デジタル時代の行政において押さえておきたいデータ活用の知識と事例

2020年度春日井市CT利活用推進研修（講義編）のテキストです。
動画はこちらからご覧頂けます。
https://www.youtube.com/playlist?list=PLrqZLX6ReV6eIeDxPWJMHNle7nNeg2NMq

Transcript

1. σδλϧ࣌୅ͷ
   ߦ੓ʹ͓͍ͯ
   ԡ͓͖͍͑ͯͨ͞
   σʔλ׆༻ͷ஌ࣝͱࣄྫ
   ೥౓
   य़೔Ҫࢢ
   *$5ར׆༻ਪਐݚम
   ʢߨٛฤʣ
   ߨࢣɿ
   Ұࣾ
   ϦϯΫσʔλ
   ୅දཧࣄ
   Լࢁ ࣿ୅ࢠ
   

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2. Enterprise
   Public
   Sector
   Civic
   Tech
   2
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData
   

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3. ੓෎ʹ͓͚ΔλεΫϑΥʔε׆ಈ
   σδλϧɾΨόϝϯτٕज़ݕ౼ձٞ
   n੓෎CIOิࠤ׭Ͱߏ੒͞ΕΔ
   ձٞମ
   n੓෎৬һ͚ͩͰ͸ղܾ͕ࠔ೉ͳ
   ٕज़తɺઐ໳తͳ՝୊౳ʹ͍ͭͯ
   ݕ౼͢ΔͨΊʹઃཱ͞Εͨ
   nݱࡏ8ͭͷλεΫϑΥʔε͕
   Քಈத
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 3
   ϝϯόʔͱͯ͠ࢀՃ
   

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4. ໨࣍
   1. ͳͥɺσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
   2. ެڞσʔλͷڞ༗͕΋ͨΒࣾ͢ձతΠϯύΫτ
   3. ݱঢ়Λ೺Ѳ͠ɺվળαΠΫϧΛճͨ͢Ίͷσʔλ׆༻
   4. ி಺֎Ͱ׆༻͠΍͍͢σʔλ࡞Γͱ؅ཧͷϙΠϯτ
   5. ͓͢͢Ίͷจݙ
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 4
   

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5. ͳͥɺ
   σʔλΛ࢖͏
   ඞཁ͕͋Δͷ͔
   य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
   

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6. ͲͪΒͷࣄނͷํ͕ා͍ͱײ͡·͔͢ʁ
   ඈߦػࣄނ ࣗಈंࣄނ
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 6
   

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7. ࣮ࡍʹࢮ๢ࣄނʹૺ͏֬཰Λௐ΂ͯΈΔͱ…
   ඈߦػࣄނ
   0.00004%
   ࣗಈंࣄނ
   0.00279%
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 7
   ೥ͷࠃ಺ͷࣗಈंަ௨ࣄނʹΑΔࢮ๢ऀ਺ɿ ૯ਓޱɿ
   ग़యݩɿܯࢹி ૯຿ল౷ܭہ
   ೥ʹੈքͰൃੜͨ͠ඈߦػࣄނ݅਺ɿ೥ؒ૯ϑϥΠτ਺ɿ
   ग़యݩɿ"WJBUJPO4BGFUZ/FUXPSL
   ໿
   ສ݅ʹճ
   ى͜Δ֬཰
   ໿
   ສ݅ʹճ
   ى͜Δ֬཰
   ඈߦػͷ
   ໿
   ഒ
   

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8. ʮՄ༻ੑώϡʔϦεςΟοΫʯ
   ͱݺ͹ΕΔ൑அͷ܏޲͕ݪҼ
   nਓ͸ɺ͋ΔࣄྫΛࢥ͍ු͔΂΍͚͢Ε͹ɺ
   ى͜Γ΍͍͢ͱ൑அ͠΍͍͢܏޲͕͋Δ
   nೝࣝɺཧղɺܾఆͷࡍʹɺ
   ࢥ͍ग़͠΍͍͢৘ใ͚ͩʹج͍ͮͯ
   ൑அ͢Δ܏޲Λ
   ʮՄ༻ੑώϡʔϦεςΟοΫ
   (Availability heuristic)ʯͱݺͿ
   nਓ͕ؕΓ΍͍͢ʮೝ஌όΠΞεʯ
   ͷ͏ͪͷ1ͭ
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 8
   ඈߦػࣄނ͸େ͖͘ใಓ͞ΕΔ͜ͱ͕ଟ͘ɺ
   ҹ৅ʹ࢒Γ΍͍͢
   

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9. ೝ஌όΠΞε
   =ແҙࣝͳࢥߟͷภΓɾޡΓ
   ೝ஌όΠΞεʢcognitive biasʣͱ͸ɺ
   ਓ͕نൣ΍߹ཧੑ͔Β֎Εͨ൑அΛͯ͠͠·͏࣌ͷయܕతͳύλʔϯɻ
   य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 9
   ஌֮ͷ࿪Έɺෆਖ਼
   ֬ͳ൑அɺඇ࿦ཧ
   తͳղऍɺ·ͨ͸
   ޿͘ʮඇ߹ཧੑʯ
   ͱݺ͹ΕΔ΋ͷʹ
   ͭͳ͕Δ
   ਓ͸ೖྗͷ஌͔֮
   Βࣗ෼ࣗ਎ͷʮओ
   ؍తݱ࣮ʯΛ࡞Γ
   ग़͢
   ٬؍తͳೖྗͰ͸
   ͳ͘ʮओ؍తݱ
   ࣮ʯ͕ݸਓͷߦಈ
   Λܾఆ͢Δ͜ͱ͕
   ͋Δ
   ग़యɿIUUQTFOXJLJQFEJBPSHXJLJ$PHOJUJWF@CJBT ΑΓ຋༁
   

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10. ೝ஌όΠΞεͷྫᶃɿ
    ΞϯΧϦϯάޮՌ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 10
    

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11. ೝ஌όΠΞεͷྫᶄɿ
    αϯΫίετʢຒ຅අ༻ʣ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 11
    

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12. Ͳ͏͢Ε͹ೝ஌όΠΞεΛ֎ͤΔ͔ʁ
    ͲΜͳೝ஌όΠΞε͕͋Δ͔
    ஌͓͚ͬͯ͹ؾΛ෇͚ΒΕΔ…ʁ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 12
    

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13. ໊લͷ෇͍͍ͯΔೝ஌όΠΞε͸190Ҏ্
    http://lelang.sites-hosting.com/naklang/method.html
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 13
    ৗʹશͯΛ
    ҙࣝ͢Δͷ͸
    ແཧʂʂ
    

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14. ೝ஌όΠΞε͸ආ͚ΒΕͳ͍
    ࣗ෼΋ɺଞਓ΋ɺೝࣝ΍൑அʹ͸
    ৗʹೝ஌όΠΞε͕
    ͔͔͍ͬͯΔՄೳੑ͕͋Δ
    ͱ͍͏લఏͰ͍Δඞཁ͕͋Δ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 14
    

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15. ೝ஌όΠΞεରࡦ
    Ͳ͏͢Ε͹όΠΞε͕͔͔͍ͬͯΔ͜ͱʹؾ෇͖ɺ
    ਖ਼͍͠൑அʹۙ෇͘͜ͱ͕ग़དྷΔͷ͔ʁ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 15
    ओ؍తͳ৘ใ͚ͩͰͳ͘ɺ٬؍తͳ৘ใΛ࢖͏
    

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16. ਺஋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
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 16
    

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17. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ
    ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ
    ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺
    ࠷େͰ
    7.75ഒ
    ͷࠩ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 17
    n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍
    n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯ
    ى͜Γʹ͍͘
    ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ
    

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18. ױ
    ऀ
    ͷ
    ੜ
    ଘ
    ཰
    ٬؍తͳσʔλͳ͠Ͱ͸ɺ
    ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ
    nEBPMɿEvidence Based
    Policy Making
    …ΤϏσϯεʢՊֶతࠜ
    ڌʣʹج͍ͮͨ੓ࡦཱҊ
    nEBPM͸ҩֶʢEvidence
    Based Medicineʣ͔Β೿ੜ
    ͨ͠ߟ͑ํ
    • 1989೥ɺ౰࣌Ұൠతʹ࢖༻͞Εͯ
    ͍ͨෆ੔຺ͷༀͷޮՌΛσʔλΛ
    औͬͯݕূͨ͠ͱ͜Ζɺ෰༻ʹ
    Αͬͯࢮ๢཰͕ߴ·Δ͜ͱ͕൑໌
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 18
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
    ةݥੑ
    

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19. σʔλʹ
    ج͔ͮͳ͍ࢪࡦ͸
    ຽؒྍ๏ͱಉ͡
    σʔλΛ׆༻ͤͣʹɺ
    ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ
    ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 19
    

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20. σʔλ෼ੳ݁Ռ͕ܦݧ΍ΧϯΛӽ͑ͨྫɿ
    PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ
    nPredPol ͸ΧϦϑΥϧχΞେֶͷݚڀ
    άϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌγεςϜ
    nաڈͷ๲େͳ൜ࡑ৘ใͷσʔλϕʔεΛ
    ΋ͱʹɺকདྷʮ͍ͭɺͲ͜Ͱʯ൜ࡑ͕
    ى͖Δͷ͔ɺػցֶशΛϕʔεʹ༧ଌ
    nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ෼ੳ׭ͱ
    PredPolͷ༧ଌΛൺֱͨ͠ͱ͜Ζɺ
    ൜ࡑ෼ੳ׭ʹൺ΂̎ഒҎ্PredPolͷํ͕
    ਖ਼֬ʹ༧ଌͰ͖ͨ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 20
    ैདྷͷܦݧ΍ΧϯཔΓͷํ๏Ͱ͸ͳ͘ɺ
    σʔλʹجͮ͘٬؍తͳࠜڌ͔Β൑அ͢Δํ๏΁γϑτ
    https://www.predpol.com/
    

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21. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷަ௨
    ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ
    ૽ԻͳͲʹΑΔެ֐͕՝୊
    nʮࢢຽத৺౎ࢢʯΛίϯηϓ
    τʹ͔͔͛ɺஈ֊తʹं͕௨
    ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 21
    https://citiesofthefuture.eu/superblocks-barcelona-answer-to-car-centric-city/
    

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22. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
    σʔλΛ༻͍ͯ෼ੳΛߦ͍ɺ
    ܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
    ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
    ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    • ަ௨ྔ͕21%ݮ
    • 94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠঢ়
    ෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    • 73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্ͷ
    ૽ԻʯΛܦݧͤͣʹ͢Ή
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 22
    

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23. ެڞσʔλͷ
    ڞ༗͕΋ͨΒ͢
    ࣾձతΠϯύΫτ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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24. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ
    ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ
    Λσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ
    l)FBMUI 4DPSFzͱͯ͠఺ຬ఺
    ͷείΞԽ֤ͯ͠ҿ৯ళͷ
    ϨϏϡʔϖʔδʹදࣔ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम
    n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ
    n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε
    4":0,04)*.0:"." -*/,%"5"
    

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25. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ
    ӴੜείΞɿ
    ఺
    

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26. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ
    

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27. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम
    ΋͠αϯϑϥϯγείࢢ͕
    Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
    ͚ͩͩͬͨΒʁ
    Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
    ΋͠:FMQ͕
    ಠࣗʹҿ৯ళΛධՁ͢Δ
    είΞΛ෇͚͍ͯͨΒʁ
    ެฏੑ͕୲อ͞Εͳ͍
    ڧΈɿళฮͷӦۀσʔλ΍ޱίϛ
    σʔλΛूΊͯɺଟ͘ͷϢʔβ͕
    ू·Δ৔Λ͍࣋ͬͯΔ
    ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪ
    ͨ͠ௐࠪ݁Ռͱͯ͠ɺެฏͳσʔλ
    ΛఏڙͰ͖Δ
    σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
    ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖ΔࣾձʯʹͳΔ
    4":0,04)*.0:"." -*/,%"5"
    
    

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28. ߦ੓ͷσʔλ͸୭ʹͰ΋࢖͑ΔΑ͏ʹ
    ެ։͞Ε͍ͯΔඞཁ͕͋Δ
    nӴੜௐࠪ͸ࢢͷ੫ۚΛ࢖ͬͯӡ༻͞Ε͍ͯΔͷͰɺ
    ೲ੫ऀ͸౳ͦ͘͠ͷσʔλΛ࢖͏ݖརΛ͍࣋ͬͯΔ
    n୭Ͱ΋ࣗ༝ʹ࢖͑ΔσʔλͰ͋Δඞཁ͕͋Δ
    ΋͠αϯϑϥϯγείࢢ͕
    :FMQ͚ͩʹӴੜௐࠪ݁ՌσʔλΛ
    ౉͍ͯͨ͠Βʁ
    ಛఆاۀΛࢧԉ͢ΔܗͰෆެฏ
    Φʔϓϯσʔλ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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29. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ
    ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ
    Φʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣೋ࣍ར༻Մೳͳϧʔϧ͕
    ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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30. Φʔϓϯσʔλͱ͸ʮσʔλͷҰൠ։์ʯ
    ྫʣମҭؗͷҰൠ։์
    lࢢຽͷͨΊʹ։์͢Δ
    lͩΕͰ΋ແྉͰࣗ༝ʹ࢖͑Δ
    lʮ঎ചਓ͓அΓʯͱ͔͸͠ͳ͍
    lͨͩ͠ɺ๏཯Ͱې͡ΒΕ͍ͯΔ͜ͱ͸
    ౰વڐՄ͞Εͳ͍
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    OPEN
    DATA
    

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31. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨ
    σʔλ͸શͯެڞࡒͱͯ͠
    ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛ
    ݪଇͱͯ͠࠾༻
    य़೔ҪࢢICTར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    
    

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32. “Φʔϓϯσʔλ” ͱ͸ɺ
    ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ
    ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ
    - Miquel Mateu, Open Data Manager of Barcelona City
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम
    14-18 June 2016, World Data Viz Challenge 2016,
    Barcelona
    4":0,04)*.0:"." -*/,%"5"
    
    

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33. ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
    ˠࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    
    ʢࠃٴͼ஍ํެڞஂମ౳͕อ༗͢Δ׭ຽσʔλͷ
    ༰қͳར༻౳ʣ
    ୈेҰ৚ ࠃٴͼ஍ํެڞஂମ͸ɺࣗΒ͕อ༗
    ͢Δ׭ຽσʔλʹ͍ͭͯɺݸਓٴͼ๏ਓͷݖརར
    ӹɺࠃͷ҆શ౳͕֐͞ΕΔ͜ͱͷͳ͍Α͏ʹͭ͠
    ͭɺࠃຽ͕Πϯλʔωοτͦͷଞͷߴ౓৘ใ௨৴
    ωοτϫʔΫΛ௨ͯ͡༰қʹར༻Ͱ͖ΔΑ͏ɺඞ
    ཁͳાஔΛߨͣΔ΋ͷͱ͢Δɻ
    ʢ৘ใγεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬
    อ౳ʣ
    ୈेޒ৚ ࠃٴͼ஍ํެڞஂମ͸ɺ׭ຽσʔλ
    ׆༻ʹࢿ͢ΔͨΊɺ૬ޓʹ࿈ܞͯ͠ɺࣗΒͷ৘ใ
    γεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬อɺۀ
    ຿ͷݟ௚ͦ͠ͷଞͷඞཁͳાஔΛߨͣΔ΋ͷͱ͢
    Δɻ
    ग़యɿhttps://www.kantei.go.jp/jp/singi/it2/hourei/detakatsuyo_honbun.html
    ʢ৚จΑΓൈਮʣ
    

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34. ೥݄ɿ੓෎σʔλઓུʹ͓͍ͯ
    ʮ٤ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    
    ग़యɿʮσʔλઓུλεΫ
    ϑΥʔεୈҰ࣍ͱΓ·ͱΊʯ
    ྩ࿨̎೥݄೔σδλϧɾ
    Ψόϝϯτֳ྅ձܾٞఆ
    https://www.kantei.go.jp/jp/singi/i
    t2/dgov/dai10/siryou_a.pdf
    ʢΦʔϓϯσʔλͷਪਐʣ
    σʔλ͸෯޿͘ར׆༻͞ΕΔ͜ͱͰͦͷՁ஋͕࠷େݶൃش͞ΕΔ͜ͱ͔Βɺ͜Ε
    ·ͰΦʔϓϯσʔλͷଅਐΛߦ͖͓ͬͯͯΓɺଟ͘ͷ෎ল΍࣏ࣗମ͕Φʔϓϯ
    σʔλʹऔ૊ΜͰ͍Δɻ͔͠͠ͳ͕Βɺ࣭ɺྔͱ΋ʹ·ͩվળͷ༨஍͕͋Γɺ
    ΑΓ෯޿༷͘ʑͳܦࡁࣾձ׆ಈʹ ར׆༻͞ΕΔΑ͏ɺΦʔϓϯσʔλͷऔ૊Λ
    ڧԽ͢Δඞཁ͕͋Δɻ
    

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35. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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36. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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37. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    春⽇井市ICT利活⽤推進研修 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    

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38. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
    ҡ࣋Ͱ͖ͳ͘ͳΔ
    春⽇井市ICT利活⽤推進研修 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    

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39. ׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ެڞαʔϏε اۀɾݚڀػؔɾ
    γϏοΫςοΫ
    ߦ੓͕ಘҙͳ෦෼ɺ
    ߦ੓ʹ͔͠Ͱ͖ͳ͍
    ෦෼ʹूத͢Δ
    ຽ͕ؒಘҙͳͱ͜Ζ͸
    ຽؒʹ೚ͤΔ
    ੫ۚ
    

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40. ΦʔϓϯσʔλʹΑͬͯɺ
    ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε اۀɾݚڀػؔɾ
    γϏοΫςοΫ
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA
    

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41. ౦ژ౎৽ܕίϩφ
    ΢Πϧεײછ঱
    ରࡦαΠτ
    ● ౦ژ౎͕Φʔϓϯιʔ
    εͱͯ͠ެ։ޙɺશ౎
    ಓ෎ݝʹల։
    ● σʔλΛΘ͔Γ΍͘͢
    ՄࢹԽͯ͠ݟͤΔσβ
    Πϯʹఆධ
    ● ໿ਓͷΤϯδχΞ
    ͕։ൃʹڠྗ
    IUUQTTUPQDPWJENFUS
    PUPLZPMHKQ
    ׭ຽڠಇͷࣄྫ
    
    

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42. ্݄०ɺ$07*%ରࡦαΠτΛ
    ։ൃ͠ΦʔϓϯιʔεԽ
    ౦ژ౎
    $PEFGPS
    +BQBO
    ౦ژ౎ެࣜ
    $07*%
    ରࡦαΠτ
    ҕୗ
    σʔλఏڙ ։ൃ
    ֎෦ͷ
    ΤϯδχΞ
    ืू
    ։ൃڠྗ
    Φʔϓϯιʔε
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    Φʔϓϯιʔεͱ͸
    n ϓϩάϥϜͷιʔείʔυΛɺஅΓ
    ͳ͠ʹࣗ༝ʹ࢖ͬͯྑ͍ͱ͍͏৚݅
    Ͱ޿͘ެ։͢Δ͜ͱ
    n ެ։͢Δ͜ͱͰɺ୭΋͕த਎Λ֬ೝ
    ͢Δ͜ͱ͕Ͱ͖ɺίϐʔͯࣗ͠෼ͷ
    ໨తʹ࠶ར༻͢Δ͜ͱ͕Ͱ͖Δ
    

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43. ࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ
    ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    ౎ಓ෎ݝ
    ʹల։
    ࢢ۠ொଜ
    ˍւ֎
    

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44. एखͷΤϯδχΞ΋େ׆༂
    ౻ݪ͞Μͷίϝϯτ
    ্ཱͪ͛౰ॳ͸Ԭࢁݝʹ
    ײછऀ͕͍ͳ͔ͬͨɻͲΜͲΜ
    ֦େ͠ɺ͍ͭࣗ෼͕ײછͯ͠΋
    ͓͔͘͠ͳ͍ɻԬࢁݝ͕ެ։͠
    ͍ͯΔ৘ใΛݟ΍͍͢ܗͰಧ͚
    Δ͜ͱ͕Ͱ͖Ε͹গ͠Ͱ΋஫ҙ
    שىʹͳΔͱࢥͬͨ
    ग़యɿԬࢁܦࡁ৽ฉ
    https://ubenippo.co.jp/2020/03/21/100888/
    44
    

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45. ΦʔϓϯσʔλԽະରԠͷݝͰ͸
    ຖ೔ͷσʔλߋ৽ʹ՝୊
    ౦ژ౎ެࣜ
    $07*%
    ରࡦαΠτ
    $PEFGPS
    ʓʓ
    ʓʓݝ൛
    $07*%
    ରࡦαΠτ
    ʓʓݝ
    Φʔϓϯ
    σʔλ
    $PEFGPS
    ˚˚
    ˚˚ݝ൛
    $07*%
    ରࡦαΠτ
    ˚˚ݝ
    8FCαΠτ͔Βͷ
    εΫϨΠϐϯά΍ɺ
    1%'͔Βख࡞ۀͰίϐϖ
    ߋ৽ͷෛՙେ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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46. 2020೥11݄8೔࣌఺ɺ
    ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒
    य़೔ҪࢢICTར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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47. Φʔϓϯσʔλͷ༗ແʹΑͬͯ
    ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡
    ʢ೥݄೔࣌఺ʣ
    य़೔ҪࢢICTར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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48. ߋ৽ఀࢭঢ়ଶͷ··ͷαΠτ΍ɺ
    ด࠯͢ΔαΠτ΋
    48
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData
    

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49. ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͷ࣮ݱͷͨΊ
    ʹɺࠃ΍࣏ࣗମͷอ༗͢Δσʔλͷެ։͸ٸ຿
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 49
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA
    اۀɾݚڀػؔɾ
    γϏοΫςοΫ
    

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50. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    ΦʔϓϯσʔλԽ
    ͢Δ࡞ۀͷ෼ɺ
    ࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ
    

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51. ࣄྫɿ
    ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    n৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ
    ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛ
    Φʔϓϯσʔλͱͯ͠ެ։
    n৘ใެ։੥ٻͷ݅਺͕ݮΓɺ
    ۀ຿ෛ୲ͷܰݮʹ੒ޭ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    ೥ؒ
    ݅ݮ
    ˣ
    ໿
    ࣌ؒ
    ۀ຿࣌ؒ࡟ݮ
    H25 H26 H27 H28 H29 H30
    ग़యɿ৽ঙ େีࢯʢ੩Ԭࢢ૯຿ہ*$5ਪਐ՝ʣʮ஌తࢿ࢈ܦӦ8&&,@0QFOEBUB"1*ʯ
    IUUQTXXXTMJEFTIBSFOFU%"*46,&4)*/+0XFFLPQFOEBUBBQJ
    

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52. ࣄྫɿ
    ࢢຽ͔Βͷۤ৘ͷܰݮʢࡸߐࢢʣ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    ࡸߐࢢͷόε͸߱ઇʹ
    ΑΔ஗Ε౳͕͋Γࢢຽ
    ͔Βͷۤ৘΋ଟ͔ͬͨ
    ٸͳόεͷ஗ΕͳͲʹ
    ΋ରԠ͠΍͘͢ͳͬͨ
    ͨΊɺࢢຽ͔Βͷۤ৘
    ΍ࢢͷෛ୲͕ݮগͨ͠
    όεͷҐஔ৘ใΛ
    ΦʔϓϯσʔλԽɺ
    ϦΞϧλΠϜ഑৴
    ࢢຽ͕஍ਤ
    ΞϓϦΛ
    ࡞੒
    ૸ߦதͷόεͷ
    ݱࡏ஍͕දࣔ͞ΕΔ
    $$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB
    

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53. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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54. ಁ໌ੑɾ৴པͷ޲্͸
    ׭ຽڠಇΛਐΊΔͨΊʹඞཁ
    n׭ຽڠಇΛਐΊΔͨΊʹ͸ɺߦ੓ͱຽ͕ؒ
    ର౳ͳཱ৔Ͱ࿩ͤΔ͜ͱ͕ॏཁ
    nߦ੓ͱຽؒͷʮ৘ใͷඇରশੑʯΛ
    ղফ͢Δඞཁ͕͋Δ
    n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡΋ͷΛ
    ݟͳ͕Β࿩͕Ͱ͖Δঢ়گΛ࡞ΕΔΑ͏ʹ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    

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55. Φʔϓϯσʔλ͸
    ி಺ͰσʔλΛద੾ʹ؅ཧͰ͖ͯ
    ͍Δ͔Λࣔ͢໾ׂ΋͋Δ
    nͦ΋ͦ΋ி಺ͰσʔλΛ
    ͖ͪΜͱ؅ཧͰ͖͍ͯͳ͔ͬͨΒɺ
    ެ։͸Ͱ͖ͳ͍
    nෆਖ਼ͷ཈ࢭྗʹ΋ͳΔ͜ͱ͕
    ظ଴Ͱ͖Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    

    View Slide

56. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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57. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0
    

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58. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0
    

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59. ྑ͍ࣄྫ͕ੜ·ΕͨΒͥͻͪ͜ΒʹΤϯτϦʔΛʂ
    Φʔϓϯσʔλʢ੓෎ެࣜࣄྫूʣ
    n༷ʑͳࣄۀऀ΍஍ํެڞஂମ౳ʹΑΔΦʔϓϯσʔλͷར׆༻ࣄྫɺ
    ΞΫςΟϏςΟ͕ެ։͞Ε͍ͯΔ
    nݱࡏͷొ࿥਺ɿ݅
    n63-ɿIUUQTDJPHPKQPQFOEBUB
    य़೔Ҫࢢ*$5
    ར׆༻ਪਐݚ
    म
    4BZPLP4IJNPZBNB
    -JOL%BUB
    
    4BZPLP4IJNPZBNB -JOL%BUB
    

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60. ݱঢ়Λ೺Ѳ͠ɺ
    վળαΠΫϧΛճ͢
    ͨΊͷσʔλ׆༻
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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61. ϙΠϯτɿ
    %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    Ձ஋
    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
    աڈ
    ະདྷ
    

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62. य़೔ҪࢢICTར׆༻ਪਐݚम
    ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ
    σʔλ ৘ใ
    Sayoko Shimoyama, LinkData 62
    

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63. ʮσʔλʯͱ͸ʁ
    ISOٴͼJISن֨ʹΑΔఆٛ
    "A reinterpretable representation of information in a formalized manner
    suitable for communication, interpretation, or processing.”
    ৘ใͷදݱͰ͋ͬͯɺ
    ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en
    ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 63
    

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64. ʮ৘ใʯͱ͸ʁ
    ISOٴͼJISن֨ʹΑΔఆٛ
    "Knowledge concerning objects, such as facts, events, things, processes, or ideas,
    including concepts, that within a certain context has a particular meaning.
    ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ
    ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ
    ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ
    ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en
    ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 64
    

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65. य़೔ҪࢢICTར׆༻ਪਐݚम
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 65
    

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66. य़೔ҪࢢICTར׆༻ਪਐݚम
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 66
    

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67. य़೔ҪࢢICTར׆༻ਪਐݚम
    ৘ใ
    ԣ඿ࢢ໾ॴͰ
    2020೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 67
    

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68. य़೔ҪࢢICTར׆༻ਪਐݚम
    σʔλ
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥ऀ
    ਺
    ԣ඿ࢢ໾ॴ
    Sayoko Shimoyama, LinkData 68
    

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69. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 69
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    ԣ඿ࢢ໾ॴ
    ԣ඿ࢢ໾ॴͰ
    2020೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    

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70. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    य़೔ҪࢢICTར׆༻ਪਐݚम
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 70
    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ԣ඿঎޻ձٞॴ
    ਆಸ઒ݝி
    ԣ඿ࢢ໾ॴ
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    Qɿ֤ϫʔΫγϣοϓͷ
    ʮΩϟϯηϧ཰ʯ͸
    Ͳͷ͘Β͍ʁ
    

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71. σʔλ෼ੳ
    = σʔλ͔Β৘ใΛҾ͖ग़͢͜ͱ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 71
    Ωϟϯηϧ཰
    
    
    
    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ԣ඿঎޻ձٞॴ
    ਆಸ઒ݝி
    ԣ඿ࢢ໾ॴ
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    

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72. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 72
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһʙ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏
    

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73. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    n։࠵࣌ؒଳ΍ɺࢀՃऀ૚͕ҟͳΔઆ໌ձͷ৔߹΋ಉ༷ͷΩϟϯηϧ཰
    ͔ʁ
    nΦϯϥΠϯͰઆ໌ձΛ࣮ࢪͨ͠৔߹ɺΩϟϯηϧ཰͸มΘΔͷͰ͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
    DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 73
    

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74. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    ৽͍͠՝୊ͷݕ౼
    Ծઆͷؒҧ͍Λૣظʹൃݟ
    ੓ࡦͷਫ਼౓Λ্͛Δ
    ਺஋໨ඪɺޮՌࢦඪ
    Λ࡞੒͢Δ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 74
    ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS
    ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1
    

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75. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    ৽͍͠՝୊ͷݕ౼
    Ծઆͷؒҧ͍Λૣظʹൃݟ
    ੓ࡦͷਫ਼౓Λ্͛Δ
    ਺஋໨ඪɺ
    ޮՌࢦඪ
    Λ࡞੒͢Δ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 75
    ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS
    ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1
    ཁ஫ҙ
    ϙΠϯτ
    

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76. ʮΞ΢τϓοτʯͱʮΞ΢τΧϜʯͷ
    ྆ํͰϞχλϦϯά͢Δ
    Πϯϓοτ
    ౤ࢿ
    
    Ξ΢τϓοτ
    ߦಈࢦඪ
    
    Ξ΢τΧϜ
    ޮՌࢦඪ
    
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 76
    ྫʣݟकΓୂ݁੒
    ʢਓ਺ɾ༧ࢉʣ
    ύτϩʔϧ८ճ
    ݅਺
    ൜ࡑൃੜ݅਺
    ʢ͕ݮগ͔ͨ͠ʣ
    Ͳͷ͘Β͍ਓɾϞ
    ϊɾΧωΛ࢖ͬͨ
    ͔
    ࣄۀ͕ద੾ʹ࣮ࢪ
    Ͱ͖͍ͯΔ͔Λଌ
    Δ
    ࣄۀΛ࣮ࢪͨ݁͠
    ՌɺޮՌ͕ڍ͕ͬ
    ͔ͨΛଌΔ
    

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77. ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ
    ΞϯέʔτͰฉ͘
    ͱ͍͏ํ๏͕Α͘औΒΕΔ
    ࢦඪͷ1ͭʹ͢Δͷ͸OK
    Ξϯέʔτ݁ՌͷΈͰଌΔͱ
    ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 77
    ॅΈ΍͢͞
    ·ͪͷ
    ʹ͗Θ͍
    ࢠҭͯͷ
    ͠΍͢͞ உঁฏ౳
    ࿝ޙͷ҆৺
    

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78. य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 78
    ϙΠϯτɿ
    ఆੑతޮՌ͸
    ఆྔతޮՌʹ
    ෼ղͯ͠
    ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ
    

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79. य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 79
    ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯάʢ౦༸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΂
    ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ
    ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒɺ࠷ਂੵઇʲ৽ʳʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ
    %
    ෋༟౓
    ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ਓޱ౰ͨΓ๏ਓࢢຽ੫ʢ೥౓ʣ ɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯʲ৽ʳ
    ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ
    ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ
    ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ
    https://toyokeizai.net/articles/-/356816?page=2
    

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80. य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 80
    ࢦඪ͸ఆظతʹݟ௚ͯ͠վળ͢Δ͜ͱ΋ॏཁ
    ྫɿॅΈΑ͞ϥϯΩϯάʢ౦༸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཰ʢʙ೥ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ
    ਓޱ౰ͨΓࡒ੓ࡀग़ֹ ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ਫಓྉۚʢ೥݄ʣɿ౦༸ܦࡁௐ΂
    Ԛਫॲཧਓޱීٴ཰ʢ೥݄ʣɿࠃ౔ަ௨লɺ೶ྛਫ࢈লɺ؀ڥলௐ΂
    ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ
    ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ
    %
    ෋༟౓
    ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ࣄۀॴ౰ͨΓച্ߴʢ೥݄ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ
    ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ
    ࣋ͪՈੈଳൺ཰ʢ೥݄ʣɿ૯຿লʮࠃ੎ௐࠪʯ
    ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ
    

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81. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
    ࢦඪ͕࢖ΘΕ͍ͯΔ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 81
    

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82. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
    ࢦඪ͕࢖ΘΕ͍ͯΔ
    17 goals
    169 taegets
    232 indicators
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 82
    

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83. ࢀߟɿ
    Sustainable
    Development
    Report
    ʹΑΔ
    μογϡϘʔυ
    Cambridge University Press,
    CC BY 4.0
    https://dashboards.sdgindex.org/pr
    ofiles/JPN
    Sayoko Shimoyama, LinkData
    य़೔ҪࢢICTར׆༻ਪਐݚ
    म
    83
    

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84. ϫʔΫγϣοϓܗࣜʹΑΔ
    ࢦඪ࡞੒ͷ࣮ࢪྫ
    ཁૉʹ෼ղ
    σʔλͱ
    ݁ͼ͚ͭΔ
    σʔλΛ
    ूΊΔ
    ࢦඪΛܭ
    ࢉ͢Δ
    ϏδϡΞ
    ϥΠζ
    य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 84
    ߏ੒ཁૉͱͯ͠
    ߟ͑ΒΕΔ΋ͷ
    Λྻڍͯ͠
    πϦʔߏ଄ʹ
    ͳΔΑ͏ʹ
    ੔ཧ͢Δ
    ͦΕͧΕͷߏ੒
    ཁૉΛଌΔͨΊ
    ʹͲͷΑ͏ͳ
    σʔλ͕ඞཁ͔
    ߟ͑Δ
    Ͱݕ౼ͨ͠
    σʔλ͕
    ࣮ࡍʹ͋Δ͔
    ୳ͯ͠ऩू͢Δ
    ऩूͨ͠σʔλ
    Λ༻͍ͯɺ
    ൺֱର৅ผʹ
    ࢦඪΛܭࢉ͢Δ
    ࢉग़ͨ͠ࢦඪ஋
    Λൺֱ͠΍͘͢
    ͢ΔͨΊʹ
    ՄࢹԽ͢Δ
    

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85. ி಺֎Ͱ׆༻͠΍͍͢
    σʔλ࡞Γͱ؅ཧͷ
    ϙΠϯτ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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86. ࢖͍΍͍͢
    σʔλ࡞੒
    ͷίπ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    ݟͨ໨Λ੔͑ΔͨΊͷ
    ༨ܭͳ࡞ۀ͸͠ͳͯ͘0,ʂ
    ػցʹͱͬͯͷಡΈ΍͢͞
    Λ༏ઌ
    ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ
    σʔλΛ࡞ͬͨޙͰରԠ
    

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87. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ
    ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ
    Φʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣ
    ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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88. ػց൑ಡʹదͨ͠σʔλͱ͸ʁ
    nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ
    ࠶ར༻ʢՃ޻ɺฤू౳ʣͰ͖Δ
    σʔλ
    nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ
    ࠶ར༻͢ΔͨΊʹ͸ɺίϯϐϡʔ
    λ͕౰֘σʔλͷ࿦ཧతͳߏ଄Λ
    ࣝผʢ൑ಡʣͰ͖ɺߏ଄தͷ஋
    ʢදͷதʹೖ͍ͬͯΔ਺஋ɺςΩ
    ετ౳ʣ͕ॲཧͰ͖ΔΑ͏ʹͳͬ
    ͍ͯΔඞཁ͕͋Δ
    ग़యɿฏ੒೥݄೔ ೋ࣍ར༻ͷଅਐͷͨΊͷ෎লͷ
    σʔλެ։ʹؔ͢Δجຊతߟ͑ํʢΨΠυϥΠϯʣ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ
    ը૾σʔλ
    &YDFM΍DTWͳͲදܗࣜͷσʔλ
    ྫʣ౷ܭσʔλͷ৔߹
    

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89. ओཁͳදܗࣜσʔλͷछྨ
    &YDFMܗࣜ
    ϑΝΠϧ֦ுࢠɿYMT YMTY
    n.JDSPTPGU͕։ൃ͍ͯ͠Δදܭࢉιϑτ
    .JDSPTPGU&YDFMͰ࠾༻͞Ε͍ͯΔ
    ϑΝΠϧܗࣜ
    n.JDSPTPGU&YDFMͷଞɺ͜ͷܗࣜΛαϙʔτ͠
    ͍ͯΔ͍͔ͭ͘ͷΞϓϦέʔγϣϯͰ։͘͜ͱ
    ͕Ͱ͖Δ
    ྫʣ(PPHMFεϓϨουγʔτɺ/VNCFST౳
    DTWܗࣜ
    ϑΝΠϧ֦ுࢠɿDTW
    nl$PNNB4FQBSBUFE7BMVFTzͷུ
    nΧϯϚ l z۠੾ΓͷςΩετϑΝΠϧ
    nྨࣅͷܗࣜʹλϒ۠੾ΓͷςΩετϑΝΠϧ
    ʢUTWʣ͕͋Δ
    nl$IBSBDUFS4FQBSBUFE7BMVFTzͱͯ͠ɺ
    ༷ʑͳ۠੾ΓจࣈͷςΩετϑΝΠϧΛ૯শ͠
    ͯDTWͱݺ͹ΕΔ͜ͱ΋͋Δ
    nϓϥοτϑΥʔϜඇґଘʢಛఆͷΞϓϦέʔ
    γϣϯΛඞཁͱ͠ͳ͍ʣ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
    

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90. ೥݄೔
    ౷ܭදʹ͓͚Δ
    ػց൑ಡՄೳͳ
    σʔλͷදهํ๏
    ʢΨΠυϥΠϯʣ
    春日井市ICT利活用推進研修 SAYOKO SHIMOYAMA, LINKDATA 90
    ֤෎লʹ͓͍ͯ΋ٸ଎ʹ
    σʔλͷػց൑ಡੑ޲্
    ͷରԠ͕ਐΊΒΕ͍ͯΔ
    

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91. ࢀߟɿ
    දܗࣜσʔλ
    ͷػց൑ಡੑ
    ΛߴΊΔͨΊ
    ͷνΣοΫ
    ߲໨
    ʢશ߲໨ʣ
    ˘ ϑΝΠϧܗࣜ͸&YDFM͔$47ͱͳ͍ͬͯΔ͔
    ˘ ηϧσʔλͱͳ͍ͬͯΔ͔
    ˘ ਺஋σʔλ͸਺஋ଐੑͱ͠ɺจࣈྻΛؚ·ͳ͍͜ͱ
    ˘ ηϧͷ݁߹Λ͍ͯ͠ͳ͍͔
    ˘ εϖʔε΍վߦ౳ͰମࡋΛ੔͍͑ͯͳ͍͔
    ˘ ߲໨໊౳Λলུ͍ͯ͠ͳ͍͔
    ˘ ਺ࣜΛ࢖༻͍ͯ͠Δ৔߹͸ɺ਺஋σʔλʹमਖ਼͍ͯ͠Δ͔
    ˘ ΦϒδΣΫτΛ࢖༻͍ͯ͠ͳ͍͔
    ˘ σʔλͷ୯ҐΛهࡌ͍ͯ͠Δ͔
    ˘ ػछґଘจࣈΛ࢖༻͍ͯ͠ͳ͍͔ɻ
    ˘ F4UBUͷ࣌ؒ࣠ίʔυͷදهɺ੢ྐྵදهຢ͸࿨ྐྵʹ੢ྐྵͷซه͕͞Ε͍ͯΔ͔
    ˘ ஍Ҭίʔυຢ͸஍Ҭ໊শ͕දه͞Ε͍ͯΔ͔
    ˘ ਺஋σʔλͷಉҰྻ಺ʹಛघه߸ ൿಗ౳
    ؚ͕·ΕΔ৔߹
    ˘ σʔλ͕෼அ͞Ε͍ͯͳ͍͔
    ˘ γʔτʹෳ਺ͷද͕ܝࡌ͞Ε͍ͯͳ͍͔
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    
    ग़యɿ
    ౷ܭදʹ͓͚Δػց൑ಡՄೳͳ
    σʔλ࡞੒ʹؔ͢Δදهํ๏
    ʢ೥݄೔ɺ૯຿লʣ
    IUUQTXXXTPVNVHPKQN
    BJO@DPOUFOUQEG
    

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92. ηϧσʔλͱ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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93. ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    nηϧ݁߹͞Ε͍ͯ
    Δͱɺฒ΂ସ͕͑Ͱ
    ͖ͳ͍ʢΤϥʔͱͳ
    ΔʣɺάϥϑԽ͕Ͱ
    ͖ͳ͍ɺൣғબ୒͠
    ʹ͍͘ɺίϐʔϖʔ
    ετͰ͖ͳ͍౳ͷ໰
    ୊͕ൃੜ͢Δ
    nߦ΍ྻ͚ͩऔΓ
    ग़ͯ͠΋ɺͪΌΜͱ
    ҙຯ͕௨͡Δܗʹ͢
    Δ͜ͱ͕ϙΠϯτ
    

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94. ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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95. ΦϒδΣΫτΛ࢖༻ͤͣɺ֤ηϧʹ஋ΛೖΕΔ
    ΦϒδΣΫτ͸ػց൑ผʹద͞ͳ͍ͨΊɺηϧʹ஋ΛೖΕΔඞཁ͕͋Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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96. ೥͸࿨ྐྵͰ͸ͳ͘੢ྐྵදهͱ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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97. λΠτϧɺ஫ऍ౳ΛؚΊͳ͍
    λΠτϧ΍஫ऍ͸σʔλຊମʹؚΊͣɺϝλσʔλͱͯ͠ผ్؅ཧ͢Δ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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98. ϝλσʔλͷ੔උ͸σʔλ؅ཧͷجຊ
    nϝλσʔλͱ͸ɺσʔλͷλΠτϧɺઆ໌ɺ࡞੒೔ɺ࡞੒ऀ౳ɺσʔλશମʹؔΘΔ
    ৘ใΛॴఆͷܗࣜͰ·ͱΊͨ΋ͷ
    nʮσʔλʹؔ͢ΔσʔλʯΛҙຯ͢Δ
    nΠϝʔδͱͯ͠͸ʮσʔλͷ؅ཧ୆ாʯ
    ྫʣը૾σʔλͷ৔߹
    98
    ը૾ϑΝΠϧຊମ
    ˠσʔλ
    ֤ը૾ϑΝΠϧͷ؅ཧ৘ใ
    ˠϝλσʔλ
    λΠτϧ આ໌ ॴ؅՝ ࡱӨ೔ ϑΝΠϧͷ
    ৔ॴ
    ʜ
    Ϊϑτηοτ
    "
    ;Δ͞ͱೲ੫ͷΧ
    λϩά༻ࣸਅ
    ޿ใ՝ ʜʜʜ
    ࢢ௕Πϯλ
    Ϗϡʔ
    ΠϯλϏϡʔ࣌ͷ
    ࢢ௕ͷࣸਅ
    ࢢ௕ࣨ ʜʜʜ
    උ඼# ఆظݕ࣮ࠪࢪ࣌ͷ
    උ඼#ͷঢ়ଶ
    ࢪઃ؅ཧ
    ՝
    ʜʜʜ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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99. ϝλσʔλ͸ʮݕࡧੑʯΛ޲্ͤ͞Δ
    nϝλσʔλ͕੔ཧ͞Ε͍ͯΕ͹ඞཁͳσʔλ͕୳͠΍͘͢ͳΔ
    nி಺ͷσʔλ؅ཧͷޮ཰Խ΍ɺΦʔϓϯσʔλͱͯ͠ެ։͢Δσʔλͷར༻ଅਐʹ΋
    ͭͳ͕Δ
    99
    σʔλ͕͋ͬͯ΋ɺൃݟͰ͖ͳ͚Ε͹ҙຯ͕ͳ͍ ϝλσʔλ͕੔ཧ͞Ε͍ͯΕ͹ݕࡧੑ͕޲্
    λΠτϧ ϑΝΠϧܗ
    ࣜ
    Χςΰ
    Ϧ
    ৔ॴ ʜ
    ࡏݿ਺ʜ YMTMY ൢଅ ʜʜ
    ܖ໿ॻʜ EPDY ๏຿ ʜʜ
    ܾࢉʜ QQUY ൢଅ ʜʜ
    Ϊϑτηο
    τ"
    QOH ޿ใ ʜʜ
    ڈ೥ͷ
    ࡏݿ਺
    σʔλ
    य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
    

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100. ͓͢͢Ίͷจݙɾࢿྉ
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
     

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101. ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ΁
     ࣾձڭҭௐࠪϋϯυϒοΫ
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
     nʮࣾձڭҭௐࠪʯͱ୊͞Ε͍ͯΔ͕ɺ
     ࣮ࡍ͸Ξϯέʔτௐࠪશൠʹ࢖͑Δߟ͑ํ΍
     UJQT͕ղઆ͞Ε͍ͯΔ
     nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ͸
     ΞϯέʔτΛઃܭ͢Δํඞݟʂ
     n1%'Ͱμ΢ϯϩʔυՄೳ
     IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN
     

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102. σʔλ׆༻ܕ૊৫Λ࡞ΔͨΊͷώϯτΛಘ͍ͨํ΁
     ϫʔΫϚϯࣜʮ͠ͳ͍ܦӦʯ
     IUUQTXXXBNB[PODPKQHQQSPEVDUSFGQQY@ZP@EU@C@BTJO@UJUMF@P@T
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
     

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103. ਓʹʮ఻͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ΁
     άϥϑΛͭ͘ΔલʹಡΉຊ
     IUUQTXXXBNB[PODPKQEQSFGDN@TX@S@UX@EQ@6@Y@+H;O%C1/1"9/
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
     

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104. ͞ΒʹʮΘ͔Γ΍͘͢఻͑ΔʯͨΊͷϊ΢ϋ΢Λֶͼ͍ͨํ΁
     σʔλࢹ֮ԽͷσβΠϯ
     IUUQTXXXBNB[PODPKQEQSFGDN@TX@FN@S@NU@EQ@NY('C13&1
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP4IJNPZBNB -JOL%BUB
     

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105. Ұൠࣾஂ๏ਓϦϯΫσʔλ
     ୅දཧࣄ Լࢁ ࣿ୅ࢠ
     Email: support@linkdata.org
     ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
     σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
     ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
     य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,04)*.0:"." -*/,%"5"
     

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