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

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

   ϦϯΫσʔλ ୅දཧࣄ Լࢁ ࣿ୅ࢠ

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

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

4. ໨࣍ 1. ͳͥɺσʔλΛ࢖͏ඞཁ͕͋Δͷ͔ 2. ެڞσʔλͷڞ༗͕΋ͨΒࣾ͢ձతΠϯύΫτ 3. ݱঢ়Λ೺Ѳ͠ɺվળαΠΫϧΛճͨ͢Ίͷσʔλ׆༻ 4. ி಺֎Ͱ׆༻͠΍͍͢σʔλ࡞Γͱ؅ཧͷϙΠϯτ 5.

   ͓͢͢Ίͷจݙ य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 4

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

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

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"WJBUJPO
   4BGFUZ
   /FUXPSL ໿ ສ݅ʹճ ى͜Δ֬཰ ໿ ສ݅ʹճ ى͜Δ֬཰ ඈߦػͷ ໿ ഒ

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΍͍͢

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຋༁

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

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

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

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

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

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

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

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$PEF
    GPS
    +BQBO
    σʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ

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

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

    19

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/

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/

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

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

24. αϯϑϥϯγείࢢ º :FMQ
    ͔Βݟ͑Δ σʔλ͕΋ͨΒࣾ͢ձมֵ nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ Λσʔλͱͯ͠ެ։͍ͯ͠Δ n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ l)FBMUI 4DPSFz
    ͱͯ͠఺ຬ఺

    ͷείΞԽ֤ͯ͠ҿ৯ళͷ ϨϏϡʔϖʔδʹදࣔ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε 4":0,0
    4)*.0:"."
    -*/,%"5" 

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

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

    º :FMQ
    ͔Βݟ͑Δ σʔλ͕΋ͨΒࣾ͢ձมֵ

27. αϯϑϥϯγείࢢ º :FMQ
    ͔Βݟ͑Δ 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":0,0
    4)*.0:"."
    -*/,%"5" 

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":0,0
    4)*.0:"."
    -*/,%"5" 

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":0,0
    4)*.0:"."
    -*/,%"5" 

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

     OPEN DATA

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

    
    -*/,%"5" 

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":0,0
    4)*.0:"."
    -*/,%"5" 

33. ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ ˠࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,0
    4)*.0:"."
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    ͢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

34. ೥݄ɿ੓෎σʔλઓུʹ͓͍ͯ ʮ٤ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,0
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    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

35. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ

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

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37. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ 春⽇井市ICT利活⽤推進研修 4":0,0
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38. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸ ҡ࣋Ͱ͖ͳ͘ͳΔ 春⽇井市ICT利活⽤推進研修 4":0,0
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39. ׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,0
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40. ΦʔϓϯσʔλʹΑͬͯɺ ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,0
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41. ౦ژ౎৽ܕίϩφ ΢Πϧεײછ঱ ରࡦαΠτ • ౦ژ౎͕Φʔϓϯιʔ εͱͯ͠ެ։ޙɺશ౎ ಓ෎ݝʹల։ • σʔλΛΘ͔Γ΍͘͢ ՄࢹԽͯ͠ݟͤΔσβ

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42. ্݄०ɺ$07*%ରࡦαΠτΛ ։ൃ͠Φʔϓϯιʔε Խ ౦ژ౎ $PEF
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43. ࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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    ˍւ֎

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

45. ΦʔϓϯσʔλԽະରԠͷݝͰ͸ ຖ೔ͷσʔλߋ৽ʹ՝୊ ౦ژ౎ެࣜ $07*% ରࡦαΠτ $PEF
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46. 2020೥11݄8೔࣌఺ɺ ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒ य़೔ҪࢢICTར׆༻ਪਐݚम 4BZPLP
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47. Φʔϓϯσʔλͷ༗ແʹΑͬͯ ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡ ʢ೥݄೔࣌఺ʣ य़೔ҪࢢICTར׆༻ਪਐݚम 4BZPLP
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48. ߋ৽ఀࢭঢ়ଶͷ··ͷαΠτ΍ɺ ด࠯͢ΔαΠτ΋ 48 य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData

49. ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͷ࣮ݱͷͨΊ ʹɺࠃ΍࣏ࣗମͷอ༗͢Δσʔλͷެ։͸ٸ຿ य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData 49 ߦ੓ ॅຽ

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50. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ

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

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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 4BZPLP
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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 4BZPLP
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56. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ

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57. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4":0,0
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58. य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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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 4BZPLP
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60. 
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61. ϙΠϯτɿ %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ 8JTEPN ʢ஌ܙʣ ,OPXMFEHF ʢ஌ࣝʣ *OGPSNBUJPO ʢ৘ใʣ %BUB ʢσʔλʣ

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

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

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

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

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

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

    67

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

     Sayoko Shimoyama, LinkData 68

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

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

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࿥ऀ਺

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 ࣍ճ͔Βఆһ ʙ͘Β͍ ଟΊʹਃࠐΛड͚෇͚ͯ΋ େৎ෉ͦ͏

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

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

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

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

77. ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ ΞϯέʔτͰฉ͘ ͱ͍͏ํ๏͕Α͘औΒΕΔ ࢦඪͷ1ͭʹ͢Δͷ͸OK Ξϯέʔτ݁ՌͷΈͰଌΔͱ ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ य़೔ҪࢢICTར׆༻ਪਐݚम Sayoko Shimoyama, LinkData

    77 ॅΈ΍͢͞ ·ͪͷ ʹ͗Θ͍ ࢠҭͯͷ ͠΍͢͞ உঁฏ౳ ࿝ޙͷ҆৺

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

    ྫɿॅΈΑ͞ϥϯΩϯά ʢ౦༸ܦࡁʣ

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

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

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

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

    Shimoyama, LinkData 82

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

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

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

86. ࢖͍΍͍͢ σʔλ࡞੒ ͷίπ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
    4IJNPZBNB
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    Λ༏ઌ ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ σʔλΛ࡞ͬͨޙͰରԠ

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":0,0
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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*$5ར׆༻ਪਐݚम 4":0,0
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89. ओཁͳදܗࣜσʔλͷछྨ &YDFMܗࣜ ϑΝΠϧ֦ுࢠɿYMT
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    ྫʣ(PPHMFεϓϨουγʔτɺ/VNCFST౳ DTWܗࣜ ϑΝΠϧ֦ுࢠɿDTW nl$PNNB4FQBSBUFE
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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

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 4BZPLP
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92. 
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93. 
    ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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    ʹ͍͘ɺίϐʔϖʔ ετͰ͖ͳ͍౳ͷ໰ ୊͕ൃੜ͢Δ nߦ΍ྻ͚ͩऔΓ ग़ͯ͠΋ɺͪΌΜͱ ҙຯ͕௨͡Δܗʹ͢ Δ͜ͱ͕ϙΠϯτ

94. 
    ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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95. 
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96. 
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97. 
    λΠτϧɺ஫ऍ౳ΛؚΊͳ͍ λΠτϧ΍஫ऍ͸σʔλຊମʹؚΊͣɺϝλσʔλ
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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

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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 4BZPLP
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100. 
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101. ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ΁ ࣾձڭҭௐࠪϋϯυϒοΫ य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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     ௐࠪථͷ࡞Γํʯ͸ ΞϯέʔτΛઃܭ͢Δํඞݟʂ n1%'Ͱμ΢ϯϩʔυՄೳ IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN

102. σʔλ׆༻ܕ૊৫Λ࡞ΔͨΊͷώϯτΛಘ͍ͨํ΁ ϫʔΫϚϯࣜʮ͠ͳ͍ܦӦʯ IUUQTXXXBNB[PODPKQHQQSPEVDUSFGQQY@ZP@EU@C@BTJO@UJUMF@P@T य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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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 4BZPLP
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104. ͞ΒʹʮΘ͔Γ΍͘͢఻͑ΔʯͨΊͷϊ΢ϋ΢Λֶͼ͍ͨํ΁ σʔλࢹ֮ԽͷσβΠϯ IUUQTXXXBNB[PODPKQEQSFGDN@TX@FN@S@NU@EQ@NY('C13&1 य़೔Ҫࢢ*$5ར׆༻ਪਐݚम 4BZPLP
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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

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