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σʔλΛ࢖ͬͨ ݱঢ়೺Ѳͱ ೝࣝڞ༗͔Β ͸͡ΊΔࣾձมֵ 講師：下⼭ 紗代⼦ Ұࣾ ϦϯΫσʔλ ୅දཧࣄ ΠϯϑΥɾϥ΢ϯδ ג औక໾ σδλϧி Φʔϓϯσʔλ఻ಓࢣ ଞ .PO σʔλʹجͮ͘ ަ௨·ͪͮ͘ΓͷਐΊํ ʙཧ૝ͷ਺஋Խͱ߹ҙܗ੒ʙ

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

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2024/1/22 Sayoko Shimoyama, LinkData 3 X ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔ D σδλϧͷྗ΋࢖͏ ͦΕҎ֎ͷ৭ʑͳྗ΋࢖͏

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2024/1/22 Sayoko Shimoyama, LinkData 4 X ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔ D σδλϧͷྗ΋࢖͏ σʔλͷྗ΋࢖͏ Data

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̍ਓ̍ਓ͕ଚॏ͞ΕΔࣾձ΁ͷ τϥϯεϑΥʔϝʔγϣϯ ैདྷɿਓ͕࢓૊Έʹ߹ΘͤΔ ͜Ε͔Βɿਓʹ࢓૊Έ͕߹ΘͤΔ ࢧԉΛඞཁͱ͢Δਓ͕ਃ੥Λ͢Ε͹ ॿ੒͕ۚ΋Β͑Δ ࢧԉΛඞཁͱ͢ΔਓΛσʔλͰಛఆ ͯ͠ॿ੒ۚΛৼΓࠐΉ ެڞަ௨ͷӡߦʹ߹Θͤͯߦಈ͢Δ ެڞަ௨ͷӡߦΛσʔλͰ࠷దԽͯ͠ ਓͷߦಈύλʔϯʹ߹ΘͤΔ τοϓμ΢ϯͰઆಘͯ͠෺ࣄΛܾΊΔ ΈΜͳͰσʔλΛݟͯೲಘܾͯ͠ΊΔ 5 2024-01-09 Sayoko Shimoyama, LinkData

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೔ຊ͸σʔλར ׆༻Ͱੈքڝ૪ ྗϥϯΩϯά ࠷ԼҐ 2023೥6݄ʹIMD (International Institute for Management Development) ͔Βൃද͞Εͨ ʮੈքڝ૪ྗϥϯΩϯάʯʹΑ ΔͱɺʮUse of big data and analyticsʢϏοάσʔλͷ׆༻ ͱ෼ੳʣʯͷධՁ߲໨Ͱ೔ຊ͸ ੈք64ϱࠃத64Ґ https://public.tableau.com/views/I MD_16925180135680/IMD?:lang uage=ja- JP&publish=yes&:display_count =n&:origin=viz_share_link Sayoko Shimoyama, LinkData 2024-01-09 6

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7 Sayoko Shimoyama, データ寺⼦屋

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OECD OURdata Index nOpen, Useful, Re-usableʢΦʔϓϯɺ༗༻ɺར༻ՄೳʣͳΦʔϓϯ Ψόϝϯτσʔλͱ͍͏؍఺ͰɺOECDՃໍࠃ͓Αͼύʔτφʔࠃͷ ੓෎ͷσδλϧΨόϝϯτ੓ࡦΛධՁ͢ΔͨΊͷࢦඪɻ nOECD Working Party for Senior Digital Government Officials (E- Leaders ;σδλϧ੓෎ߴ׭࡞ۀ෦ձ) ͷओಋͷ΋ͱʹ։ൃ͞Εͨɻ n੓ࡦཱҊऀ͕֤ࠃͷΦʔϓϯΨόϝϯτɾσʔλ੓ࡦͷઃܭͱ࣮ࢪ ΛϞχλϦϯάͰ͖ΔΑ͏ʹ͢ΔͨΊͷखஈͱͯ͠ఏڙ͞Ε͍ͯΔɻ n2022೥ʹOECDՃໍࠃ36Χࠃͱύʔτφʔࠃ4Χࠃ͔Βऩू͞Εͨ 670Ҏ্ͷσʔλʹج͍ͮͯධՁɻ nධՁํ๏ɿOECDࣄ຿ہʹΑΔ෼ੳͱͱ΋ʹɺOECDՃໍࠃ͓Αͼ ύʔτφʔͷެతػؔͷ৬һʹΑΔݸผௐࠪɻ 8 Sayoko Shimoyama, σʔλࣉࢠ԰

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Sayoko Shimoyama, σʔλࣉࢠ԰ 063EBUB *OEFYͷධՁ࣠ɿ σʔλͷՄ༻ੑɺΞΫηγϏϦςΟɺར༻ͷαϙʔτ 9

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લճௐࠪͷ݁Ռɿ 2019೥ ૯߹είΞ ग़యɿ Open, Useful and Re-usable data (OURdata) Index: 2019 - Policy Paper https://www.oecd.org/gov/digital- government/policy-paper-ourdata- index-2019.htm 10 Sayoko Shimoyama, σʔλࣉࢠ԰

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લճௐࠪͷ݁Ռɿ 2017 - 2019೥ ೔ຊͷείΞ Ϩϙʔτຊจɿ n੓෎ͷΦʔϓϯσʔλɾϙʔλϧͰ ͋Δ data.go.jp Ͱར༻Ͱ͖ΔՁ஋ͷ ߴ͍σʔληοτ͸গͳ͍ɻதԝল ிʹ޲͚ͨऔΓ૊Έ͕ෆ଍͍ͯ͠Δ Մೳੑ͕͋Δɻ nσʔλΞΫηγϏϦςΟʹ͓͍ͯ OECDฏۉΛԼճ͍ͬͯΔɻվળ͢ ΔͨΊʹ͸ɺதԝ੓෎ͷϙʔλϧΛ Ϣʔβʔؒͷަྲྀͷڌ఺ͱҐஔ෇͚ɺ ίϥϘϨʔγϣϯɺΠϊϕʔγϣϯɺ ࢢຽͷΤϯήʔδϝϯτΛଅਐ͢Δ ͨΊͷखஈ΁ͷ౤ࢿΛݕ౼͢΂͖Ͱ ͋Δɻ 11 Sayoko Shimoyama, σʔλࣉࢠ԰

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2023݁Ռɿ ૯߹είΞ ग़యɿ 2023 OECD Open, Useful and Re- usable data (OURdata) Index https://www.oecd.org/publications/2 023-oecd-open-useful-and-re- usable-data-ourdata-index- a37f51c3-en.htm 12 ൪໨Χࠃ Sayoko Shimoyama, σʔλࣉࢠ԰

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2023݁Ռɿ pillar 1 Data availability ʢՄ༻ੑʣ 13 ൪໨Χࠃ ग़యɿ 2023 OECD Open, Useful and Re- usable data (OURdata) Index https://www.oecd.org/publications/2 023-oecd-open-useful-and-re- usable-data-ourdata-index- a37f51c3-en.htm Sayoko Shimoyama, σʔλࣉࢠ԰

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2023݁Ռɿ pillar 2 Data accessibility ʢΞΫηγϏϦ ςΟʣ 14 ൪໨Χࠃ ग़యɿ 2023 OECD Open, Useful and Re- usable data (OURdata) Index https://www.oecd.org/publications/2 023-oecd-open-useful-and-re- usable-data-ourdata-index- a37f51c3-en.htm Sayoko Shimoyama, σʔλࣉࢠ԰

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2023݁Ռɿ pillar 3 Government support for data re-use ʢར༻ͷαϙʔτʣ 15 ൪໨Χࠃ ग़యɿ 2023 OECD Open, Useful and Re- usable data (OURdata) Index https://www.oecd.org/publications/2 023-oecd-open-useful-and-re- usable-data-ourdata-index- a37f51c3-en.htm Sayoko Shimoyama, σʔλࣉࢠ԰

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݁ՌΛݟ΍ͨ͘͢͠ μογϡϘʔυ ࣗ࡞͠·ͨ͠ 16 ར༻πʔϧɿTableau https://public.tableau.com/app/profi le/sayoko.shimoyama.linkdata/viz/ OECD_outdataindex_2023/OECD OURdataindex2023 Sayoko Shimoyama, σʔλࣉࢠ԰

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2023 OECD OURdata Index ೔ຊͷ૯ධ n૬ରతʹϥϯΫ͕Լ͕͍ͬͯΔ → ೔ຊͰ΋σʔλઓུͷࡦఆ౳औΓ૊Έ͸ਐΊ͖͍ͯͯΔ ͕ɺଞࠃͷऔΓ૊Έͷεϐʔυʹ௥͍͚͍ͭͯͳ͍ঢ়گͳͷ ͰରԠΛڧԽ͢Δඞཁ͕͋Δ nᶃData availabilityʢՄ༻ੑʣ, ᶅGovernment support for data re-useʢར༻ͷαϙʔτʣ ͸OECDฏۉΛΘ͔ͣʹӽ ͍͑ͯΔ͕ɺᶄData accessibilityʢΞΫηγϏϦςΟʣ͸ OECDฏۉΛେ෯ʹԼճ͍ͬͯΔ • ʮσʔλ΁ͷࣗ༝ͰΦʔϓϯͳΞΫηεʹؔ͢Δํ਑ͷ಺༰ʯ ͷධՁ߲໨͕0఺ →ެతػؔʹରͯ͠ɺར༻ऀ͔ΒσʔλʹΞΫηε͠΍͘͢ ͢ΔͨΊͷऔΓ૊Έʢػց൑ಡੑͷ֬อ΍ϝλσʔλͷ੔උ ౳ʣʹؔ͢Δٛ຿͚͕ͮඞཁ 17 Sayoko Shimoyama, σʔλࣉࢠ԰ উखʹ

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SAYOKO SHIMOYAMA, LINKDATA 2024/1/22 18 ૝૾ͯ͠Έͯ ͍ͩ͘͞

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2024/1/22 SAYOKO SHIMOYAMA, LINKDATA 19 ଎౓ϝʔλʔ΋ΧʔφϏ΋෇͍͍ͯͳ͍ंɺ ӡసͰ͖·͔͢ʁ

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2024/1/22 Sayoko Shimoyama, LinkData 20 ࢲͨͪ͸ɺ஌Βͳ͍ಓΛ ਐΜͰߦ͜͏ͱ͍ͯ͠Δ

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SAYOKO SHIMOYAMA, LINKDATA 2024/1/22 21 ঢ়گΛਖ਼͘͠ ೺Ѳͯ͠൑அ Ͱ͖ͳ͍ਓʹ ӡస͸೚ͤΒ Εͳ͍

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2024/1/22 SAYOKO SHIMOYAMA, LINKDATA 22 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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ແටੑ ਆ࿩͔Β ୤٫ nෳࡶ͔ͭࠔ೉ͳࣾձ՝୊ ʹద࣌త֬ʹରԠͰ͖Δ ߦ੓΁ͷస׵͕ඞཁ ग़యɿσδλϧி .ਪਐҕһձʢୈ ճʣ ྩ࿨೥݄೔ IUUQTXXXEJHJUBMHPKQDPVODJMTBDC FDGBDCGDFEGE 4BZPLP4IJNPZBNB -JOL%BUB

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੓ࡦͷվળ αΠΫϧΛճ͢ ͨΊʹ͸σʔλ ͕ඞਢ n1%$"αΠΫϧΛ଎͘ɺ ଟ͘ճ͢͜ͱͰ੓ࡦΛ վળ͢ΔνϟϯεΛ૿΍ ͢ nσʔλͰϞχλϦϯά͠ ͳ͕Βվળ఺Λૣظʹൃ ݟ͠ɺيಓमਖ਼Ͱ͖ΔΑ ͏ʹ͢Δ 4BZPLP4IJNPZBNB -JOL%BUB ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟΠϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢ΔϫʔΩϯάάϧʔϓ ʢୈ̍ճʣʢ೥݄೔ʣ https://www.kantei.go.jp/jp/singi/gskaigi/agile_seisaku_wg/dai1/gijisidai.html

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔྲྀΕ 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

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔͨΊͷϙΠϯτᶃɿ ໌֬ͳ෼ੳ՝୊ઃఆ 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

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෼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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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔྲྀΕ 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

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔͨΊͷϙΠϯτᶄɿ Ծઆ͸ݪ՝ͷ୲౰ऀ͕ߟ͑Δ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ 4BZPLP4IJNPZBNB -JOL%BUB ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1 Ծઆͷؒҧ͍Λૣظʹൃݟ ੓ࡦͷਫ਼౓Λ্͛Δ ઐ໳෼໺ͷલఏ஌ࣝ΍ ݱ৔ʹ͓͚Δ؍࡯ʹجͮ ͍ͯਫ਼౓ͷߴ͍ԾઆΛ ग़͢͜ͱ͕Ͱ͖Δ ˞Ծઆͷ࣌఺Ͱ͸ ؒҧ͍ͬͯͯ΋ ໰୊φγ

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔͨΊͷϙΠϯτᶅɿ ઐ໳ਓࡐ΁ͷ૬ஊ͸σʔλΛूΊΔલʹ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ 4BZPLP4IJNPZBNB -JOL%BUB ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1 ࣄલʹ૬ஊ͕͋Ε͹Ծઆ Λݕূ͢ΔͨΊʹͲΜͳ σʔλ߲໨͕ඞཁ͔ಛఆ Ͱ͖Δ σʔλΛूΊͨޙͰ ʮ͜ΕͰͳΜͱ͔ͯ͘͠ ͍ͩ͞ʯ͸σʔλ෼ੳऀ ͕Ұ൪ࠔΔύλʔϯ

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔͨΊͷϙΠϯτᶆɿ ۀ຿஌ࣝɾσʔλ෼ੳεΩϧͷਓࡐ࿈ܞ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ Ծઆͷؒҧ͍Λૣظʹൃݟ ੓ࡦͷਫ਼౓Λ্͛Δ 4BZPLP4IJNPZBNB -JOL%BUB ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1 ۀ຿஌ࣝΛ࣋ͬͯ ͍Δਓͱσʔλ෼ ੳεΩϧΛ࣋ͬͨ ਓͷ࿈ܞ͕ॏཁ

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σʔλ෼ੳ݁ՌΛ੓ࡦʹ൓өͤ͞ΔͨΊͷϙΠϯτᶇɿ ࢦඪͱ໨ඪ஋ͷઃఆ͸ࢪࡦ࣮ࢪલʹ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ ৽͍͠՝୊ͷݕ౼ ਺஋໨ඪɺ ޮՌࢦඪ Λ࡞੒͢Δ 4BZPLP4IJNPZBNB -JOL%BUB ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ7FS ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1 ຽؒͷʮച্ʯͷ Α͏ͳ෼͔Γ΍͢ ͍ࢦඪͷͳ͍ߦ੓ ʹ͓͍ͯॏཁ

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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

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

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ࣄྫɿ ॅΈΑ͞ϥϯΩϯά ʢ౦༸ܦࡁʣ 2024-01-09 SAYOKO SHIMOYAMA, LINKDATA 35 ग़యɿ https://toyokeizai.net/articles/-/677972?page=2

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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೥౓ʣ ɿ૯຿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/-/677972?page=5 ˞੨എܠͷࢦඪ͸਺஋͕ খ͍͞΄Ͳྑ͍ͱఆٛ

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ࣄྫɿσʔλΛ༻͍ͨࢢຽࢀՃܕͷ ෱ࢱͷࢦඪ࡞Γʢ(0"-4GPSࠇ෦ʣ ग़యɿࠇ෦ࢢࣾձ෱ࢱڠٞձ খࣲಙ໌ࢯʮ(0"-4GPSࠇ෦ʯ IUUQTHPBMTGPSLVSPCFDPNJOEFYIUNM 4BZPLP4IJNPZBNB -JOL%BUB

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ࣾڠ ࢢຽ༗ࢤͷϓϩδΣΫτϝϯόʔͰ ࢦඪઃܭˠσʔλऩूˠ#*πʔϧͰՄࢹԽ 4BZPLP4IJNPZBNB -JOL%BUB IUUQTHPBMTGPSLVSPCFDPNJOEFYIUNM

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ҭͭγϏοΫ ϓϥΠυɿ 1+ϝϯόʔ͔Β ࢢٞձٞһ͕ ஀ੜʂ n೥ʹࠇ෦ࢢʹҠॅ͠ɺ ࣇͷ฼Ͱ͋Δڮ٧ਅ஌ࢠ͞ Μ nʮࠇ෦ͷ෱ࢱΛྑ͘͢Δϓ ϩδΣΫτϝϯόʔʯͱͯ͠ ͷ׆ಈΛ͖͔͚ͬʹग़അɺ ॳͷબڍͰ౰બ IUUQTXXXGBDFCPPLDP NZPSJTPVUBTVLFBV 4BZPLP4IJNPZBNB -JOL%BUB

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ࠇ෦ࢢɿ Liveable Well-Being City ࢦඪ (LWCࢦඪ) Λ༻͍ͨࢢຽϫʔΫ γϣοϓ։࠵ Sayoko Shimoyama, LinkData 2023-06-08

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σδλϧాԂ ౎ࢢࠃՈߏ૝ͷ ࣮ݱʹ޲͚ͨ ஍Ҭ޾෱౓ ʢWell-Beingʣ ࢦඪ Ұൠࣾஂ๏ਓεϚʔτγςΟɾ ΠϯεςΟςϡʔτ ʮ஍Ҭ޾෱౓(Well-Being) ࢦඪʯ https://www.sci- japan.or.jp/LWCI/index.html Sayoko Shimoyama, LinkData 2024-01-09 41

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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) 42 2024-01-09 SAYOKO SHIMOYAMA, LINKDATA

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2024-01-09 Sayoko Shimoyama, LinkData 43 Ұൠࣾஂ๏ਓεϚʔτγςΟɾΠϯεςΟςϡʔτʮ஍Ҭ޾෱౓(Well-Being) ࢦඪʯ https://www.sci-japan.or.jp/LWCI/index.html

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ࣄྫɿνʔϜѪඤDXࢧԉηϯλʔ Ѫඤݝɾ20ࢢொɾຽؒਓࡐ͕νʔϜͱͳͬͯDXΛਪਐ ग़యɿѪඤݝɾࢢொDXਪਐձٞ ެࣜnote https://ehime-pref.note.jp/n/n9eba91243cfc 2023-10-05 Sayoko Shimoyama, LinkData 44

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Ѫඤݝɾࢢொશ৬һ%9ҙࣝௐࠪΛ ࣮ࢪ w ৬һͷ%9ʹऔΓ૊ ΉҙࣝΛ૊৫಺Ͱൺ ֱ͠ɺఆྔతʹ೺Ѳ ͢Δ͜ͱͰɺࠓޙͷ ࢪࡦʹ൓ө͢Δ ৬һؒͷҙࣝ ͷࠩͷ೺Ѳ w ݝͱࢢொͰಉ࣌ ʹௐࠪΛ࣮ࢪ͢Δ͜ ͱͰɺ࣏ࣗମؒͰͷ ൺֱʹج͍ͮͯ૊৫ ͷಛ௃Λ೺Ѳ͢Δ ૊৫ͱͯ͠ͷ ಛ௃ͷ೺Ѳ w ܦ࣌తͳมԽΛͱΒ ͑Δ͜ͱͰɺ%9ਪ ਐͷࢪࡦͷޮՌΛఆ ྔతʹ೺Ѳ͢Δ ܦ࣌తͳมԽ ͷ೺Ѳ 4":0,04)*.0:"." -*/,%"5"

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Ѫඤݝɾࢢொશ৬һ%9ҙࣝௐࠪɿ ظ଴͞ΕΔΞ΢τΧϜ ૊৫಺Ͱಛʹҭ੒ʹ஫ྗ͠ͳ ͚Ε͹͍͚ͳ͍εΩϧ΍஌ࣝɺ ৬һଐੑΛߜΓࠐΉ͜ͱʹΑ Δɺޮ཰తͳਓࡐҭ੒ ࢢொؒͷൺֱ͔Βɺ૊৫શମ ͱͯ͠ͷ՝୊΍ڧΈΛ೺Ѳ͢ Δ͜ͱʹΑΔɺ࣮ޮੑͷ͋Δ ࢪࡦͷ࣮ݱ ݱঢ়΍มԽΛఆྔతʹࠜڌͱ ͯࣔ͢͜͠ͱʹΑΔɺ%9ʹ ؔ࿈͢Δ༧ࢉ֬อͷ֬౓޲্ ্૚෦ɾٞձɾ֎෦ਓࡐͱͷ ೝࣝ߹Θͤͷԁ׈Խ 4":0,04)*.0:"." -*/,%"5" w৬һͷ%9ʹऔΓ૊Ήҙࣝ Λఆྔతʹ೺Ѳ͢Δ͜ͱͰɺ ՝୊ͷߜΓࠐΈ΍ڧΈͷ೺ ѲΛ্ͨ͠Ͱࠓޙͷࢪࡦʹ ൓өͰ͖ΔΑ͏ʹ͢Δ ৬һؒͷҙࣝ ͷࠩͷ೺Ѳ wݝͱࢢொͷ࿈ܞମ੍Λ ׆͔͠ɺಉ͡λΠϛϯάͰ શҬͰௐࠪΛ࣮ࢪ͢Δ͜ͱ Ͱɺ૊৫಺͚ͩͰͳ࣏ࣗ͘ ମؒͰͷൺֱ͕Ͱ͖ΔΑ͏ ʹ͢Δ ૊৫ͱͯ͠ͷ ಛ௃ͷ೺Ѳ wܦ࣌తͳมԽΛͱΒ͑Δ͜ ͱͰɺ%9ਪਐͷࢪࡦΛ࣮ ࢪͨ݁͠Ռɺ࣮ࡍʹޮՌ͕ ڍ͕͍ͬͯΔ͔Λఆྔతʹ ೺ѲͰ͖ΔΑ͏ʹ͢Δ ܦ࣌తͳมԽ ͷ೺Ѳ

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ௐ࣮ࠪࢪମ੍ 4":0,04)*.0:"." -*/,%"5" Ѫඤݝɾࢢொ%9ਪਐձٞ ઐ໳׭ʢσʔλར׆༻ ୲౰ʣ νʔϜѪඤ%9ਪਐࢧԉ ηϯλʔ ઐ໳׭ʢ෼໺ʣ ݚमܭըݕ౼ձ ʢࢢொ༗ࢤ৬һʣ ࣮ࢪओମ ઃܭɾ෼ੳ ࿈བྷɾௐ੔ʢશମʣ ϨϏϡʔɾॿݴ ࢢொ ߏ੒һɾ8(୲౰ ࿈བྷɾௐ੔ʢࢢொ಺ʣ

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ௐࠪํ๏ ճ౴ऩूํ๏ w 8FCϑΥʔϜʢ-P(PϑΥʔϜʣ ௐࠪର৅ऀ w Ѫඤݝɾࢢொʹॴଐ͢Δਖ਼نޏ༻৬һʢ࠶೚༻ɾ೚ظ෇͖৬һΛؚΉʣ ˞ਖ਼৬һʹݶఆ͢Δཧ༝ɿௐࠪʹ͓͍ͯ฼ूஂαΠζΛਖ਼֬ʹ೺Ѳͯ͠ɺճ౴཰΍ඪຊޡࠩΛࢉग़Ͱ͖ΔΑ͏ʹ͢ΔͨΊ ճ౴ظؒ w ೥݄೔ʢ݄ʣʙ݄೔ʢ໦ʣ 4":0,04)*.0:"." -*/,%"5"

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ௐࠪථઃܭͷํ਑ n%9ʹର͢ΔҙࣝΛ౷Ұͨ͠ج४ͰଌΔͨΊʹɺܦࡁ࢈ۀলɾ*1"͔Βެද͞Εͨ σδλϧεΩϧඪ४ WFSͷʮ%9Ϧςϥγʔඪ४ʯΛجʹઃ໰Λઃܭ nʮ%9Ϧςϥγʔඪ४ʯʜશͯͷϏδωεύʔιϯ˞͕਎ʹ͚ͭΔ΂͖ೳྗɾεΩϧΛ ఆٛ ˞ઃ໰ͷઃܭʹࡍͯ͠͸ϏδωεύʔιϯΛߦ੓৬һʹஔ͖׵͑ΔղऍΛೖΕ͍ͯΔ 4":0,04)*.0:"." -*/,%"5" ग़యɿ σδλϧεΩϧඪ४WFSIUUQTXXXJQBHPKQKJO[BJTLJMMTUBOEBSEETTJOEFYIUNM

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%9Ϧςϥγʔ ඪ४ͷߏ଄ 4":0,04)*.0:"." -*/,%"5" ϚΠϯυɾελϯε ࣾձมԽͷதͰ৽ͨͳՁ஋ΛੜΈग़͢ ͨΊʹඞཁͳϚΠϯυɾελϯεΛ஌ Γɺࣗ਎ͷߦಈΛৼΓฦΔ͜ͱ͕Ͱ͖ Δ มԽ΁ͷదԠ ίϥϘϨʔγϣϯ ސ٬ɾϢʔβʔ΁ͷڞײ ৗࣝʹͱΒΘΕͳ͍ൃ૝ ൓෮తͳΞϓϩʔν ॊೈͳҙࢥܾఆ ࣄ࣮ʹجͮ͘൑அ 8IZ ʢ%9ͷഎܠʣ ਓʑ͕ॏࢹ͢ΔՁ஋΍ࣾձɾܦࡁͷ؀ ڥ͕ͲͷΑ͏ʹมԽ͍ͯ͠Δ͔஌ͬͯ ͓Γɺ%9ͷॏཁੑΛཧղ͍ͯ͠Δ ࣾձͷมԽ ސ٬Ձ஋ͷมԽ ڝ૪؀ڥͷมԽ 8IBU ʢ%9Ͱ׆༻͞ΕΔ σʔλɾٕज़ʣ %9ਪਐͷखஈͱͯ͠ͷσʔλ΍σδλ ϧٕज़ʹؔ͢Δ࠷৽ͷ৘ใΛ஌ͬͨ͏ ͑Ͱɺͦͷൃలͷഎܠ΁ͷ஌ࣝΛਂΊ Δ͜ͱ͕Ͱ͖Δ ࣾձʹ͓͚Δσʔλ σʔλΛಡΉɾઆ໌͢Δ σʔλΛѻ͏ σʔλʹΑͬͯ൑அ͢Δ "* Ϋϥ΢υ ϋʔυ΢ΣΞɾιϑτ΢ΣΞ ωοτϫʔΫ )PX ʢσʔλɾٕज़ͷར ׆༻ʣ σʔλɾσδλϧٕज़ͷ׆༻ࣄྫΛཧ ղ͠ɺͦͷ࣮ݱͷͨΊͷجຊతͳπʔ ϧͷར༻ํ๏Λ਎ʹ͚ͭͨ͏͑Ͱɺཹ ҙ఺ͳͲΛ౿·࣮͑ͯࡍʹۀ຿Ͱར༻ Ͱ͖Δ σʔλɾσδλϧٕज़ͷ׆༻ࣄྫ πʔϧར༻ ηΩϡϦςΟ Ϟϥϧ ίϯϓϥΠΞϯε

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݁Ռͷྫɿ ʮ%9ʯͱ͸Կ ͔ࣗ෼ͷݴ༿Ͱ આ໌Ͱ͖Δਓ 4":0,04)*.0:"." -*/,%"5"

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࿨ՎࢁݝɾࢢொଜDX૯ׅΞυόΠβʔɾDXઐ໳ΞυόΠβʔɿ ίʔσΟωʔτͰ͖Δϝϯόʔ͕ݝɾৼڵہͱڠಇ͠ࢢொଜΛࢧԉ Sayoko Shimoyama, LinkData 52 菅原 直敏 下⼭ 紗代⼦ 元⼭ ⽂菜 DX専門アドバイザー (BPR担当) DX総括アドバイザー DX専門アドバイザー (情報システム担当) ⽯塚 清⾹ ⼾塚 芳之 井上 英幸 補助スタッフ 森 亮⼆ 河村 治奈 合同会社CoCo Socialwork 代表社員 (⼀社)リンクデータ 代表理事 株式会社リビカル 代表取締役 （⼀社）九州テレコム 振興センター 主席研究員 Code for Japan Govtech 推進コンサルタント グローバルデザイン株式 会社 業務マネージャー 業務補佐スタッフ 紀 北 紀 南 2024/1/22

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ݱঢ়೺Ѳɿ 30ࢢொଜͷ DXਪਐঢ়گͷ Ξηεϝϯτ Sayoko Shimoyama, LinkData 53 2024/1/22

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ʮ΍ΊΔ͜ͱʯ ͔Βߟ͑Δ DX ϫʔΫγϣοϓ Sayoko Shimoyama, LinkData 54 2024/1/22

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&$34ʢΠΫϧεʣ ۀ຿վળΛਐΊΔ্Ͱͷɺॱ൪ͱࢹ఺Λࣔͨ͠ϑϨʔϜϫʔΫ E C R S &MJNJOBUF ഇࢭ ۀ຿ࣗମΛ ແͤ͘ͳ͍͔ʁ $PNCJOF ݁߹ ࡞ۀΛ·ͱΊ ΒΕͳ͍͔ʁ 3FBSSBOHF ೖସɾ୅ସ खॱ΍୲౰Λม͑ ΒΕͳ͍͔ʁ 4JNQMJGZ ୯७Խ ΋ͬͱ؆୯ʹ Ͱ͖ͳ͍͔ʁ 55 ICT ソリューションは主に こちらに含まれる

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DX୲౰ͷωοτϫʔΩϯάɿ߹ಉݚमͷ։࠵ ʢلೆɾل๺ͰΤϦΞΛ෼͚ͯ։࠵ʣ Sayoko Shimoyama, LinkData 56 2024/1/22

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ؔ܎ੑͷߏஙɿ 30ࢢொଜͷ DX୲౰ऀ͞Μͱ ΦϯϥΠϯ໘ஊ Sayoko Shimoyama, LinkData 57 2024/1/22

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ΑΓਂ͍ؔ܎ੑͷߏஙɿ30ࢢொଜΛશͯ๚໰ Sayoko Shimoyama, LinkData 58 2024/1/22

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ຊԻΛݴ͑Δؔ܎ੑͮ͘Γɿ🍻 Sayoko Shimoyama, LinkData 59 2024/1/22

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૊৫Λ௒͑ͯDXΛਐΊΔͨΊʹ ඞཁͳͷ͸ ίʔσΟωʔτ ਓࡐνʔϜ τοϓͷίϛοτ ϝϯτΛҾ͖ग़͢ ࢓ֻ͚ ఆྔσʔλΛ ༻͍ͨݱঢ়೺Ѳ χʔζʹجͮ͘ ఏҊ ʢԡ͠ചΓ͸/(ʣ ஸೡͳ ৴པؔ܎ͷߏங Sayoko Shimoyama, LinkData 60

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4BZPLP4IJNPZBNB -JOL%BUB X D σδλϧͷྗ ͦΕҎ֎ͷ ৭ʑͳྗ Data Team σʔλͷྗ νʔϜͷྗ みんなで l9z進めて行きましょう！

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Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ Լࢁ ࣿ୅ࢠ Email: [email protected] ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸ ͪ͜Β΁͓د͍ͤͩ͘͞ɻ 4BZPLP4IJNPZBNB -JOL%BUB