Data Platform Guide - 事業を成長させるデータ基盤を作るには #DataEngineeringStudy / 20200715

Slide 1

Slide 1 text

%BUB1MBUGPSN(VJEF ࣄۀΛ੒௕ͤ͞Δσʔλج൫Λ࡞Δʹ͸ %BUB&OHJOFFSJOH4UVEZ ʮ%8)ɾ#*ͷ͜Ε·Ͱͱ͜Ε͔Βʯ %BUB&OHJOFFSJOH4UVEZ QSFTFOUFECZ!ZV[VUBT

Slide 2

Slide 2 text

͸͡Ίʹ

Slide 3

Slide 3 text

8ʹެ։ࡁΈͰ͢%BUB&OHJOFFSJOH4UVEZ ɹࡱӨ΍ϝϞ͸ෆཁͰ͢ɻϦϥοΫεͯ͠ฉ͍͍͚ͯͨͩΕ͹ͱࢥ͍·͢ɻ ొஃऀͷݸਓతݟղͰ͢ ɹॴଐ૊৫΍୲౰Ҋ݅ͷݟղΛ୅ද͢Δ΋ͷͰ͸͋Γ·ͤΜɻສ͕Ұɺෆշʹײͤͯ͡͞͠·ͬͨ৔߹ɺ ɹશͯొஃऀຊਓͷ੹೚ʹΑΔͱ͜ΖͰ͢ͷͰɺొஃऀຊਓʹ௚઀͓໰͍߹Θ͍͚ͤͨͩΔͱ޾͍Ͱ͢ɻ μϛʔ৘ใΛަ͍͑ͯ·͢ ɹέʔεελσ Ο͸ෳ਺اۀͷࣄྫΛ౿·͑ͨμϛʔ৘ใͰ͢ɻ ɹಛఆاۀͷ৘ใެ։΍শࢍɾ൷൑Λҙਤ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ༻ޠ΍πʔϧͷ঺հ͸ݫີͰ͸͋Γ·ͤΜ ɹࣗ͝਎΍ॴଐνʔϜͰͷཧղɾղऍ͕঺հ಺༰ͱҟͳΔ৔߹͸ɺదٓಡΈସ͍͚͑ͯͨͩΔͱ޾͍Ͱ͢ɻ εϥΠυຕNJO ɹؤுͬͯ෇͍͖͍ͯͯͩ͘͞ɻԿ͔ͭͰ΋࣋ͪؼ͍͚ͬͯͨͩΕ͹ͱࢥ͍·͢ɻ ɹ໔੹ɾ஫ҙࣄ߲

Slide 4

Slide 4 text

ɹొஃऀ 4IP:PLPZBNB !ZV[VUBT 1Z$PO+1ϕεττʔΫΞϫʔυ༏ल৆ ʮ1ZUIPOͱ#JH2VFSZʹΑΔ෼ੳج൫ͷ%FW0QTʯ %FWFMPQFS`T4VNNJUՆΞϯέʔτຬ଍౓Ґ ʮࣄۀͷάϩʔεΛࢧ͑Δ%BUB0QTͷݱ৔ʯ !*5࿈ࡌهࣄ ʮ։ൃݱ৔ʹσʔλจԽΛਁಁͤ͞Δσʔλج൫େղ๤ʯ ,JOEMFਓؾ౓ϥϯΩϯάҐ ೥݄೔ ʰσʔλϚωδϝϯτ͕෼ͰΘ͔Δຊʱ

Slide 5

Slide 5 text

ɹ೔ຊʹ͓͚Δ%BUB0QTͷୈҰਓऀͱ͍͏͜ͱʹͳ͍ͬͯ·͢

Slide 6

Slide 6 text

͜ͷൃද͸ɺൃදऀ Ώͣͨͦ ͕ ʰ4PGUXBSF%FTJHO೥݄߸ʱʹ دߘͨ͠಺༰ʹ४ڌ͍ͯ͠·͢ ɹએ఻

Slide 7

Slide 7 text

σʔλج൫ͷߏங΍ӡ༻Λ୲౰͢Δ 5FDI-FBE4PGUXBSF&OHJOFFS ɹ૝ఆ͢Δର৅

Slide 8

Slide 8 text

ɹσʔλج൫ਓࡐ΁ͷ஫໨ धཁ l z ฏۉ೥ऩͷߴ͍৬छ͸…(தུ)… ʮData Warehouse ArchitectʯͰ 15ສ4800υϧʢ1702ສ8000ԁʣ ITۀքͰฏۉ೥ऩͷߴ͍৬छ͸ιϑτ΢ΣΞΤϯδχΞ ϦϯάϚωʔδϟɺσʔλ΢ΣΞϋ΢εΞʔΩςΫτɺ ιϑτ΢ΣΞ։ൃϚωʔδϟͳͲɻถGlassdoor https://www.publickey1.jp/blog/18/itglassdoor.html

Slide 9

Slide 9 text

ɹσʔλج൫ਓࡐ΁ͷ஫໨ ڙڅ IUUQCIBUFOBOFKQFOUSZZV[VUBTIBUFOBCMPHDPNFOUSZ

Slide 10

Slide 10 text

ɹຊ೔ͷࢀՃਓ਺͸ࠃ಺τοϓن໛ʹʂ

Slide 11

Slide 11 text

Ͳ͏ج൫Λ࡞Ε͹ྑ͍͔Θ͔Βͳ͍ ͔ͤͬ͘ج൫Λ࡞ͬͨͷʹ࢖ΘΕͳ͍ ɹ࠷ॳͷམͱ݀͠

Slide 12

Slide 12 text

ɹԶͷߟ͑ͨ࠷ڧͷμογϡϘʔυ

Slide 13

Slide 13 text

ɹिؒͰ୭΋ݟͳ͘ͳΔ

Slide 14

Slide 14 text

ɹ࠷ॳʹඳ͍ͨج൫͸ɺ͓ͦΒ͘࢖ΘΕͳ͍ IUUQXXXQSPKFDUDBSUPPODPN

Slide 15

Slide 15 text

ʮ࢖ΘΕΔσʔλج൫ʯߏஙͷצॴΛֶͿ ɹຊ೔ͷΰʔϧ

Slide 16

Slide 16 text

ɹΞδΣϯμ 8IZσʔλج൫Λͳͥ࡞Δͷ͔ 8IBUσʔλج൫ʹ͸Կ͕ඞཁ͔ खܰʹσʔλΛࢀরͰ͖Δπʔϧ ҆શʹσʔλΛड͚౉ͤΔγεςϜ ҆৺ͯ͠σʔλΛѻ͑Δϓϩηε )PXσʔλج൫ΛͲͷΑ͏ʹ࣮ݱ͢Δ͔ σʔλͷऔಘݩͱͳΔର৅ σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

Slide 17

Slide 17 text

8IZ σʔλج൫Λͳͥ࡞Δͷ͔

Slide 18

Slide 18 text

ɹސ٬ͷͨΊɿσʔλ׆༻ͰՁ஋Λఏڙ͢Δ ϓϩμΫτ Ϣʔβʔ ސ٬ %#ɾϩά ࢪࡦɾۀ຿ ૊৫ԣஅ ౷߹σʔλ FH%8) ऩू సૹ %BUB0QTʹ͓͍ͯ ࠷େԽ͢΂͖໨తม਺ ͜ͷαΠΫϧͰ σʔλ͕ॆ࣮͢Δͱ ΑΓޮՌ͕ߴ·Δ ׆༻ Ձ஋

Slide 19

Slide 19 text

ɹݱ৔ͷͨΊɿૉૣ͘1%$"Λճ͢ ෼ੳऀ %BUB ͱݱ৔ 0QT ͕ԕ͍ͱɺ࢓༷೺ѲʹखؒऔΔվળҊ͕ෲམͪ͞Εͳ͍ ɹɹσʔλ࢓༷ʹৄ͍͠ গͳ͘ͱ΋ௐࠪ͠΍͍͢ ݱ৔୲౰ऀ͕اըɾܭଌΛߦ͏͜ͱͰ ɹɹɾલޙ޻ఔͷϦʔυλΠϜΛ୹ॖͰ͖Δ ɹɹɾଌఆ݁ՌΛվળΞΫγϣϯʹܨ͛ΒΕΔ ੡଄ɾ ࡞ۀ ઃܭ ࢼݧɾ ݕূ ϦϦʔε ޮՌ ଌఆ ཁ݅ ఆٛ ཁٻ ੔ཧ طʹ΍͍ͬͯΔ ෼ੳཁٻ ϩάཁ݅ ܭଌ ΞΠσΞ

Slide 20

Slide 20 text

ɹܦӦͷͨΊɿαΠϩԽΛ๷͗શମ࠷దΛଅ͢ Ҿ༻ʰϏδωεϓϩηεͷڭՊॻʱ

Slide 21

Slide 21 text

ɹݱ৔ͱܦӦΛܨ͗ɺސ٬Ձ஋Λఏڙ͢ΔͨΊ 4&$*Ϟσϧ ސ٬Ձ஋ উͪےɾ671 ΤϯδχΞ σβΠϯ ηΩϡϦςΟ ๏຿ ࢧԉऀɾ։୓ऀͱͯ͠ͷ σʔλΤϯδχΞ σʔλ ޿ใ ൢଅ ސ٬αϙʔτ

Slide 22

Slide 22 text

ɹྫൃදऀ͕࠷ۙߦͬͨσʔλ෼ੳ Ӧۀ׆ಈͷܭଌࢦඪΛ ΑΓશମࢹ఺ʹ ม͑ͨͱ͖ͷΠϯύΫτ͸ʁ #FGPSFܖ໿ΛऔͬͨΒΠϯηϯςΟϒ̋̋ԁ "GUFSܖ໿ޙʹϲ݄ղ໿͞Εͳ͔ͬͨΒΠϯηϯςΟϒ̋̋ԁ ,JOUPOF #JH2VFSZ .Z42- &NCVML %BUB4UVEJP Ӧۀ ղ໿ #* &5- %8) ݩσʔλ

Slide 23

Slide 23 text

ɹσʔλ׆༻ͷϢʔεέʔε͸ଟذʹ౉Δ

Slide 24

Slide 24 text

ɹσʔλ׆༻ΛυϥΠϒ͢Δج൫Λ࡞Ζ͏ ଟ༷ͳσʔλιʔεͱଟ༷ͳϢʔεέʔε ར༻ऀ Λ ϦϘϯͷΑ͏ʹ݁ͼ෇͚Δ΋ͷ σʔλ׆༻ج൫

Slide 25

Slide 25 text

ɹରͳΒ௚઀ࢀরͰࡁΉ ɾࣄۀ΍૊৫͕খ͍͞ͱ͖͸σʔλͱར༻ऀ͸ͭͣͭ ɾ௚઀σʔλΛࢀর͢Δ͚ͩͰཁٻ͸࣮ݱͰ͖Δ ɾྫݸਓϒϩάͷӡӦͳΒ(PPHMF"OBMZUJDTͰ׬݁͢Δ

Slide 26

Slide 26 text

ɹ࣍ୈʹσʔλͷྲྀΕ͕ෳࡶʹͳΔ ɾࣄۀ੒௕΍ମ੍֦େͰϦϘϯͷ྆ଆ͸ଟ༷ʹͳΔ ɾ༷ʑͳཱ৔ͷਓ͕ಠࣗʹσʔλΛ࢖͓͏ͱ͢Δ ɾσʔλͷྲྀΕ͕ෳࡶʹͳͬͯࠞཚ͕ੜͯ͡͠·͏ ݩσʔλ Ճ޻ Ճ޻ Ճ޻ Ճ޻ ෦ॺ ෦ॺ ෦ॺ ൢചه࿥ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ

Slide 27

Slide 27 text

ߟ͑ํ΍༻్ʹΑͬͯఆٛ͸มΘΔ ফඅ੫ΛؚΉʁɹ్தղ໿͸Ͳ͜ʹܭ্͢Δʁ ೥ؒܖ໿͸݄࣍Ͱ҈෼͢ΔʁׂҾ͸Ͳ͜Ͱࠩ͠Ҿ͘ʁ ฦۚ͸ޙͰࠩ͠Ҿ͘ʁߪೖ࣌ʹ૎ͬͯࠩ͠Ҿ͘ʁ ΞϓϦ՝ۚ͸"QQMF΍(PPHMFͷܾࡁख਺ྉΛؚΉʁ ͋ΔνʔϜ͸ࣗ෼ͨͪͷࢪࡦͰ,1*͕େ෯ʹ্͕ͬͨͱओுͯ͠΋ ผͷνʔϜ͔Β͸Կͷࢀߟʹ΋ͳΒͳ͍਺ࣈʹݟ͑Δ σʔλ͕౷߹͞Ε͍ͯͳ͍ͱɺԣஅͰͷҙࢥܾఆ΍ௐ੔͕ࠔ೉ʹͳΔ ɹྫ෦ॺ͝ͱʹʮച্ʯ͕ζϨΔ໰୊

Slide 28

Slide 28 text

ɹҙࢥܾఆʹ͸دΔล͕ඞཁ ࣄ࣮ͷ୯Ұ৘ใݯΛ͍࣋ͬͯΔ৔߹ʹ͸ɺ ΞφϦετ΍ଞͷҙࢥܾఆऀͱ͍ͬͨ ΤϯυϢʔβʔͨͪʹɺ༏ΕͨՁ஋Λ ఏڙ͢Δ͜ͱ͕Ͱ͖Δɻ൴Β͸૊৫಺Ͱ σʔλΛ୳͕࣌ؒ͢গͳͯ͘ࡁΉΑ͏ʹͳΓɺ σʔλͷར༻ʹΑΓଟ͘ͷ࣌ؒΛׂ͘͜ͱ͕ Ͱ͖ΔΑ͏ʹͳΔ͔Βͩɻ http://jp.techcrunch.com/2017/06/25/20170623ﬁve-building-blocks-of-a-data-driven-culture/

Slide 29

Slide 29 text

Slide 30

Slide 30 text

8IBU σʔλج൫ʹ͸Կ͕ඞཁ͔

Slide 31

Slide 31 text

ɹઃܭͷͭͷצॴ खܰʹσʔλΛࢀরͰ͖Δπʔϧ ҆શʹσʔλΛड͚౉ͤΔγεςϜ ҆৺ͯ͠σʔλΛѻ͑Δϓϩηε

Slide 32

Slide 32 text

खܰʹσʔλΛࢀরͰ͖Δπʔϧ

Slide 33

Slide 33 text

ɹσʔλΛूΊΔ͚ͩͰ͸/( Ϣʔεέʔε ར༻ऀ ʹ݁ͼ͔ͭͳ͚Ε͹ຊ຤స౗ ͍͔ʹʮར༻ऀʹಧ͚Δ͔ʁʯ͕େࣄ

Slide 34

Slide 34 text

ɹ.PEFMͱ7JFXΛ෼͚Δ .PEFMɿσʔλͷ஝ੵ΍Ճ޻ FHओཁࢦඪͷूܭϩδοΫ 7JFXɿσʔλͷࢀর΍׆༻ FH෦ॺผμογϡϘʔυ

Slide 35

Slide 35 text

ࣗ෼ʹͱͬͯͷϕετʺଞਓʹͱͬͯͷϕετ ൃදऀ͕ώΞϦϯάͨ͠ͱ͖ͷճ౴͸ݟࣄʹόϥόϥ ɹద੾ͳ7JFX͸෦ॺ΍໾ׂʹΑͬͯҟͳΔ Ϛʔέλʔ ΞφϦετ ϓϩσϡʔαʔ ΤϯδχΞ &YDFM 5BCMFBV 3FEBTI +VQZUFS/PUFCPPL ؾܰʹ਺ࣈΛม͑ͯ γϛϡϨʔγϣϯ ߴՁ֨ɾߴػೳ ෼ੳཁٻʹରԠ 42-͕ॻ͚Δͻͱ ͓खܰར༻ (JUͰίʔυ؅ཧ ϓϩάϥϜͷԸܙ

Slide 36

Slide 36 text

ɹπʔϧ͸ར༻ऀʹ߹ΘͤΔ ج൫։ൃͰ͸.PEFMͷڞ௨ԽʹҙࣝΛ޲͚͕͕ͪͩ 7JFXͷݸผ࠷దԽ΋ಉ͘͡Β͍ॏཁͳઃܭϙΠϯτ .PEFM શһ͕ಉ͡σʔλΛ ࢀরͰ͖ΔΑ͏ʹڞ௨Խ σʔλ඼࣭୲อͷͨΊʹ ඞཁͳઃܭ σʔλ׆༻ଅਐͷͨΊʹ ඞཁͳઃܭ ֤ࣗͷϢʔεέʔεʹ ߹Θͤͯݸผ࠷దԽ 7JFX

Slide 37

Slide 37 text

ɹ࣮ݧ͠Α͏ɻ෼ੳ͠Α͏ɻ 2݁ہͲͷπʔϧ͕ϕετͳͷʁ "σʔλΛར༻͢Δ౰ࣄऀͱҰॹʹࢼͦ͏ɻ ͦͷਓʹͱͬͯԿ͕ϕετ͔͸ࢼ͞ͳ͍ͱ෼͔Βͳ͍ɻ ɹɹᶃؾʹͳͬͨπʔϧΛϐοΫΞοϓ ɹɹᶄެࣜαΠτͷσϞΛҰॹʹݟΔ ɹɹᶅʮྑͦ͞͏ͩʯͱࢥͬͨ΋ͷΛࢼ͢ ɹɹᶆ࢖͍΍͔ͬͨ͢Βຊ֨తʹಋೖ͢Δ

Slide 38

Slide 38 text

҆શʹσʔλΛड͚౉ͤΔγεςϜ

Slide 39

Slide 39 text

ɹڞ௨ՕॴΛ୲อ͢Δ࢓૊Έ͕ඞཁ ݩσʔλ Ճ޻ Ճ޻ Ճ޻ Ճ޻ ෦ॺ ෦ॺ ෦ॺ ൢചه࿥ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ

Slide 40

Slide 40 text

ɹσʔλͷ֊૚Λ෼͚Δ %BUB1MBUGPSN ϨΠΫ ΢ΣΞϋ΢ε Ϛʔτ

Slide 41

Slide 41 text

ϩάΛՃ޻ͤͣͦͷ··ͭͷγεςϜʹू໿ͨ͠΋ͷ ɾԿ΋Ճ޻͍ͯ͠ͳ͍ɺͨͩͷίϐʔͰ͋Δ͜ͱ͕ॏཁ ɾ΋͠Ճ޻ࡁΈͷσʔλ͔͠࢒͍ͬͯͳ͍ͱɺޙͰʮ͜ͷ ɹՃ޻ํ๏͸ؒҧ͍ͬͯΔʯͱ൑໌ͨ͠ͱ͖ʹ௚ͤͳ͍ ɾσʔλϨΠΫʹݩσʔλ͕͋Ε͹ɺௐࠪ΍ࣄޙमਖ਼͕Մೳ ɹσʔλϨΠΫ

Slide 42

Slide 42 text

ɹσʔλ΢ΣΞϋ΢ε ෳ਺σʔλΛ౷߹ɾ஝ੵͯ͠ɺ෼ੳ޲͚ʹ੔ཧͨ͠΋ͷ ɾۀ຿υϝΠϯ஌ࣝΛσʔλϞσϧʹ൓ө͢Δ͜ͱ͕ॏཁ ɾݩσʔλͰ͸࢖͍উख͕ѱ͘ɺ͔ͱ͍ͬͯಛఆ༻్ʹݶఆ ɹ͢ΔͱԠ༻Ͱ͖ͳ͍ɺͱ͍͏χʔζΛຬͨ͢ ɾྫɿෳ਺%#͔Βސ٬*%Ͱඥ෇͚ͨʮސ٬৘ใςʔϒϧʯ

Slide 43

Slide 43 text

ɹσʔλϚʔτ ಛఆͷར༻ऀɾ༻్޲͚ʹσʔλΛՃ޻ɾ੔ཧͨ͠΋ͷ ɾϢʔεέʔε͝ͱʹ࠷దԽ͞Ε͍ͯΔ͜ͱ͕ॏཁ ɾύϑΥʔϚϯεΛؾʹͤͣʹେྔσʔλΛॲཧͨ͠Γɺ ɹෳࡶͳूܭΛͤͣʹࢦඪΛݟΔ͜ͱ͕Ͱ͖Δ ɾ࠷ऴతʹ&YDFMͰूܭ͢ΔͳΒͦͷγʔτ͕σʔλϚʔτ

Slide 44

Slide 44 text

ɹ૚ߏ଄ʹ͓͚ΔͭͷྲྀΕ σʔλϚʔτ ༻్ಛԽ σʔλ΢ΣΞϋ΢ε υϝΠϯ஌ࣝ σʔλϨΠΫ ݩσʔλ σʔλύΠϓϥΠϯʹ͓͍ͯػց͕ॲཧ͢ΔྲྀΕ ࣄۀ΍γεςϜͷ શσʔλΛίϐʔ͢Δ μογϡϘʔυ΍ ϨϙʔτͱରʹͳΔ ։ൃϓϩηεʹ͓͍ͯਓ͕ؒઃܭ͢ΔྲྀΕ ूܭɾ෼ੳύλʔϯΛ੔ཧ ˺සग़σʔλ ᶃ ᶄ ᶅ ᶃ ᶃ ᶄ

Slide 45

Slide 45 text

lFOPLJMPH@@EBUBMBLF@@NZTRMVTFSTz ͱ͍͏σʔλͳΒ Ͱ͋Δ͜ͱ͕ͻͱ໨Ͱ෼͔Δ ɹྫ#JH2VFSZͷ໋໊نଇͰ؅ཧ͢Δ FOPLJMPH ΤϊΩϩά ͱ͍͏8αΠτ σʔλऔಘݩ͸.Z42-ͷVTFSTςʔϒϧ Ճ޻ͤͣʹίϐʔ͚ͨͩ͠ͷݩσʔλ

Slide 46

Slide 46 text

҆৺ͯ͠σʔλΛѻ͑Δϓϩηε

Slide 47

Slide 47 text

ɹαʔϏεϨϕϧͷ߹ҙ ɾ෦ॺ΍༻్͝ͱʹ҉໧తʹظ଴͞Ε͍ͯΔ඼࣭Λચ͍ग़͢ ɾ඼࣭໨ඪʹ͍ͭͯؔ܎ऀͱ߹ҙ͢Δ ྫ ༻్ ໿ଋ૬ख ࿈བྷઌ ར༻σʔλ ظ଴඼࣭ ະୡ࣌ͷӨڹൣғ ೔࣍ Ϩϙʔτ Ϛʔέλʔ 4MBDL EBJMZ@LQJ #JH2VFSZͷ ച্ςʔϒϧ ຖӦۀ೔ͷ࣌·Ͱʹ ܽଛͳ͘લ೔ച্͕ Ϩϙʔτ͞ΕΔ͜ͱ ച্ঢ়گʹԠͨ͡ ࢪࡦ͕ଧͯͳ͘ͳΔ ʢػձଛࣦʣ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ

Slide 48

Slide 48 text

ɹΠϯγσϯτରԠͷ࢓૊ΈԽ ظ଴඼࣭͕ຬͨ͞Εͳ͍ͱ͖ʮͲ͏ରԠ͢Δ͔ʯΛఆٛ ྫσʔλ࿈ܞόονδϣϒͷΤϥʔ ਂ໷ٳ೔Ͱ΋ରԠҊ݅ΛࢭΊͯରԠҊ݅ͱௐ੔ ༏ઌॱҐ ࠶࣮ߦˠμϝͳΒ୅ସσʔλҊ಺ˠؔ܎ऀʹϨϙʔτ ରԠखॱ

Slide 49

Slide 49 text

ɹΦϖϨʔγϣϯΛܕԽ͢Δ

Slide 50

Slide 50 text

ɹ඼࣭Λܭଌ͢Δ ظ଴ͱ࣮੷Λܭଌ͠ɺσʔλΛݟͳ͕Βվળ͢Δ ຖӦۀ೔ͷே࣌·Ͱʹച্͕ूܭ͞ΕΔ͜ͱ ظ଴ ୡ੒౓ ೔0, ೔/( Ӧۀ೔ ࣮੷ ʹѱԽ͠ͳ͍Α͏ νΣοΫ͢Δ ʹ޲্͢ΔΑ͏ γεςϜվम͢Δ

Slide 51

Slide 51 text

ɹఆظతʹݟ௚͢ ৼΓฦΓϛʔςΟϯάͰݱঢ় "T*T ͱظ଴ 5P#F Λൺ΂Δ 8IBU ԿΛ͢Δ͔ εϓϦϯτ ϨϏϡʔ Ͳ͏΍ͬͯ͢Δ͔ )PX εϓϦϯτ ϓϥϯχϯά Ϩτϩ εϖΫςΟϒ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ

Slide 52

Slide 52 text

ɹϛʔςΟϯάͷΞδΣϯμʹվળΛ࢓ࠐΉ ɾ໨ඪΛຬͨͤΔΑ͏վળFHγεςϜػೳ௥ՃҊ݅Λىථ ɾ໨ඪ͕աେͳΒԼํमਖ਼FHະ࢖༻μογϡϘʔυͷআ٫ ɾ໨ඪ͕աখͳΒ্ํमਖ਼FHߋ৽ස౓Λຖिˠຖ೔Ͱ୲อ

Slide 53

Slide 53 text

Slide 54

Slide 54 text

)PX σʔλج൫ΛͲͷΑ͏ʹ࣮ݱ͢Δ͔

Slide 55

Slide 55 text

ɹ࣮૷ʹඞཁͳͭͷجຊ৘ใ σʔλͷऔಘݩͱͳΔର৅ σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

Slide 56

Slide 56 text

σʔλͷऔಘݩͱͳΔର৅

Slide 57

Slide 57 text

ɹ8αʔϏεͷ୅දతͳσʔλιʔε ΞΫηεղੳπʔϧ 8αʔό 8αΠτ΍ εϚϗΞϓϦ ͷը໘ αʔόαΠυ ΞϓϦέʔγϣϯ σʔλετΞ 3%#.4 ,74FUDʜ 8αʔόϩά ΞϓϦέʔγϣϯϩά Ϣʔβʔ

Slide 58

Slide 58 text

ɹΞΫηεղੳπʔϧ (PPHMF"OBMZUJDT΍'JSFCBTF"OBMZUJDTͷϏʔίϯ ྫɿը໘ભҠ΍ϘλϯΫϦοΫ

Slide 59

Slide 59 text

ɹΞϓϦέʔγϣϯϩά 4QSJOH#PPU΍3VCZPO3BJMTͳͲͷΞϓϦέʔγϣϯ͕ -PHHFSͰग़ྗͨ͠ϩά

Slide 60

Slide 60 text

ɹσʔλετΞ 3%#.4΍,74ͷσʔλ ྫސ٬৘ใ΍ߪങ৘ใ 1PTUHSF42-΍.Z42-ͷ֤ςʔϒϧʹؚ·ΕΔϨίʔυ

Slide 61

Slide 61 text

ɹ8αʔόϩά "QBDIF)5514FSWFS΍/HJOYͷ ΞΫηεϩά΍Τϥʔϩά

Slide 62

Slide 62 text

ɹ஫ҙᶃݩσʔλͷ඼࣭ʹ஫ҙ͠Α͏ ج൫ͰͷΧόʔʹ͸ݶք͕͋ΔɺݩσʔλΛ௚ͦ͏ Ωϟϯϖʔϯ όφʔΛݟͨ Ϣʔβʔͷ ը໘ભҠߦಈΛ ෼ੳ͍ͨ͠ ը໘ભҠϩάʹ ϢʔβʔJE͕ ؚ·Εͯ ͍ͳ͔ͬͨʂ Ωϟϯϖʔϯ όφʔΛݟͨ ϢʔβʔJEΛ ൑ผͰ͖ͳ͍ ຬͨͤͳ͍ʂ ཁٻ σʔλ࢓༷ ج൫ɾ෼ੳ

Slide 63

Slide 63 text

ɹ஫ҙᶄݩσʔλͷ࢓༷Λ؅ཧ͠Α͏ Ұݴઆ໌Λॻ͚ͩ͘Ͱ΋σʔλར༻͕ϥΫʹͳΔ

Slide 64

Slide 64 text

ɹ஫ҙᶅखೖྗͷσʔλʹ΋໨Λ޲͚Α͏ ιϑτ΢ΣΞ͕ࣗಈͰੜ੒͢Δσʔλ͚ͩͰͳ͘ɺ ελοϑ͕खಈೖྗ͢Δσʔλ͕ඞཁͳ৔໘΋ଟ͍ ྫ 48ΤϯδχΞ͕఍߅ײΛ֮͑Δπʔϧ΋͋Δ͔΋ʜʜͰ΋ඞཁͳσʔλʂ 4BMFTGPSDF ,JOUPOF )VC4QPU Ӧۀͷ๚໰ઌϦετ ൢଅΩϟϯϖʔϯҰཡ ࢢ۠ொଜϚελʔ 4QSFBETIFFU LSFJTFM ϓϩάϥϜఆٛ +BWBͷ&OVNͳͲ

Slide 65

Slide 65 text

σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ

Slide 66

Slide 66 text

ɹͭͷٕज़ཁૉ ,JOUPOF .Z42- &NCVML %BUB4UVEJP ݩσʔλ #*πʔϧ &5- %8) "JSqPX ϫʔΫϑϩʔΤϯδϯ ˞ଞʹ΋%BUBͷ1SFQBSBUJPO΍$BUBMPHʹಛԽͨ͠πʔϧ͕͋Γ·͢ #JH2VFSZ ૝ఆߏ੒ྫ

Slide 67

Slide 67 text

ɹ#* CVTJOFTTJOUFMMJHFODF πʔϧͱ͸ σʔλͷ෼ੳ΍ՄࢹԽʹಛԽͨ͠πʔϧ ྫ؆୯ʹμογϡϘʔυΛ࡞ΕΔ3FEBTI΍%BUB4UVEJP

Slide 68

Slide 68 text

ɹ#*πʔϧͷબఆྫ ؍఺ બ୒ࢶͷྫ ΤϯλʔϓϥΠζ༻్Ͱ ༧ࢉΛ֬อ͍ͯ͠Δ ଟ͘͸ΦϯϓϨɾΫϥ΢υ྆ରԠ 5BCMFBV -PPLFS 2MJL 5IPVHIU4QPU %0.0 .JDSPTPGU1PXFS#* 1301SFNJVN 3FEBTI .FUBCBTF ,JCBOB (SBGBOB ແྉͰ࢖͍͍ͨ ແྉͷ৔߹ ࣗࣾߏங͕ඞཁ ߏஙෆཁ .JDSPTPGU1PXFS#* 'SFF (PPHMF%BUB4UVEJP ࢖͍׳ΕͨπʔϧͰࡁ·͍ͤͨ OPU#* .JDSPTPGU&YDFM (PPHMF4QSFBETIFFU

Slide 69

Slide 69 text

ɹ%8) EBUBXBSFIPVTF ੡඼ͱ͸ େྔσʔλͷอଘ΍ूܭʹదͨ͠γεςϜ ྫ42-Λॻ͚ͩ͘Ͱ෼ࢄॲཧΛ࣮ߦͰ͖Δ#JH2VFSZ (PPHMF$MPVEࢿྉΑΓҾ༻

Slide 70

Slide 70 text

ɹ%8)੡඼ͷબఆྫ ؍఺ બ୒ࢶͷྫ ॲཧن໛ ʙ̋̋1# ʙ̋̋5# Ϋϥ΢υ ϕϯμʔ TOPXqBLF (PPHMF#JH2VFSZ "NB[PO3FETIJGU "NB[PO"UIFOB "[VSF4ZOBQTF"OBMZUJDT 5SFBTVSF%BUB ΦϯϓϨ ߏஙՄೳ 5FSBEBUB 044 )BEPPQ )%'4 )JWF 1SFTUP $MJDL)PVTF ʙ਺ඦ(# OPU%8) 3%#.4Λ෼ੳ༻ʹߏங .Z42- 1PTUHSF42- &-,ελοΫ &MBTUJDTFBSDI -PHTUBTI ,JCBOB ʙ਺े.#ɹOPU%8) 4QSFBETIFFU΍&YDFMΛ%#୅ΘΓʹ࢖͏

Slide 71

Slide 71 text

ɹ&5- &YUSBDU5SBOTGPSN-PBE πʔϧͱ͸ σʔλͷநग़ɾม׵ɾ֨ೲΛߦ͏πʔϧ ྫɿϓϥάΠϯͰ༷ʑͳσʔλΛసૹͰ͖Δ&NCVML JO UZQFNZTRM IPTU)045@/".& VTFS64&3@/".& QBTTXPSE1"44803% EBUBCBTF%"5"#"4&@/".& UBCMFQVSDIBTF TFMFDUJE VTFS@JE UJUMF DPOUFOUT DSFBUFE@BU VQEBUFE@BU PVU UZQFCJHRVFSZ BVUI@NFUIPEKTPO@LFZ KTPO@LFZpMFKTPO QBUI@QSFpYUNQ pMF@FYUDTWH[ TPVSDF@GPSNBU$47 QSPKFDU#2@130+&$5 EBUBTFUQPTUBQQ@@EBUBMBLF@@NZTRM BVUP@DSFBUF@UBCMFUSVF TDIFNB@pMFBSUJDMFKTPO GPSNBUUFS\UZQFDTW DIBSTFU65' EFMJNJUFS IFBEFS@MJOFGBMTF^ JO PVU

Slide 72

Slide 72 text

ɹ&5-πʔϧͷબఆྫ ؍఺ બ୒ࢶͷྫ ఆظόον ෼ຖ࣮ߦՄೳΛؚΉ ͍ΘΏΔ&"*ΛؚΉ ΦϯϓϨ ߏஙՄೳ ίʔυ &NCVML ը໘ "45&3*"8"31 "MUFSZY $%BUB4ZOD *OGPSNBUJDB1PXFS$FOUFS 5BMFOE1MBUGPSN Ϋϥ΢υ ϕϯμʔ ίʔυ "84(MVF %BUBCSJDLT ը໘ USPDDP 3FDLPOFS "[VSF%BUB'BDUPSZ ετϦʔϛϯά ϝοηʔδΩϡʔؚΉ Ϋϥ΢υϕϯμʔ "NB[PO,JOFTJT "844/4424-BNCEB $MPVE1VC4VC "[VSF4USFBN"OBMZUJDT ΦϯϓϨߏஙՄೳ 'MVFOUE "QBDIF,BGLB -PHTUBTI "QBDIF4UPSN ྆ରԠ Ϋϥ΢υϕϯμʔ $MPVE%BUBqPX ΦϯϓϨ ߏஙՄೳ ෼ࢄॲཧ'8 "QBDIF4QBSL "QBDIFCFBN ϕʔεݴޠ 42- 1ZUIPO +BWB 4DBMB (P BXL

Slide 73

Slide 73 text

ɹϫʔΫϑϩʔΤϯδϯͱ͸ σʔλॲཧͷྲྀΕΛ؅ཧ͢Δπʔϧ ྫɿδϣϒͷґଘؔ܎ΛίʔυԽͰ͖Δ"JSqPX

Slide 74

Slide 74 text

ɹϫʔΫϑϩʔΤϯδϯͷબఆྫ ϫʔΫϑϩʔΤϯδϯɾδϣϒεέδϡʔϥػೳΛ࣋ͭ&5-πʔϧ΋͋Δ σϑΝΫτෆࡏ͕࣮৘ γΣΞ͸"JSqPXͷΑ͏ʹݟ͑Δ͕ʜ ͲΕ΋Ϋη͕͋ΔͷͰखʹೃછΉ΍ͭΛબΜͰ͍ͩ͘͞ ؍఺ બ୒ࢶͷྫ ίʔυ؅ཧ "QBDIF"JSqPX -VJHJ %JHEBH "[LBCBO (6*؅ཧ +FOLJOT ࠷ۙ͸ίʔυ؅ཧػೳ͕௥Ճ͞Ε͍ͯΔ 3VOEFDL ͦͷଞ OPUϫʔΫϑϩʔΤϯδϯ NBLF DSPO "SHP +1 ༗ྉ

Slide 75

Slide 75 text

σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

Slide 76

Slide 76 text

ɹ$BTF૑ۀ௚ޙͷϝσ ΟΞاۀ ޿ࠂओ ϝσΟΞ ΞϓϦ ಡऀ Ϣʔβʔ ܝࡌྉ ޿ࠂදࣔ ޮՌใࠂ ๚໰ɾӾཡ

Slide 77

Slide 77 text

ɹ$BTFγεςϜߏ੒ Ϣʔβʔ ("& 8FC"1* 4UBDL%SJWFS -PHHJOH ($4 ΞϓϦ -PH #JH2VFSZ FYUFSOBM UBCMF 7JFX UBCMF %BUB4UVEJP Ӧۀ ޿ࠂओ 4UBDL%SJWFS-PHHJOH͸$MPVE-PHHJOHʹɺ(PPHMF%BUB4UVEJP͸ (PPHMF%BUB1PSUBMʹ໊শ͕มߋ͞Ε͍ͯ·͢ɻ ࢿྉʹΑͬͯݺͼ໊͕ҟͳΔͷͰɺ͝஫ҙ͍ͩ͘͞ɻ σʔλ ϨΠΫ σʔλ Ϛʔτ

Slide 78

Slide 78 text

ɹ$BTFղઆ ΞϓϦͱ࿈ܞ͢Δ8FC"1*͸(PPHMF"QQT&OHJOF ("& Ͱӡ༻ ˠΞΫηεϩά͸ඪ४Ͱ4UBDL%SJWFS-PHHJOHʹྲྀΕΔ ը໘ૢ࡞ͰҎԼΛઃఆ ɾ4UBDL%SJWFS-PHHJOHΤΫεϙʔτઃఆͰϩάΛετϨʔδ ($4 ʹग़ྗ ɾ#JH2VFSZ͕($4ϑΝΠϧΛࢀর͢Δ&YUFSOBM5BCMFΛઃఆ σʔλϨΠΫ ɾ#JH2VFSZͷ7JFXςʔϒϧΛઃఆͯ͠42-ͰूܭॲཧΛ࡞੒ σʔλϚʔτ ɾσʔλϚʔτΛࢀরͯ͠(PPHMF%BUB4UVEJPͰμογϡϘʔυΛදࣔ Ӧۀ୲౰͕঎ஊͷ৔ͰμογϡϘʔυΛݟͤͯ޿ࠂओʹޮՌΛใࠂ

Slide 79

Slide 79 text

ɹ$BTFઃܭϙΠϯτ γεςϜͷ։ൃ΍ӡ༻ʹ࿑ྗΛׂ͘༨༟͕ͳ͍ͨΊ Ϋϥ΢υΠϯϑϥ ($1 ʹඋ͑෇͚ͷϩά࿈ܞػೳΛϑϧ׆༻ ɾ&5-ͷͨΊͷαʔόΛཱͯͳ͍ ɾઐ༻ͷγεςϜΛ։ൃ͠ͳ͍ ɾίϯιʔϧը໘Λૢ࡞͢Δ͚ͩ ΋͠Ϗδωε΍૊৫͕੒௕ͯ͠ ຊ֨తͳσʔλύΠϓϥΠϯΛߏங͢Δ͜ͱʹͳͬͯ΋ γϯϓϧͳ࡞Γʹ͓͚ͯ͠͹ɺ؆୯ʹஔ͖׵͑ΒΕΔ

Slide 80

Slide 80 text

ɹ$BTFେखاۀͷ༧໿αΠτ ళฮ ༧໿ αΠτ Ϣʔβʔ ొ࿥ දࣔ ༧໿ঢ়گ ݕࡧɾ༧໿ αϒ γεςϜ αϒ γεςϜ αϒ γεςϜ αϒ γεςϜ

Slide 81

Slide 81 text

ɹ$BTFγεςϜߏ੒ #JH2VFSZ ఆظόον ɹɹɹɹ1ZUIPO ɹɹɹɹɹ4DSJQU جװ γεςϜ 8FC"1*࿈ܞ ετϦʔϛϯά Ϩϙʔτ ෼ੳ ػցֶश ɹɹɹɹ+FOLJOT δϣϒ࣮ߦ

Slide 82

Slide 82 text

ɹ$BTFղઆ ҎԼͷߏ੒Ͱ#JH2VFSZʹσʔλΛ࿈ܞ ɾఆظతͳ&5-ॲཧɿ+FOLJOT͕δϣϒΛ࣮ߦ ɾ8FC"1*ఏڙπʔϧɿ1ZUIPOεΫϦϓτͰ)551 T ϦΫΤετ ɾ3%#.4΍ΞΫηεղੳπʔϧɿ&NCVMLΛར༻ͨ͠໷ؒόονͷ࿈ܞ ɾαʔόϩάɿ'MVFOUEΛར༻ͨ͠ετϦʔϛϯάͷ࿈ܞ ར༻ऀ͸#*πʔϧܦ༝Ͱ#JH2VFSZʹΞΫηε ɾϚʔέςΟϯά୲౰ɿը໘্Ͱ$47Λμ΢ϯϩʔυͯ͠&YDFMͰूܭ ɾσʔλΞφϦετɿ5BCMFBVͰσʔλ෼ੳ ɾػցֶशΤϯδχΞɿ+VQZUFS/PUFCPPLͰQBOEBTSFBE@HCR

Slide 83

Slide 83 text

ɹ$BTFઃܭϙΠϯτ ྺͷ௕͍ձࣾͰखݎ࢝͘Ί͍ͨ ˠΦϯϓϨϛε؀ڥͰ࢖͑Δٕज़ཁૉΛॏࢹ˞#JH2VFSZΛআ͘ σʔλιʔε͕ଟ༷ ˠσʔλιʔεʹԠͯ͡ෳ਺ͷ&5-πʔϧΛ࢖͍෼͚Δ ˠखؒΛলͨ͘ΊʹՄೳͳݶΓ&NCVML΍qVFOUEΛ࠾༻ πʔϧ͝ͱʹ࣮ߦঢ়گΛ؅ཧ͢Δͷ͸ෛ୲ ˠͭͷδϣϒεέδϡʔϥͰऔΓ·ͱΊΔ ˠࣾ಺ʹར༻࣮੷͕͋Δ+FOLJOTΛ࠾༻

Slide 84

Slide 84 text

ɹ$BTFେྔσʔλͷϝΨϕϯνϟʔ Ϣʔβʔ ΍ΓͱΓ Ϣʔβʔ ౤ߘ Ӿཡ Ӿཡ ౤ߘ Ӿཡ Ӿཡ ౤ߘ ౤ߘ ౤ߘ ౤ߘ ΍ΓͱΓ ΍ΓͱΓ Ӿཡ Ӿཡ Ϣʔβʔ Ϣʔβʔ Ϣʔβʔ Ϣʔβʔ

Slide 85

Slide 85 text

ɹ$BTFγεςϜߏ੒ %# 3FQMJDB%# 3FBE0OMZ "OPOZNPVT%BUB "11 $MPVE$PNQPTFS %"(+PC.BOBHF #JH2VFSZ -PPLFS "OBMZTU $4 .BSLFUFS $MPVE%BUBqPX "VUP4DBMFE&5- %VNQ'JMFT 5SBOTGPSNFE'JMFT (PPHMF$MPVE4UPSBHF ($4 &YQPSU%VNQ'JMF %"(3VOT +0#3VOT &YUSBDUH[ 5SBOTGPSN -PBEH[ &YUSBDU TDIFNBKTPO &YUSBDUH[ CRMPBE MPPLEBUB

Slide 86

Slide 86 text

ɹ$BTFղઆ $MPVE$PNQPTFS͸($1Ͱ"JSqPXΛಈ͔ͤΔϓϩμΫτϫʔΫϑϩʔΤϯδϯ $MPVE%BUBqPX͸ॊೈͳσʔλॲཧϓϩάϥϜΛ࣮ߦͰ͖ΔϓϩμΫτ&5-πʔϧ ʲʙʳ%#͔Βఆظతʹ%VNQϑΝΠϧ H[ ͱςʔϒϧఆٛ TDIFNBKTPO Λ ɹɹɹɹετϨʔδ ($4 ʹग़ྗͯ͠ɺ$MPVE$PNQPTFSʹ஌ΒͤΔɻ ʲʳ$MPVE$PNQPTFS͕$MPVE%BUBqPXʹରͯ͠+0#࣮ߦΛࢦࣔ͢Δɻ ɹɹ%8) #JH2VFSZ ʹಡΈࠐΊΔΑ͏ʹɺϑΝΠϧͷܗࣜΛॻ͖׵͑Δɻ ʲʙʳ$MPVE%BUBqPX͕%VNQϑΝΠϧ H[ ΛऔಘˠՃ޻ˠอଘ͢Δɻ ʲʙʳσʔλͷม׵͕׬ྃͨ͠Βɺ$MPVE$PNQPTFS͸($4͔Β ɹɹɹɹม׵ޙͷϑΝΠϧͱςʔϒϧఆٛΛऔಘ͠ɺ#JH2VFSZʹอଘ͢Δɻ ʲʳ#JH2VFSZʹอଘ͞ΕͨσʔλΛར༻ऀ͕-PPLFSͰࢀর͢Δɻ

Slide 87

Slide 87 text

ɹ$BTFઃܭͷϙΠϯτ ଞγεςϜ͔Β%#ʹແअؾʹΞΫηεͰ͖Δن໛Ͱ͸ͳ͍ ˠNZTRMEVNQͰϑΝΠϧΛΤΫεϙʔτ NZTRMEVNQͷ547$47ϑΥʔϚοτͰ͸#JH2VFSZʹ-PBEͰ͖ͳ͍ ˠσʔλՃ޻͕ඞཁ ͭͷδϣϒͰѻ͏σʔλྔ͕5#୯ҐʹͳΔ ˠ෼ࢄॲཧʹରԠͨ͠&5-ιϦϡʔγϣϯ͕ඞਢ ˠαʔόΛࣗಈͰ্ཱͪ͛ˍਫฏల։Ͱ͖Δ$MPVE%BUBqPXΛ࠾༻ ˞%BUBqPX͸ม׵૷ஔͱͯ͠੹຿ΛׂΓ੾ΔͨΊ ɹ%BUBqPX͔Β#JH2VFSZʹ௚-PBEͤͣɺ($4ʹม׵ޙϑΝΠϧΛஔ͘

Slide 88

Slide 88 text

Slide 89

Slide 89 text

ɹ͓ΘΓʹ πʔϧɾγεςϜɾϓϩηεͷצॴΛཧղ͠ɺ σʔλऔಘݩ΍ར༻ཁٻΛ౿·্͑ͨͰɺ ࠷దͳςΫϊϩδʔΛ׆༻͢Δ͜ͱ͕ ʮࣄۀΛ੒௕ͤ͞Δσʔλج൫ʯΛ࡞ΔͨΊͷେݪଇͰ͢ ιϑτ΢ΣΞΤϯδχΞϦϯάͷ໘ന͞΍೉͕͠͞٧·ͬͨ ͱͯ΋΍Γ͕͍ͷ͋Δ෼໺ͩͱࢥ͍ͬͯ·͢ ͜ͷొஃ͕গ͠Ͱ΋͓໾ʹཱͯͨΒخ͘͠ࢥ͍·͢

Slide 90

Slide 90 text

ɹؔ࿈ࢿྉ lσʔλϚωδϝϯτ͕෼ͰΘ͔Δຊz lࣄۀͷάϩʔεΛࢧ͑Δ%BUB0QTͷݱ৔z

Slide 91

Slide 91 text

ɹ4QFDJBM5IBOLT

Slide 92

Slide 92 text

͓·͑͸पғͷॿ͚ΛआΓΔ͜ͱͰ ͦΜͳ࣮੷͕ग़ͤͨͬͯΘ͚ͩ ͓·͑ࣗ਎͸جௐߨԋͷث͡Όͳ͍ Զࣗ਎ʹۀքΛ୅ද͢Δྗ͕ແͯ͘΋͔·Θͳ͍ ԶΛ௨ͯ͠ΈΜͳͷ஌ݟ͕ྗʹͳΕ͹͍͍ ͦΕ͕Πϯλʔωοτͷྗʕʕܨ͕Δ৺͕Զͷྗͩʂ ɹ4QFDJBM5IBOLT

Slide 93

Slide 93 text

͝ਗ਼ௌˍίϥϘϨʔγϣϯ ͋Γ͕ͱ͏͍͟͝·ͨ͠