データアカデミー研究会 presents 「政府のデータ戦略ってどう進んでいくの？」セミナーにおけるプレゼン資料です。 https://data-strategy-0628.peatix.com/
σʔλ࣭ཧΨΠυϒοΫɾμΠδΣετԼ ࢁ ࣿ ࢠҰൠࣾஂ๏ਓϦϯΫσʔλදཧࣄ$*0ิࠤʢֳ*5ࣨʣ .POσʔλΞΧσϛʔݚڀձQSFTFOUTʮͷσʔλઓུͬͯͲ͏ਐΜͰ͍͘ͷʁʯηϛφʔ
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ܦҢɿ2020ʙCIOิࠤͱͯ͠λεΫϑΥʔε׆ಈʹࢀՃσδλϧɾΨόϝϯτٕज़ݕ౼ձٞnCIOิࠤͰߏ͞ΕΔձٞମn৬һ͚ͩͰղܾ͕ࠔͳٕज़తɺઐతͳ՝ʹ͍ͭͯݕ౼͢ΔͨΊʹઃཱ͞Εͨnݱࡏ8ͭͷλεΫϑΥʔε͕Քಈத2021/6/28 Sayoko Shimoyama, LinkData 2ϝϯόʔͱͯ͠ࢀՃ
202010݄ʙσʔλઓུλεΫϑΥʔεʹߏһͱͯ͠ࢀՃhttps://www.kantei.go.jp/jp/singi/it2/dgov/data_strategy_tf/dai1/gijisidai.htmlSayoko Shimoyama, LinkData 2021/6/28 3
σʔλઓུσδλϧɾΨόϝϯτΛ࣮ݱ͢ΔͨΊͷॏཁઓུͱͯ͠Ґஔ͚ΒΕ͍ͯΔࢿྉ̍ʵ̍ɿσδλϧࣾձ࣮ݱʹ͚ͨIT૯߹ઓུຊ෦ͷਪਐମ੍ग़యɿ202010݄29σδλϧվֵؔ࿈๏ҊϫʔΩϯάάϧʔϓ࡞ۀ෦ձʢୈ̍ճʣhttps://www.kantei.go.jp/jp/singi/it2/dgov/houan_wg/sagyobukai/dai1/gijisidai.html2021/6/28 Sayoko Shimoyama, LinkData 4
σδλϧ࣌ͷجૅɿϕʔεɾϨδετϦ2021/6/28 SAYOKO SHIMOYAMA, LINKDATA 5๏ਓ̏ใࣄۀॴΞυϨεʢொࣈɾ൪ʣࢧԉ੍ݸਓࢿ֨๏ਓࢿ֨๏ɾྩɾলྩਤใதԝলிࢪઃ࣏ࣗମࢪઃݸਓ ͦͷଞ๏ެڞࢪઃਤݸਓ̐ใ๏ਓʲిࢠࠃجຊਤʢࠃཧӃʣʳʲ ϛϥαϙ1MVT੍φϏʢܦ࢈লʣʳʲੜ׆࠶ݐࢧԉ੍%#ʢࡂʣʳʲใʢҹہʣʳʲ&%*/&5ʢۚ༥ிʣʳʲF(PWʢ૯লʣʳ༣ศ൪߸ʲʢຊ༣ศגࣜձࣾʣʳจࣈใʲʢจࣈใٕज़ଅਐڠٞձʣʳܾࢉใΠϕϯτɾށ੶ΦʔϓϯԽඋͷ͋ΓํΛؚΊݕ౼ʲொࣈɿిࢠࠃجຊਤʢࠃཧӃʣʳʲ൪ɿෆಈ࢈ొهʢ๏লʣʳࢯ໊ॅॴੑผੜ݄ݸਓใʹ͍ͭͯɺʮϚΠφϯόʔ੍ٴͼࠃͱํͷσδλϧج൫ൈຊվળϫʔΩϯάάϧʔϓ ʯΛड͚ɺϚΠφϯόʔΛར༻ͨ͠ใ࿈ܞͷ֦େʹ͚ͨݕ౼ΛਐΊΔϚΠφϯόʔ๏ͷԼϚΠφϯόʔΛར༻ͨ͠ใ࿈ܞΦʔϓϯԽݟࠐΈಧग़ೝఆ දজʲH#J[*/'0ʢܦ࢈লʣʳʲձࣾ๏ਓ൪߸ɺ߸ʢ๏ਓ໊ʣɺຊళʢॴࡏʣɺһɺࢿຊۚɿۀɾ๏ਓొهʢ๏লʣʳһࢿຊۚࣄۀॴ%#ͷߏஙͷΈΛݕ౼๏ਓɾʹΔߦαʔϏεʹ͓͚ΔϫϯεΦϯϦʔͷ࣮ݱͷ৽ͨͳՁͷग़˞˞˞۩ମతͳσʔλͷ׆༻ɾඋํ๏ʹ͍ͭͯཁௐ˞طʹH#J[*/'0ͱ࿈ܞࡁΈͰ͋ΓH#J[*/'0ͷ׆༻ݕ౼த˞ϚΠφϯόʔʲ๏ਓ൪߸ɿ๏ਓ൪߸ެදαΠτʢࠃ੫ிʣ ʳ ෆಈ࢈ొهใʲॴࡏɺෆಈ࢈൪߸ɺਤσʔλɿෆಈ࢈ొهʢ๏লʣʳ۠ᶃ۠ᶄʲຌྫʳ˞ެతػؔͰొɾެ։͞Εɺ༷ʑͳ໘Ͱࢀর͞ΕΔਖ਼֬ੑ࠷৽ੑ͕֬อ͞ΕͨࣾձͷجװͱͳΔσʔλϕʔεʢσʔλϕʔε܈ͷ૯শʣ
σʔλ࣭ཧϑϨʔϜϫʔΫʹΑΔϕʔεɾϨδετϦධՁ̏̐ϕʔεɾϨδετϦਪਐͷͨΊͷΈσʔλ࣭ධՁͱެ։ϕʔεɾϨδετϦީิʹͳΔओཁσʔλʹରͯ͠ɺผ్*5૯߹ઓུࣨͰࡦఆ͢Δσʔλ࣭ཧϑϨʔϜϫʔΫʹΑΔධՁΛ࣮ࢪ͠ɺͦͷ݁ՌΛެ։͢Δɻ·ͨɺࠃࡍతʹ૬ޓࢀরՄೳͳΑ͏ʹɺࠃࡍతͳใަΛ࣮ࢪ͢Δɻ·Ͱʹσʔλ࣭ධՁͷࢼߦΛ࣮ࢪ͢Δɻ2021/6/28 Sayoko Shimoyama, LinkData 6ग़యɿσʔλઓུλεΫϑΥʔεʢୈ̐ճʣผࢴ ϕʔεɾϨδετϦɾϩʔυϚοϓʢҊʣ1IUUQTXXXLBOUFJHPKQKQTJOHJJUEHPWEBUB@TUSBUFHZ@UGEBJHJKJTJEBJIUNM
σʔλ࣭ཧϑϨʔϜϫʔΫɿ2020·ͰʹඋσʔλઓུλΠϜϥΠϯͷʮ٤ۓʹऔΉ͜ͱʯʹҐஔ͚ΒΕ͍ͯΔग़యɿσʔλઓུλεΫϑΥʔεୈҰ࣍ͱΓ·ͱΊʢྩ212݄21ʣP.46https://www.kantei.go.jp/jp/singi/it2/egov/2021/6/28 Sayoko Shimoyama, LinkData 7
σʔλ࣭ཧΨΠυϒοΫʢβ൛ʣ20216݄4ެ։2021/6/28 Sayoko Shimoyama, LinkData 8https://cio.go.jp/guides#renkeimodel
࣭ͷσʔλ͕͋ΔͱαʔϏεશମʹ࠷ޙ·ͰӨڹ͕Δ2021/6/28 Sayoko Shimoyama, LinkData 9ਖ਼֬ੑશੑҰ؏ੑ৴ጪੑ࠷৽ੑඪ४ద߹ੑΞΫηγϏϦςΟػີੑޮੑਫ਼ՄೳੑཧղੑՄ༻ੑҠ২ੑճ෮ੑҎԼΛࢀর͠࡞ɿISO/IEC 25024:2015 Systems and software engineering -- SQuaRE-- Measurement of data qualityISO/IEC 25012:2008 Software engineering -- SQuaRE-- Data quality modelσʔλઃܭ σʔλऩूσʔλ౷߹֎෦σʔλऔಘσʔλॲཧެ։ɿ8FCαΠτͦͷଞͷར༻ɿ"1*σʔλੵഇغ8FCαΠτొσʔλ"ొσʔλ#σʔλϕʔεొσʔλ$ίʔυαʔϏεʹ͓͚ΔσʔλͷϥΠϑαΠΫϧΫϨϯδϯάΫϨϯδϯά࣭νΣοΫ
ࣄྫɿళฮMAPΩϟϯϖʔϯʹࢀՃ͍ͯ͠ΔళฮΛਤ্ʹදࣔ͢ΔαʔϏε͕ެ։͞Ε͕ͨ…2021/6/28 Sayoko Shimoyama, LinkData 10εφοΫګࢠεφοΫګࢠεφοΫګࢠεφοΫګࢠεφοΫګࢠಉ͡ళฮ໊͕ෳ࣮ࡍͷҐஔͱͣΕͨॴʹϐϯཱ͕ͬͯ͠·ͬͨΓʢಓ࿏্ͱ͔ʣਤදࣔͷΞϓϦέʔγϣϯͷ6*69Λͨ͠ͱ͜ΖͰαʔϏε্࣭͠ͳ͍
αʔϏεͷཪଆͰى͍ͬͯͨ͜Մೳੑͷ͋Δσʔλͷෳͷσʔλιʔε༝དྷͷళฮใͷʮ໊دͤʯ͕શʹग़དྷ͍ͯͳ͔ͬͨʢ໊دͤɿಉ͡ରΛࣔ͢σʔλ͕ॏෳ͠ͳ͍Α͏ʹॲཧ͢Δ͜ͱʣ2021/6/28 Sayoko Shimoyama, LinkData 11ళฮσʔλࣄۀऀ ౷߹൛ళฮσʔλ໊دͤʹࣦഊͯ͠ॏෳൃੜαʔϏε
ࢀߟɿ໊دͤҙ֎ͱհਖ਼֬ʹ໊دͤ͢ΔʹෳࡶͳϩδοΫΛΉඞཁ͕͋Δ2021/6/28 Sayoko Shimoyama, LinkData 12ళฮ໊͚ͩͰແཧ ళฮ໊ॅॴʁ ళฮ໊ి൪߸ʁεφοΫګࢠදه༳Ε͕͋ͬͨΓ͢ͳͬ͘ګࢠεφοΫ͖ΐ͏͜ಉ໊͡લͷผళฮ͕͋ͬͨΓεφοΫګࢠεφοΫګࢠ౦ژઍా۠բ͕ؔ̏ʵ̏ʵ̍౦ژઍా۠բ͕ؔ౦ژբ͕ؔ̏ʵ̏ʵ̍ઍా۠բ͕ؔ̏ʵ̏ʵ̍ߓ۠բ͕ؔ̏ʵ̏ʵ̍౦ژઍా۠բ͕ؔࡾஸ൪߸౦ژઍా۠բ͕ؔࡾஸ̏ʵ̍౦ژઍా۠բ͕ؔ̏ஸ൪߸౦ژઍా۠բ͕ؔ̏ஸ̏ʵ̍౦ژઍా۠բ͕ؔஸ̏ʵ̍දه͕Կύλʔϯ͋ΔͷͰ·ͣॅॴͷॲཧ͕ඞཁҠసͷؔͰมΘ͍ͬͯͨΓʢσʔλιʔε͝ͱͷऩूͷλΠϛϯάͷҧ͍ʣࢢ֎ہ൪͋Γͳ͠ͷࠞࡏ
σʔλઓུͷਪਐʹΑΔ՝ղܾʢྫɿࣄۀॴϕʔεɾϨδετϦʣ2021/6/28 Sayoko Shimoyama, LinkData 13ళฮ໊͚ͩͰແཧεφοΫګࢠදه༳Ε͕͋ͬͨΓ͢ͳͬ͘ګࢠεφοΫ͖ΐ͏͜ಉ໊͡લͷผళฮ͕͋ͬͨΓεφοΫګࢠεφοΫګࢠϕʔεϨδετϦ֤छσʔλϕʔεʢཧؚۭؒΉʣ࿈ܞج൫ʢ%"5"&9ɺ̶#J[$POOFDUʣɺΧλϩάʢΦʔϓϯσʔλɺϨδετϦɺίʔυɺαʔϏεʣɺࣄྫूσδλϧखଓ๏ɺτϥετ ɺܖΨΠυɺϕʔλ൛ϫϯεΦϯϦʔɺϫϯετοϓɺΦʔϓϯσʔλɺ"*׆༻σʔλඪ४ʢจࣈใج൫ɺߦσʔλ࿈ܞඪ४ɺڞ௨ޠኮج൫ɺਪσʔληοτʣઃܭΨΠυɺ࣭ɺσʔλϚωδϝϯτʢΨόφϯεʣɺϞσϦϯάɺΦʔϓϯσʔλํαʔϏε্HCJ[*OGPɺϛϥαϙQMVT৽Ϗδωεग़ۀɾ৫ʢࣾձ࣮ʣΠϯϑϥઓུɾࡦϧʔϧར׆༻ڥɾ࿈ܞج൫σʔλσʔλઓུͷΞʔΩςΫνϟਓࡐɾηΩỿϦςỹਓࡐσʔλઓུࣄۀॴ*% 999999999999ࣄۀॴ@໊শ εφοΫګࢠࣄۀॴ@ॴࡏ ౦ژࡾୋࢢ৽ʜ๏ਓ൪߸ ๏ਓ@໊শ ̘̞̫̞̘̩̘̝̚ɽ̩̫߹ಉձࣾࣄۀॴ*%ͰಛఆՄೳʹࣄۀॴ๏ਓϕʔεɾϨδετϦ
σʔλઓུͷਪਐʹΑΔ՝ղܾʢྫɿॅॴϕʔεɾϨδετϦʣ2021/6/28 Sayoko Shimoyama, LinkData 14ళฮ໊ॅॴʁ౦ژઍా۠բ͕ؔ̏ʵ̏ʵ̍౦ژઍా۠բ͕ؔ౦ژբ͕ؔ̏ʵ̏ʵ̍ઍా۠բ͕ؔ̏ʵ̏ʵ̍ߓ۠բ͕ؔ̏ʵ̏ʵ̍౦ژઍా۠բ͕ؔࡾஸ൪߸౦ژઍా۠բ͕ؔࡾஸ̏ʵ̍౦ژઍా۠բ͕ؔ̏ஸ൪߸౦ژઍా۠բ͕ؔ̏ஸ̏ʵ̍౦ژઍా۠բ͕ؔஸ̏ʵ̍දه͕Կύλʔϯ͋ΔͷͰ·ͣॅॴͷॲཧ͕ඞཁϕʔεϨδετϦ֤छσʔλϕʔεʢཧؚۭؒΉʣ࿈ܞج൫ʢ%"5"&9ɺ̶#J[$POOFDUʣɺΧλϩάʢΦʔϓϯσʔλɺϨδετϦɺίʔυɺαʔϏεʣɺࣄྫूσδλϧखଓ๏ɺτϥετ ɺܖΨΠυɺϕʔλ൛ϫϯεΦϯϦʔɺϫϯετοϓɺΦʔϓϯσʔλɺ"*׆༻σʔλඪ४ʢจࣈใج൫ɺߦσʔλ࿈ܞඪ४ɺڞ௨ޠኮج൫ɺਪσʔληοτʣઃܭΨΠυɺ࣭ɺσʔλϚωδϝϯτʢΨόφϯεʣɺϞσϦϯάɺΦʔϓϯσʔλํαʔϏε্HCJ[*OGPɺϛϥαϙQMVT৽Ϗδωεग़ۀɾ৫ʢࣾձ࣮ʣΠϯϑϥઓུɾࡦϧʔϧར׆༻ڥɾ࿈ܞج൫σʔλσʔλઓུͷΞʔΩςΫνϟਓࡐɾηΩỿϦςỹਓࡐσʔλઓུॅॴϕʔεɾϨδετϦொࣈ*% શࠃํެڞஂମίʔυಓݝ໊ ౦ژࢢ۠ொଜ໊ ઍా۠⼤字・町名 բ͕ؔஸ໊ ࡾஸ*%Ͱूɾཧ͢Δ͜ͱͰॅॴͷදه༳ΕΛղܾ
σʔλઓུͷਪਐʹΑΔ՝ղܾʢྫɿߦσʔλ࿈ܞඪ४ʣ2021/6/28 Sayoko Shimoyama, LinkData 15ళฮ໊ి൪߸ʁࢢ֎ہ൪͋Γͳ͠ͷࠞࡏ ϕʔεϨδετϦ֤छσʔλϕʔεʢཧؚۭؒΉʣ࿈ܞج൫ʢ%"5"&9ɺ̶#J[$POOFDUʣɺΧλϩάʢΦʔϓϯσʔλɺϨδετϦɺίʔυɺαʔϏεʣɺࣄྫूσδλϧखଓ๏ɺτϥετ ɺܖΨΠυɺϕʔλ൛ϫϯεΦϯϦʔɺϫϯετοϓɺΦʔϓϯσʔλɺ"*׆༻σʔλඪ४ʢจࣈใج൫ɺߦσʔλ࿈ܞඪ४ɺڞ௨ޠኮج൫ɺਪσʔληοτʣઃܭΨΠυɺ࣭ɺσʔλϚωδϝϯτʢΨόφϯεʣɺϞσϦϯάɺΦʔϓϯσʔλํαʔϏε্HCJ[*OGPɺϛϥαϙQMVT৽Ϗδωεग़ۀɾ৫ʢࣾձ࣮ʣΠϯϑϥઓུɾࡦϧʔϧར׆༻ڥɾ࿈ܞج൫σʔλσʔλઓུͷΞʔΩςΫνϟਓࡐɾηΩỿϦςỹਓࡐσʔλઓུߦσʔλ࿈ܞඪ४දهϧʔϧΛ౷Ұ
AIσʔλඋͯ͘͠Εͳ͍nσʔλ࣭͕దʹཧ͞Ε͍ͯͳ͍ͱσδλϧͷڧΈ͕ෆ׆ԽnߏԽ͞Ε͍ͯͳ͍σʔλͦͦίϯϐϡʔλͰಡΊͳ͍nֶशʹ͏σʔλʹޡΓภΓؚ͕·Ε͍ͯͨΒ݁Ռવؒҧ͍ʹͳΔ2021/6/28 Sayoko Shimoyama, LinkData 16ඇߏԽσʔλޡΓͷؚ·ΕΔσʔλޡͬͨ݁Ռ"*ʹΑΔॲཧ(BSCBHF*O (BSCBHF0VU
·ͣݱঢ়Ѳ͔Β͡ΊΑ͏→σʔλ࣭ཧΨΠυϒοΫnࣗͷ৫Ͱӡ༻͍ͯ͠ΔαʔϏεͰΘΕ͍ͯΔ/ެ։͞Ε͍ͯΔσʔλͷࣗݾஅnվળΛ֬ೝ͠ɺஈ֊తʹվળαΠΫϧΛճ͢͜ͱ͕ՄೳʢMaturity Model; ख़ϞσϧʹΑΔධՁʣ2021/6/28 Sayoko Shimoyama, LinkData 17ϕʔεϨδετϦ֤छσʔλϕʔεʢཧؚۭؒΉʣ࿈ܞج൫ʢ%"5"&9ɺ̶#J[$POOFDUʣɺΧλϩάʢΦʔϓϯσʔλɺϨδετϦɺίʔυɺαʔϏεʣɺࣄྫूσδλϧखଓ๏ɺτϥετ ɺܖΨΠυɺϕʔλ൛ϫϯεΦϯϦʔɺϫϯετοϓɺΦʔϓϯσʔλɺ"*׆༻σʔλඪ४ʢจࣈใج൫ɺߦσʔλ࿈ܞඪ४ɺڞ௨ޠኮج൫ɺਪσʔληοτʣઃܭΨΠυɺ࣭ɺσʔλϚωδϝϯτʢΨόφϯεʣɺϞσϦϯάɺΦʔϓϯσʔλํαʔϏε্HCJ[*OGPɺϛϥαϙQMVT৽Ϗδωεग़ۀɾ৫ʢࣾձ࣮ʣΠϯϑϥઓུɾࡦϧʔϧར׆༻ڥɾ࿈ܞج൫σʔλσʔλઓུͷΞʔΩςΫνϟਓࡐɾηΩỿϦςỹਓࡐσʔλઓུnࠃࡍඪ४Λ༻͍ͨ֎ܗධՁ͕Մೳn٬؍తͳج४Λ༻͍ͯվળͷఏҊ͕Ͱ͖Δσʔλॴ༗ऀσʔλར༻ऀ
σʔλ࣭ΛଌΔ̏ͭͷࠃࡍඪ४2021/6/28 Sayoko Shimoyama, LinkData 18ISO/IEC 25012ʢσʔλ࣭ͷධՁʣɿσʔλͦͷͷͷ࣭ISO/IEC 25024ʢαʔϏε࣭ͷධՁʣɿσʔλΛͬͨαʔϏε࣮ݱϓϩηεʹؔ͢Δ࣭ISO/TS 8000-61ʢσʔλཧϓϩηεͷධՁʣɿσʔλͷඋ͔Β׆༻·Ͱͷཧϓϩηεʹؔ͢Δ࣭
ISO/IEC 25012ʢσʔλ࣭ͷධՁʣ1. ਖ਼֬ੑ (Accuracy)2. શੑ(Completeness)3. Ұ؏ੑ(Consistency)4. ৴ጪੑ(Credibility)5. ࠷৽ੑ(Currentness)6. ΞΫηγϏϦςΟ(Accessibility)7. ඪ४ద߹ੑ(Compliance)8. ػີੑ(Confidentiality)9. ޮੑ(Efficiency)10. ਫ਼(Precision)11. Մೳੑ(Traceability)12. ཧղੑ(Understandability)13. Մ༻ੑ(Availability)14. Ҡ২ੑ(Portability)15. ճ෮ੑ(Recoverability)2021/6/28 Sayoko Shimoyama, LinkData 19ར༻ऀͷࢹ͔Β֎ܗతʹධՁ͢Δ͜ͱ͕Մೳ
ISO/IEC 25012ʢσʔλ࣭ͷධՁʣ1. ਖ਼֬ੑ (Accuracy)σʔλͷجຊਖ਼֬Ͱ͋Δ͜ͱɻσʔλͷਖ਼͠͞ΛҎԼͷʹணͯ͠ධՁ͢ΔɻධՁ߲nॻ͕ࣜਖ਼͍͔͠nޡࣈࣈͳͲͳ͍͔nҙຯతͳޡΓ͕ͳ͍͔nσʔλʹޡΓͳ͍͔ͱͳΔྫnʮಉ্ʯʮʏʯͳͲͷهड़͕͋Δnࣈ͕ೖΔ͖ཝʹʮෆ໌ʯͳͲࣈҎ֎ͷจࣈྻ͕هड़͞Ε͍ͯΔnॅॴ͕ೖΔ͖ཝʹి൪߸͕ೖ͍ͬͯΔnϑϦΨφʹΧλΧφͱͻΒ͕ͳ͕ࠞࡏ͍ͯ͠Δ2021/6/28 Sayoko Shimoyama, LinkData 20
ISO/IEC 25024ʢαʔϏε࣭ͷධՁʣnαʔϏεΛఏڙ͢Δϓϩηεͷ࣭ΛσʔλϥΠϑαΠΫϧͷεςοϓ͝ͱʹධՁnEC (European Commission) Ͱݕ౼͞Ε͍ͯΔΠϯλʔΦϖϥϏϦςΟͷͨΊͷ࣭ධՁϞσϧɿiMAPS (Interoperability Maturity Assessment of a Public Service) ࢀߟʹධՁ߲Λઃఆ2021/6/28 Sayoko Shimoyama, LinkData 21ISO/IEC 25024:2015 Systems and software engineering -- Measurement of data qualityより翻訳σʔλઃܭ σʔλऩूσʔλ౷߹֎෦σʔλऔಘσʔλॲཧެ։ͦͷଞͷར༻σʔλੵআ
ISO/IEC 25024ʢαʔϏε࣭ͷධՁʣ3)σʔλ౷߹nෳσʔλͷ౷߹࣌ʹɺσʔλ߲ͷϚονϯάɺਫ਼୯Ґͷ֬ೝɺίʔυͷίϯόʔδϣϯͳͲΛਖ਼֬ʹߦ͏ඞཁ͕͋Δɻσʔλ౷߹࣌ʹ࣭ͷྼԽΛى͜͞ͳ͍Έ͕උͰ͖͍ͯΔ͔ΛධՁ͢ΔɻධՁ߲nॏෳσʔλͷ֬ೝϓϩηε͕͋Δ͔nίʔυมදͳͲ౷߹ʹؔ͢ΔใΛެ։͍ͯ͠Δ͔n౷߹ݩσʔλͷग़ॴΛ໌֬ʹ͍ͯ͠Δ͔ͱͳΔྫn༗ޮࣈͷҧ͏ࣈΛ୯७ʹՃࢉͯ͠͠·͏nίʔυมදΛެ։͍ͯ͠ͳ͍ͷͰɺৄࡉੳ͕Ͱ͖ͳ͍nಉҰ໊ͷผ๏ਓͷσʔλΛ݁߹ͯ͠͠·͏2021/6/28 Sayoko Shimoyama, LinkData 22
ISO/TS 8000-61 (σʔλཧϓϩηεͷධՁ)nσʔλ࣭αʔϏε࣭Λҡ࣋ɺ্͍ͯͨ͘͠Ίʹσʔλཧϓϩηεٴͼӡ༻ମ੍͕ॏཁnISO/TS 8000ͷσʔλΫΦϦςΟͷϓϩηεཧͷن֨Ͱ͋Δ part61 ʹԊͬͯධՁDetailed structure of data qualitymanagement (ISO8000-61) ΑΓ༁2021/6/28 Sayoko Shimoyama, LinkData 23σʔλؔ࿈αϙʔτϦιʔεنఆಋೖσʔλ࣭ܭըཁٻཧ࣭ઓུͷཧ࣭ϙϦγʔඪ४ௐୡཧ࣭ಋೖϓϥϯσʔλ࣭վળຊ࣭՝ͷੳͱιϦϡʔγϣϯ։ൃσʔλΫϨϯδϯάσʔλͷϧʔϧඇ४ڌΛࢭ͢ΔͨΊͷϓϩηεվળσʔλ࣭ཧσʔλ༷࡞ۀͷنఆσʔλॲཧ࣭ͷϞχλϦϯάͱίϯτϩʔϧσʔλ࣭อূσʔλ࣭ͷϨϏϡʔଌఆنఆσʔλ࣭ͱϓϩηεύϑΥʔϚϯεͷଌఆଌఆ݁ՌͷධՁσʔλΞʔΩςΫνϟཧσʔλసૹཧσʔλӡ༻ཧσʔληΩϡϦςΟཧσʔλ࣭ཧ৫ͷཧਓࡐཧ
ISO/TS 8000-61 (σʔλཧϓϩηεͷධՁ)1) σʔλ࣭ܭըnσʔλͷ࣭Λҡ࣋ɾཧ͍ͯͨ͘͠ΊʹɺܭըΛ࣮ͨͯͯߦ͢Δ͜ͱ͕ॏཁͰ͢ɻσʔλ࣭ཧ͕ܭըతʹߦΘΕ͍ͯΔ͔ΛධՁ͠·͢ɻධՁ߲n(Ԡ༻) σʔλ࣭ʹର͢ΔཁٻͷཧΛ͍ͯ͠Δ͔n(Ԡ༻) σʔλ࣭Λҡ࣋ɾ্ͤ͞Δઓུͷཧ͕Ͱ͖͍ͯΔ͔nσʔλ࣭ϙϦγʔʗඪ४ʗௐୡཧͷϧʔϧԽ͕Ͱ͖͍ͯΔ͔nσʔλ࣭ಋೖϓϥϯΛ͍࣋ͬͯΔ͔ͱͳΔྫn࣭ͷཁٻཁ݅ج४͕໌֬ʹͳ͍ͬͯͳ͍ͨΊɺԿ͔ΒखΛ͚ͯྑ͍ͷ͔͔Βͳ͍ɻ2021/6/28 Sayoko Shimoyama, LinkData 24
2021/6/28 Sayoko Shimoyama, LinkData 25ΞυϗοΫϨϕϧw ಠࣗͷํ๏Ͱ࣮ࢪ͞Ε͍ͯΔw جຊػೳ͕࣮͞Ε͍ͯͳ͍w σʔλ࡞ऀʹΑΔվળ͕ͳ͚Εɺσʔλͱͯ͠ར༻͢Δͷ͕ࠔ෦ରԠϨϕϧw جຊͷ͕݅Ұ෦Ͱ࣮͞Ε͍ͯΔw ར༻ऀଆʹͯ͋Δఔͷम෮͕ՄೳͰ͋ΓɺݶఆతͳൣғͰσʔλͱͯ͠ར༻ՄೳجຊϨϕϧw ࣮ݱ͖͢ػೳɾϨϕϧw σʔλͱͯ͠ར༻Մೳͳॆͳ࣭Λຬ͍ͨͯ͠ΔαεςΠφϒϧɾϨϕϧw جຊػೳΛܧଓతʹఏڙ͠ɺϑΟʔυόοΫΛ͔͚͍ͯΔw ܧଓੑͷ͋ΔσʔλɺίϯϐϡʔλγεςϜͱͯ͠౷߹͕Մೳख़Ϟσϧʢ.BUVSJUZ.PEFMʣɿ୯७ʹͰ͖͍ͯΔͰ͖͍ͯͳ͍ͰՃݮ͢ΔํࣜͰͳ͘ɺݱࡏͷࣗͷ৫ͷཱͪҐஔΛ֬ೝ͠ɺ࣍ͷεςοϓΛࢦͤΔΑ͏ʹ͢ΔͨΊͷϞσϧख़ϞσϧํࣜʹΑΔධՁ
σʔλ࣭ධՁπʔϧnΨΠυϥΠϯଐͷධՁπʔϧnExcelϑΝΠϧͰ֤߲ͷ࣭ʹର͢Δ࣮ݱϨϕϧΛ͑ΔͱνϟʔτͰՄࢹԽ͞ΕΔnσʔλؔ࿈αʔϏεͷ՝Λ໌֬ʹ͢ΔͱͱʹɺଞαʔϏεͱൺֱ͢Δ͜ͱͰϕϯνϚʔΫ͕Մೳnʹ1ճ࣮ࢪ͢ΔͳͲͰɺͦͷվળঢ়گΛެ։͢ΔͱͱʹɺվળܭըͳͲΛࡦఆ͍ͯ͘͜͠ͱ͕ॏཁSayoko Shimoyama, LinkData 2021/6/28 26
σʔλ࣭վળͷᶃσʔλඪ४ͷ׆༻nσʔλઃܭ࣌ʹσʔλඪ४Λ׆༻͢Δ͜ͱͰɺ࣭ɾ૬ޓӡ༻ੑͷߴ͍σʔλઃܭ͕Մೳʹnར༻Λਪ͢Δඪ४nσʔλ࿈ܞϞσϧʢCIOϙʔλϧɿඪ४ΨΠυϥΠϯ܈ʣnIMIʢڞ௨ޠኮج൫ʣnͦͷଞɺSchema.orgͷࠃࡍඪ४2021/6/28 Sayoko Shimoyama, LinkData 27https://cio.go.jp/guides#renkeimodel
σʔλ࣭վળͷᶄσʔλೖྗϑΥʔϜͷ׆༻nσʔλೖྗϑΥʔϜΛ͏͜ͱͰɺσʔλऩू࣌ͷޡσʔλͷࠞೖΛ͙͜ͱ͕Ͱ͖ΔnGoogleϑΥʔϜͷΑ͏ͳແྉαʔϏε׆༻Մೳʢͨͩ͠σʔλͷηΩϡϦςΟϨϕϧΛߟྀ͢ΔʣnόϦσʔγϣϯʢෆਖ਼ͷνΣοΫʣΛ࣮/ઃఆ͢Δ͜ͱ͕ॏཁ2021/6/28 Sayoko Shimoyama, LinkData 28
σʔλ࣭վળͷᶅίʔυίϯτϩʔϧυɾϘΩϟϒϥϦͷ׆༻nࣗ༝هड़Ͱͳ͘બࢶೖྗʹ͢Δ͜ͱͰޡσʔλͷࠞೖΛ͙ྫʣಓݝ໊ɺࢢ۠ொଜ໊nར༻͢ΔίʔυίϯτϩʔϧυɾϘΩϟϒϥϦɺඪ४తͳͷΛ࠾༻͢Δ͜ͱͰɺσʔλ࣭ΛΑΓߴΊΒΕΔnISO/JISͷඪ४ɺ૯ল౷ܭہɺCIOϙʔλϧαΠτͷίʔυҰཡͰཧ͞Ε͍ͯΔطଘͷମܥΛར༻͢Δͱྑ͍2021/6/28 Sayoko Shimoyama, LinkData 29
σʔλ࣭վળͷᶆσʔλΫϨϯδϯάπʔϧͷ׆༻nػցॲཧ͢Δ͜ͱͰޮԽΛਤΔnOpenRefineIMIίϯϙʔωϯτɺແঈͰ͑ͨΓΦʔϓϯιʔεͷπʔϧ͋Δnͨͩ͠ɺπʔϧΛͬͯҰׅॲཧ͢ΔࡍʹɺޡมΛى͜͞ͳ͍Α͏ʹҙ͢Δඞཁ͕͋Δ2021/6/28 Sayoko Shimoyama, LinkData 30https://github.com/IMI-Tool-Project
σʔλ࣭վળʹ͓͚Δ৺ಘFail early, fail oftenʢૣࣦ͘ഊ͠Α͏ɺͨ͘͞Μࣦഊ͠Α͏ʣޙͷఔʹਐΉ΄ͲݕূෳࡶʹͳΔͷͰɺͰ͖ΔݶΓૣظʹɺͨ͘͞Μચ͍ग़͓ͯ͘͜͠ͱ͕ॏཁ2021/6/28 Sayoko Shimoyama, LinkData 31https://www.oreilly.co.jp/books/9784873116402/
Ұൠࣾஂ๏ਓϦϯΫσʔλදཧࣄ Լࢁ ࣿࢠEmail: [email protected]ຊࢿྉʹؔ͢Δ࣭͝ɾ͝ҙݟɺσʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲͪ͜Β͓د͍ͤͩ͘͞ɻ 4":0,04)*.0:"." -*/,%"5"
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