐΊΔ
    ͜ͱ͸Մೳ
    ໰୊
    w ར֐ͷҟͳΔؔ܎ऀ͕
    ͍Δͱ߹ҙܗ੒͕ࠔ೉
    ղܾࡦ
    w ఆྔσʔλΛ࢖ͬͯ
    ೝࣝͷ͢Εҧ͍ΛݮΒ͠
    ্ͨͰ߹ҙܗ੒ΛਐΊΔ
    2023-01-30 Sayoko Shimoyama, LinkData 31
    ୲౰ऀͷ൑அͷΈ
    ͰਐΊͯ0,ͳ৔߹
    τοϓμ΢ϯͰ
    ԿͰ΋௨ΔνʔϜ
    ΍૊৫
    ݸਓͷײ֮͸
    ଞਓͱڞ༗Ͱ
    ͖ͳ͍
    ݱঢ়ೝ͕ࣝ߹Θͣ
    ٞ࿦͕ฏߦઢʹͳ
    Δ͜ͱ΋
    ਺஋Ͱఆྔతʹࣔ
    ͢͜ͱͰɺݴ༿Α
    Γ΋ղऍͷᴥᴪ͕
    ੜ͡ʹ͘͘ͳΔ
    ཱ৔ͷҟͳΔਓ
    ಉ࢜Ͱ΋ೝࣝΛ
    ߹Θ্ͤͨͰ߹ҙ
    ܗ੒ΛਐΊΒΕΔ

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  32. 2023-01-30 Sayoko Shimoyama, LinkData 32
    σʔλͷຽओԽ
    EBUBEFNPDSBUJ[BUJPO

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  33. σʔλͷ
    ຽओԽ
    ݚڀऀ΍σʔλαΠΤϯςΟετ
    ͳͲɺैདྷҰ෦ઐ໳ՈͷΈ͕ѻ͑ͯ
    ͍ͨσʔλͷར׆༻Λɺಛผͳ஌ࣝ
    Λ࣋ͨͳ͍ਓͰ΋Մೳʹ͢Δ͜ͱ
    2023-01-30 Sayoko Shimoyama, LinkData 33

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  34. Sayoko Shimoyama, LinkData 2023-01-30
    DXͷਐߦͰ
    σʔλ΁ͷ
    ΞΫηεͱ
    πʔϧ׆༻͕
    ༰қʹ
    ग़యɿ “ Data Democratization and
    How to Get Started?”, DZone,
    https://dzone.com/articles/data-
    democratization-and-how-to-get-
    started
    34

    View full-size slide

  35. σʔλͷຽओԽʹΑΔ૊৫มֵ
    ʮσʔλͷຽओԽʯ͸࣍ୈʹاۀશମ
    ʹӨڹΛٴ΅͍ͯ͘͠ɻ
    ͦ͏ͳΔͱɺϏδωεͱσʔλΛࠓ·Ͱ
    Ҏ্ʹີ઀ʹ݁ͼ͚ͭΔ͜ͱ͕Ͱ͖Δɻ
    σʔλͷར׆༻ʹՃΘΔैۀһΛ޿͘૿
    ΍͠ɺ͋ΒΏΔࣄۀʹ͓͍ͯσʔλʹج
    ͍ͮͨҙࢥܾఆΛߦͬͯޮ཰Խ΍ੜ࢈ੑ
    ޲্Λଅਐ͢ΔσʔλυϦϒϯͳ૊৫΁
    ͱมֵ͍ͯ͘͜͠ͱ͕Ͱ͖Δɻ
    ग़యɿʮσʔλͷຽओԽʯैۀһʹΑΔσʔλར׆༻ͷ֦େ, IPA
    ࣾձج൫ηϯλʔ, 2022೥5݄12೔
    https://www.ipa.go.jp/ikc/reports/datademocra_01.html
    2023-01-30 Sayoko Shimoyama, LinkData 35

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  36. ࣄྫɿ౷ܭσʔλΛࣄۀܭըͷࡦఆʹ׆༻ɺ
    ԯԁ΋ͷࢿۚௐୡʹ੒ޭ
    ൘ۚృ૷ళφοϓϑΝΫτϦʔʢैۀһ਺ɿ19໊ʣ
    Sayoko Shimoyama, LinkData 36
    ग़యɿܦࡁ࢈ۀল౷ܭར׆༻ࣄྫू
    https://www.meti.go.jp/statistics/pr/rikatuyou_20210326/rikatuyou_20210326.html
    ͜Ε·Ͱʹ
    λʔήοτͱ
    ͍ͯͨ͠ࢢ৔
    ͸ࠓޙ௿໎ͷ
    ݟࠐΈ
    ࠓޙ΋҆ఆ
    ͯ͠धཁ͕
    ݟࠐ·ΕΔ
    ࢢ৔Λσʔ
    λ͔Βൃݟ
    2023-01-30

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  37. ߦ੓૊৫ʹ͓͍ͯ΋ਐΉ
    σʔλͷຽओԽɿਆށࢢͷྫ
    ߦ੓ΛऔΓר͘ٸܹͳ֎෦
    ؀ڥͷมԽʹεϐʔυײΛ࣋ͬͯ
    ରԠ͍ͯͨ͘͠ΊɺਆށࢢͰ͸
    ಺෦ਓࡐʹΑΓߦ੓σʔλ΍ެత
    ౷ܭσʔλΛ#*πʔϧ౳Ͱ෼ੳɾ
    ՄࢹԽ͠ɺμογϡϘʔυʢ౷ܭ
    Ճ޻ͨ͠ෳ਺ͷσʔλΛάϥϑ౳
    Ͱ෼͔Γ΍͘͢ҰཡͰ͖Δը໘ʣ
    ΛશிͰڞ༗͢Δ࢓૊ΈΛߏங͠
    ͍ͯ·͢ɻ
    ग़యɿਆށࢢ هऀൃදࢿྉ
    https://www.city.kobe.lg.jp/a47946/163739689725.html
    2023-01-30 Sayoko Shimoyama, LinkData 37
    ೥ʮ%BUB4UB3U"XBSEʯͰ
    ૯຿େਉ৆Λड৆

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  38. 2023-01-30 Sayoko Shimoyama, LinkData
    μογϡϘʔυʁ
    38

    View full-size slide

  39. (σʔλͷ)
    μογϡϘʔυ
    ͱ͸
    n ൑அ΍ҙࢥܾఆʹඞཁͱ
    ͳΔෳ਺ͷσʔλΛɺҰ໨Ͱ
    ݟͯ෼͔ΔΑ͏ʹ·ͱΊͯ
    ՄࢹԽͨ͠΋ͷ
    nը૾ͱͯ͠షͬͯ͋Δ͚ͩ
    ͷάϥϑͱҧͬͯɺදࣔΛ
    ੾Γସ͑ͨΓߜΓࠐΜͩΓ
    Ͱ͖ΔΑ͏ʹ࡞ΒΕ͍ͯΔ
    ͜ͱ͕ଟ͍
    Sayoko Shimoyama, LinkData 2023-01-30 39
    ग़యɿਆށࢢେ౎ࢢൺֱ౷ܭ೥ද
    IUUQTXXXDJUZLPCFMHKQBTIJTFUPLFUPVLFJIJLBLVJOEFYIUNM

    View full-size slide

  40. #*πʔϧ
    #VTJOFTT
    *OUFMMJHFODF

    اۀͳͲͷ૊৫ʹ͓͍ͯɺ
    γεςϜʹ஝ੵ͞ΕΔ๲
    େͳσʔλΛ෼ੳɾՄࢹ
    Խ͢Δ͜ͱͰɺܦӦ্ͷ
    ਝ଎ͳҙࢥܾఆΛՄೳʹ
    ͢Δख๏΍ٕज़
    4":0,04)*.0:"." -*/,%"5"

    View full-size slide

  41. ਓؒͷ೴͸
    ϏδϡΞϧΛ
    ςΩετͷ
    ສഒ
    ଎͘ೝ஌
    ਺ࣈ͚ͩݟͤΔΑΓ
    ΋ɺϏδϡΞϥΠζ
    ͢Δͱ఻ΘΓ΍͘͢
    ͳΔ
    4":0,04)*.0:"." -*/,%"5"
    https://www.slideshare.net/elsekramer/show-dont-tell-the-rise-of-visual-on-social-media/35-brand_identity

    View full-size slide

  42. ೔ຊશࠃͷσʔλΛμογϡϘʔυͰදࣔ
    Ͱ͖ΔπʔϧɿRESASʢϦʔαεʣ
    n஍Ҭܦࡁ෼ੳγεςϜ;
    Regional Economy (and) Society Analyzing System
    n಺ֳ׭๪·ͪɾͻͱɾ͠͝ͱ૑ੜຊ෦͕ߏங
    n஍Ҭܦࡁʹؔ͢Δ༷ʑͳσʔλʢ࢈ۀͷߏ଄ɺਓޱ
    ಈଶɺࣄۀॴ৘ใͳͲʣΛɺ஍ਤ΍άϥϑͰ؆୯ʹ
    ՄࢹԽͯ͠ݟΔ͜ͱ͕Ͱ͖ΔγεςϜ
    n஍ํ૑ੜͷ࣮ݱʹ޲͚ͯɺ٬؍తͳσʔλʹج͖ͮɺ
    ࣗΒͷ஍Ҭͷݱঢ়ͱ՝୊Λ೺Ѳ͠ɺͦͷಛੑʹଈ͠
    ͨ஍Ҭ՝୊Λநग़Ͱ͖ΔΑ͏ʹ͢Δ໨తͰ࡞ΒΕͨ
    4BZPLP4IJNPZBNB -JOL%BUB
    https://resas.go.jp

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  43. ྫʣ๺෦۝भΤϦΞͰ஍ݩͰब৬͢Δਓͷׂ߹
    ͕Ұ൪ଟ͍ͷ͸Ͳͷݝͩͱࢥ͍·͔͢ʁ
    1. 福岡県
    2. 佐賀県
    3. ⻑崎県
    4. 熊本県
    5. ⼤分県
    2023-01-30 Sayoko Shimoyama, LinkData 43

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  44. RESAS > ਓޱϚοϓ > ৽ଔऀब৬ɾਐֶ
    > ஍ݩब৬཰ͷਪҠ
    https://resas.go.jp/employ-education-localjob-
    academic/#/toTransition/8.115477217419937/33.61470834/133.60245925/40/40100/1/1/0.0/2020/0/2/20/0/41__-42__-43__-44__
    2023-01-30 Sayoko Shimoyama, LinkData 44

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  45. σʔλ͸༧૝ͨ͠Γɺ͋ͨΓΛ෇͚
    ͳ͕ΒݟΔͱָ͍͠ʂ
    2023-01-30 Sayoko Shimoyama, LinkData 45
    当たっていたら
    もちろん嬉しい
    外れても「そっちだっ
    たかー」と新しい情報
    が得られるので嬉しい

    View full-size slide

  46. ࢀߟɿ
    σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    ৽͍͠՝୊ͷݕ౼
    Ծઆͷؒҧ͍Λૣظʹൃݟ
    ੓ࡦͷਫ਼౓Λ্͛Δ
    ਺஋໨ඪɺޮՌࢦඪ
    Λ࡞੒͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS
    ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1

    View full-size slide

  47. ෼ੳ՝୊ઃఆͷྫ
    طଘࣄۀʹ͓͚Δ՝୊ͷߜΓࠐΈͱରࡦͷݕ౼
    ྫɿݕ਍ͷड਍཰Λ૿Ճ͍ͤͨ͞
    ˠݕ਍ͷ࣮ࢪঢ়گ΍ର৅ऀʹ͍ͭͯԾઆΛݩʹ෼ੳΛߦ͍ɺͲͷΑ͏ʹ
    Ξϓϩʔν͢Δͷ͕༗ޮ͔ܭըΛཱ࣮ͯͯࢪ͠ɺޮՌ͕ग़Δ͔ϞχλϦϯάɻ
    αʔϏεͷઃܭʹ͓͚Δχʔζͷ෼ੳͱܧଓతͳվળ
    ྫɿΠϕϯτͷҊ಺ΛιʔγϟϧϝσΟΞͰ͓஌Βͤ͢ΔαʔϏε
    ˠͲͷΤϦΞͲͷଐੑͷਓ͕ͲͷΑ͏ͳ৘ใΛඞཁͱ͍ͯ͠Δ͔χʔζΛ෼ੳ͠ɺ
    αʔϏεઃܭʹ൓өɻ͞ΒʹϩάσʔλΛ࢖ͬͯαʔϏεΛվળɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  48. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    nϨϯλαΠΫϧͷ૸ߦ
    σʔλͱΞϯέʔτௐࠪ
    ͷ෼ੳ݁Ռ͔Βɺར༻
    χʔζΛ೺Ѳ
    nϨϯλαΠΫϧͷճస཰
    ͱར༻ऀΛ૿Ճͤ͞Δ͜
    ͱʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ ྩ࿨೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.html

    View full-size slide

  49. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    σʔλऩूɾ෼ੳ
    ࿈ܞڠఆΛ݁Μͩاۀ͔ΒిಈΞγετࣗసं୆ͷఏڙΛड͚ɺ
    ࢢຽϞχλϦϯάͰ૸ߦσʔλٴͼΞϯέʔτௐࠪͷ෼ੳΛ࣮ࢪɻ
    ՝୊
    γΣΞαΠΫϧγεςϜߏஙͷͨΊͷར༻ऀχʔζ͕೺ѲͰ͖͍ͯͳ͍ɻ
    ໨త
    Ӻલʹෳ਺ଘࡏ͢ΔطଘϨϯλαΠΫϧΛແਓ؅ཧͷγΣΞαΠΫϧ΁ͱҰຊԽ͢Δ
    ͜ͱͰɺར༻ऀͷརศੑ޲্ΛਤΓ͞ΒͳΔར༻૿ʹͭͳ͍͛ͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html

    View full-size slide

  50. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    ෼ੳ݁ՌΛ౿·͑ͨࢪࡦͷ࣮ࢪ
    ೔ି͠Ͱ͸ͳ͘ɺ࣌ؒି͠Ͱ
    ͋ΔγΣΞαΠΫϧ͕χʔζʹ
    ଈ͓ͯ͠Γɺճ༡ੑ΍ճస਺Λ
    ଅਐ͢Δ໨త͔Β෼ͱ͍͏
    ୹࣌ؒͷ୯ҐΛઃఆ
    ໷ؒଳར༻ͷજࡏతͳχʔζ͕
    ͋Δ͜ͱ͔Βɺ
    ࣌ؒར༻Մೳʹมߋ
    ར༻ऀ͕ଟཱͪ͘دΔ৔ॴΛத৺
    ʹόεఀ͔ΒNݍ಺ʹ
    αΠΫϧϙʔτΛઃஔ
    ෼ੳ݁Ռ͔Β൑໌ͨ͠ར༻࣮ଶ
    ճ͋ͨΓͷ৐ं࣌ؒ͸
    ࣌ؒҎԼ͕൒਺Ҏ্ɻ
    طଘϨϯλαΠΫϧͷӦۀ࣌ؒ͸
    ࣌ʙ࣌Ͱ͕͋ͬͨɺϞχλʔ
    σʔλʹΑΔͱӦۀ࣌ؒ֎ͷར༻
    ͕ˋ͋ͬͨɻ
    ૸ߦσʔλ͔Βɺ
    ଟཱͪ͘دΒΕΔ৔ॴ͕ಛఆͰ͖
    ͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html

    View full-size slide

  51. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    ࢪࡦͷޮՌଌఆ
    ճస཰ɿʢطଘϨϯλαΠΫ
    ϧͷฏۉʣ͔Βʢ৽γΣΞα
    ΠΫϧಋೖޙͷฏۉʣ΁্͕ͬͨɻ
    ར༻ऀ਺ɿطଘϨϯλαΠΫϧ
    ୆ʢલ೥౓݄ฏۉʣ͔Β
    ୆ʢ৽γΣΞαΠΫϧಋೖޙ
    ͷฏۉʣ΁ͱ໿ഒ૿ͱͳͬͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html
    0.24
    0.42
    طଘϨϯλαΠΫϧ ৽γΣΞαΠΫϧ
    833.9
    1,650
    0
    500
    1000
    1500
    2000
    طଘϨϯλαΠΫϧ ৽γΣΞαΠΫϧ
    ར༻ऀ਺
    ճస཰

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  52. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    ৽͍͠՝୊ͷݕ౼
    Ծઆͷؒҧ͍Λૣظʹൃݟ
    ੓ࡦͷਫ਼౓Λ্͛Δ
    ਺஋໨ඪɺ
    ޮՌࢦඪ
    Λ࡞੒͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS
    ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1
    ຽؒͷʮച্ʯͷ
    Α͏ͳ෼͔Γ΍͢
    ͍ࢦඪͷͳ͍ߦ੓
    ʹ͓͍ͯॏཁ

    View full-size slide

  53. ʮΞ΢τϓοτࢦඪʯͱʮΞ΢τΧϜࢦඪʯ
    ͷ྆ํΛ࢖ͬͯϞχλϦϯά͢Δ
    Πϯϓοτ
    ʢ౤ࢿʣ
    Ξ΢τϓοτ
    ʢ׆ಈࢦඪʣ
    Ξ΢τΧϜ
    ʢ੒Ռࢦඪʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ౤ࢿɿͲͷ͘Β͍
    ਓɾϞϊɾΧωΛ
    ࢖͔ͬͨ
    ࣄۀ࣮ࢪɿࣄۀ͕
    ద੾ʹ࣮ࢪͰ͖ͯ
    ͍Δ͔ΛଌΔ
    ੒ՌɿࣄۀΛ࣮ࢪ
    ͨ݁͠Ռɺ੒Ռ͕
    ڍ͕͔ͬͨΛଌΔ
    ྫʣݟकΓୂ݁੒
    ʢਓ਺ɾ༧ࢉʣ
    ύτϩʔϧ८ճ
    ݅਺
    ൜ࡑൃੜ݅਺
    ʢ͕ݮগ͔ͨ͠ʣ

    View full-size slide

  54. ͦͷ··਺஋ʹͰ͖ͳ͍
    ఆੑతޮՌ͸Ͳ͏ଌΕ͹ྑ͍ͷ͔ʁ
    ΞϯέʔτͰฉ͘
    ͱ͍͏ํ๏͕Α͘औΒΕΔ
    ࢦඪͷͭʹ͢Δͷ͸0,
    Ξϯέʔτ݁ՌͷΈͰଌΔͱ
    ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ॅΈ΍͢͞
    ·ͪͷ
    ʹ͗Θ͍
    ࢠҭͯͷ
    ͠΍͢͞ உঁฏ౳
    ࿝ޙͷ҆৺

    View full-size slide

  55. ࣄྫɿ
    ॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ
    2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 55
    ग़యɿhttps://toyokeizai.net/articles/-/595401?page=3

    View full-size slide

  56. 4BZPLP4IJNPZBNB -JOL%BUB
    ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ
    ॅΈΑ͞ϥϯΩϯάʢ౦༸ܦࡁʣར༻σʔλ
    ॅΈΑ͞
    "
    ҆৺౓
    ਓޱ౰ͨΓපӃɾҰൠ਍ྍॴපচ਺ʢ೥݄ʣɿްੜ࿑ಇলʮҩྍࢪઃௐࠪʯ
    ࿝೥ਓޱ౰ͨΓհޢ࿝ਓ෱ࢱɾอ݈ࢪઃఆһ਺ʢ೥݄ʣɿްੜ࿑ಇলʮհޢαʔϏεࢪઃɾࣄۀॴௐࠪʯ
    ʙࡀঁੑਓޱ౰ͨΓʙࡀࣇ਺ʢ೥݄ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ
    ࢠͲ΋ҩྍඅॿ੒ʢର৅೥ྸɾॴಘ੍ݶͷ༗ແʣʢ೥݄ʣɿ౦༸ܦࡁௐ΂
    ਓޱ౰ͨΓܐ๏൜ೝ஌݅਺ʢ೥ʣɿ֤౎ಓ෎ݝܯ࡯ௐ΂
    ਓޱ౰ͨΓަ௨ࣄނ݅਺ʢ೥ʣɿަ௨ࣄނ૯߹෼ੳηϯλʔௐ΂
    #
    རศ౓
    ਓޱ౰ͨΓখചൢചֹʢ೥ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    ਓޱ౰ͨΓେن໛খചళళฮ໘ੵʢ೥ʣɿ౦༸ܦࡁʮશࠃେܕখചళ૯ཡʯ
    Մॅ஍໘ੵ౰ͨΓҿ৯ྉ඼খചࣄۀॴ਺ʢ೥݄ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    ਓޱ౰ͨΓҿ৯ళ਺ʢ೥݄ʣ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    $
    շద౓
    సग़ೖਓޱൺ཰ʢ೥ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ
    ਫಓྉۚʢ೥݄ʣɿ౦༸ܦࡁௐ΂
    Ԛਫॲཧਓޱීٴ཰ʢ೥݄ʣɿࠃ౔ަ௨লɺ೶ྛਫ࢈লɺ؀ڥলௐ΂
    ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒɺ࠷ਂੵઇʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ
    ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ
    %
    ෋༟౓
    ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ਓޱ౰ͨΓ๏ਓࢢຽ੫ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ
    ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ
    ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ
    https://toyokeizai.net/articles/-/595401?page=2
    ˞੨എܠͷࢦඪ͸਺஋͕
    খ͍͞΄Ͳྑ͍ͱఆٛ

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  57. σδλϧాԂ
    ౎ࢢࠃՈߏ૝ͷ
    ࣮ݱʹ޲͚ͨ
    ஍Ҭ޾෱౓
    (Well-Being) ࢦඪ
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾ
    ΠϯεςΟςϡʔτ
    ʮ஍Ҭ޾෱౓(Well-Being) ࢦඪʯ
    https://www.sci-
    japan.or.jp/LWCI/index.html
    Sayoko Shimoyama, LinkData 2023-10-17 57

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  58. Well-Being
    = ਎ମతɾ
    ਫ਼ਆతɾࣾձత
    ʹྑ޷ͳঢ়ଶʹ
    ͋Δ͜ͱ
    ݈߁ͱ͸ɺපؾͰ͸ͳ͍
    ͱ͔ɺऑ͍ͬͯͳ͍ͱ͍͏
    ͜ͱͰ͸ͳ͘ɺ೑ମతʹ΋ɺ
    ਫ਼ਆతʹ΋ɺ ͦͯࣾ͠ձత
    ʹ΋ɺ͢΂͕ͯຬͨ͞Εͨ
    ঢ়ଶ(Well-Being)ʹ͋Δ
    ͜ͱ
    (WHOʹΑΔఆٛ)
    58 2023-10-17 SAYOKO SHIMOYAMA, LINKDATA

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  59. 2023-10-17 Sayoko Shimoyama, LinkData 59
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾΠϯεςΟςϡʔτʮ஍Ҭ޾෱౓(Well-Being) ࢦඪʯ
    https://www.sci-japan.or.jp/LWCI/index.html

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  60. ࢦඪͷߏ੒
    ஍Ҭ޾෱౓ʢ8FMM#FJOHʣࢦඪ
    ٬؍ࢦඪ
    w ໿߲໨
    w ެද͞Ε͍ͯΔ֤छ౷ܭσʔλ౳Λ΋ͱ
    ʹ4$*+BQBO͕ಠࣗʹूܭɾՃ޻
    ओ؍ࢦඪ
    w ໿߲໨
    w 4$*+BQBO͕࣮ࢪͨ͠Ξϯέʔτௐࠪ݁Ռ
    Λूܭ
    2023-10-17 Sayoko Shimoyama, LinkData 60

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  61. ྫɿ
    ෱Ԭݝീঁࢢ
    ͷ٬؍ࢦඪ
    2023-10-17 Sayoko Shimoyama, LinkData 61
    n50ͷϥΠϯ͕શࠃฏۉ

    nެࣜαΠτ͔Βμο
    γϡϘʔυͰӾཡՄೳ
    https://www.sci-
    japan.or.jp/LWCI/index
    .html

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  62. ఆྔతͳࢦඪΛ༻
    ͍ͯݱঢ়Λ೺Ѳ͠ɺ
    ໨ඪΛઃఆͯ͠
    ਐ௙Λ؅ཧ͢Δ
    ീঁࢢͷLWCࢦඪͷ
    μογϡϘʔυ
    https://www.sci-
    japan.or.jp/LWCI/index.ht
    ml
    Sayoko Shimoyama, LinkData 2023-10-17 62

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  63. ߦ੓ػؔͷอ༗σʔλΛར׆༻͢Δํ๏
    ͸େ͖͘෼͚ͯ2छྨ
    2023-10-17 Sayoko Shimoyama, LinkData 63
    ߦ੓อ༗σʔλ
    ͷར׆༻
    ૊৫಺෦Ͱͷ
    ར׆༻
    ૊৫֎෦Ͱͷ
    ར׆༻
    • ݱঢ়೺Ѳ
    • ۀ຿ޮ཰Խ
    • .
    ʜFUD
    ΦʔϓϯσʔλΛ௨ͨ͡
    • ׭ຽڠಇʹΑΔ஍Ҭ
    ՝୊ղܾ
    • Ϗδωε૑ग़ɾଅਐ
    • ߦ੓ػೳͷߴ౓Խ
    ʜFUD

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  64. ඪ४తͳόε৘ใ
    ϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯ
    σʔλ
    ࠃ౔ަ௨ল͕੔උͨ͠
    ʮඪ४తͳόε৘ใϑΥʔ
    Ϛοτʢ(5'4+1ʣʯͰ
    όεࣄۀऀ͕Φʔϓϯσʔλ
    Λެ։͢Δ͜ͱͰɺ෯޿͍
    ׆༻͕Մೳʹ
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿʮ(5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ
    IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

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  65. Ϣʔβࢹ఺Ͱ
    ͷ৘ใൃ৴ͷ
    ඞཁੑ
    ग़యɿ
    Ѫඤͷެڞަ௨৘ใൃ৴Λύϫʔ
    Ξοϓ͢ΔͨΊͷΦϯϥΠϯηϛ
    φʔʢʣ
    ʮ࣏ࣗମ৬һʹΑΔ(5'4+1ͷ੔
    උͱ׆༻ʯ
    ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ
    ௯২ྑޗࢯ
    4":0,04)*.0:"." -*/,%"5"

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  66. αʔϏεͷ
    ड͚ख͸
    ͞·͟·
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿ
    Ѫඤͷެڞަ௨৘ใൃ৴Λύϫʔ
    Ξοϓ͢ΔͨΊͷΦϯϥΠϯηϛ
    φʔʢʣ
    ʮ࣏ࣗମ৬һʹΑΔ(5'4+1ͷ੔
    උͱ׆༻ʯ
    ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ
    ௯২ྑޗࢯ

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  67. σʔλ͕ඪ४Խ
    ͞Ε͍ͯΔͱ
    ׆༻͠΍͍͢
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿ
    Ѫඤͷެڞަ௨৘ใൃ৴Λύϫʔ
    Ξοϓ͢ΔͨΊͷΦϯϥΠϯηϛ
    φʔʢʣ
    ʮ࣏ࣗମ৬һʹΑΔ(5'4+1ͷ੔
    උͱ׆༻ʯ
    ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ
    ௯২ྑޗࢯ

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  68. σʔλ͕ඪ४Խ
    ͞Ε͍ͯΔͱ
    ૊Έ߹Θͤͯ
    ׆༻͠΍͍͢
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿ
    Ѫඤͷެڞަ௨৘ใൃ৴Λύϫʔ
    Ξοϓ͢ΔͨΊͷΦϯϥΠϯηϛ
    φʔʢʣ
    ʮ࣏ࣗମ৬һʹΑΔ(5'4+1ͷ੔
    උͱ׆༻ʯ
    ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ
    ௯২ྑޗࢯ

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  69. (5'4+1͸
    ࡞੒ิॿ
    πʔϧ΋ॆ࣮
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿ
    Ѫඤͷެڞަ௨৘ใൃ৴Λύϫʔ
    Ξοϓ͢ΔͨΊͷΦϯϥΠϯηϛ
    φʔʢʣ
    ʮ࣏ࣗମ৬һʹΑΔ(5'4+1ͷ੔
    උͱ׆༻ʯ
    ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ
    ௯২ྑޗࢯ

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  70. 561ஂମ͕
    όε৘ใΛ
    Φʔϓϯσʔλ
    ͱͯ͠ඪ४ܗࣜ
    Ͱެ։த
    SAYOKO SHIMOYAMA, LINKDATA 70
    ग़యɿ(5'4+1ඪ४తͳόε৘ใ
    ϑΥʔϚοτ ೥݄ݱࡏ
    IUUQTXXXHUGTKQ

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  71. 4BZPLP4IJNPZBNB -JOL%BUB
    Data is the new oil.
    σʔλ͸৽ͨͳ
    ੴ༉Ͱ͋Δ
    ͱݴ͏ͷ͸
    ΋͏ݹ͍ʁ

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  72. 4BZPLP4IJNPZBNB -JOL%BUB
    Data
    is the new
    soil.
    σʔλ͸
    ৽ͨͳ
    ౔৕Ͱ͋Δ
    %BWJE.D$BOEMFTT
    5&%(MPCBM

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  73. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
    2023-01-30 Sayoko Shimoyama, LinkData 73

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