DeNAゲームタイトルの共通分析におけるLooker活用事例

DeNAではこれまで内製BIツールが広く利活用されていましたが、この度Looker利用へと舵を切り、現在その移行途中です。今回は、内製BIツールが抱えていた課題、及びLookerへ移行する際に見えた課題を、技術的にどのように解決したかをお話します。

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1. 'H1$䝀䞊䝮䝍䜲䝖䝹䛾ඹ㏻ศᯒ䛻䛚 䛡䜛/RRNHUά⏝஦౛ 㕥ᮌᬒ἞ฟཱྀ⿱ᕫ
2. 6SHDNHU  ‡ ఍♫ ᰴᘧ఍♫䝕䜱䞊䞉䜶䝚䞉䜶䞊 ‡ ᡤᒓ 䝅䝇䝔䝮ᮏ㒊ศᯒ᥎㐍㒊䝕䞊䝍䜶䞁䝆䝙䜰䝸䞁䜾䜾䝹䞊䝥 ‡ ኚ㑄 ‡ ᖺ᭶ࠥ<DKRR-DSDQ᪂༞ධ♫ ෆ〇䜰䝘䝸䝔䜱䜽䝇䝒䞊䝹䛾䝞䝑䜽䜶䞁䝗䜶䞁䝆䝙䜰 +DGRRS䜔7HUDGDWD䛺䛹䛾㞟ィ䝟䜲䝥䝷䜲䞁㛤Ⓨ ‡ ᖺ᭶ࠥ'H1$୰㏵ධ♫ +DGRRS9HUWLFD%LJ4XHU\䛺䛹౑䛳䛶䝀䞊䝮ඹ㏻㞟ィ ྛ✀㞟ィ䝟䜲䝥䝷䜲䞁ᩚഛ➼ /RRNHU䜢ά⏝䛧䛯ḟୡ௦䝕䞊䝍䝟䜲䝥䝷䜲䞁ᩚഛ 㕥ᮌᬒ἞ 䠄䝇䝈䜻䜿䜲䝆䠅
3. 6SHDNHU  ‡ ఍♫ ᰴᘧ఍♫䝕䜱䞊䞉䜶䝚䞉䜶䞊 ‡ ᡤᒓ 䝀䞊䝮䞉䜶䞁䝍䞊䝔䜲䞁䝯䞁䝖஦ᴗᮏ㒊䝀䞊䝮஦ᴗ㒊䝬䞊䜿䝔䜱䞁䜾 ⤫ᣓ㒊ศᯒ㒊➨୍䜾䝹䞊䝥 ‡ ኚ㑄 ‡ ᖺ᭶ࠥᰴᘧ఍♫䝕䜱䞊䞉䜶䝚䞉䜶䞊᪂༞ධ♫ 䝇䝬䞊䝖䝣䜷䞁䝀䞊䝮䛾䝃䞊䝞䝃䜲䝗䜶䞁䝆䝙䜰䜢⤒䛶ศᯒ㒊 䛻␗ື ‡ ⌧ᅾ䛿䜾䝹䞊䝥䝸䞊䝎䞊䛸䛧䛶㒊⨫ᶓ᩿᪋⟇䛾᥎㐍䜔䚸⤌⧊ స䜚䛻ᚑ஦ ‡ /RRNHUᑟධ䛻䛚䛔䛶䛿䚸䜰䝘䝸䝇䝖䝏䞊䝮䜢⋡䛔䛶/RRN0/㛤 Ⓨ䜔'HY6WGྥ䛡Ꮫ⩦䝁䞁䝔䞁䝒䛾ᣑ඘䜢᥎㐍 ฟཱྀ⿱ᕫ 䠄䝕䜾䝏䝠䝻䜻䠅
4. 䜰䝆䜵䞁䝎  䝀䞊䝮ඹ㏻ศᯒ䛻฼⏝䛧䛶䛔䜛ෆ〇%,䝒䞊䝹䛾/RRNHU䜈䛾⛣⾜஦౛  ᪤Ꮡ䛾䝀䞊䝮䝍䜲䝖䝹ඹ㏻ศᯒ⎔ቃ䛾ᵓᡂ  ᪤Ꮡᵓᡂ䛸ㄢ㢟  /RRNHU䜢ᑟධ䛧䛯ゎỴ⟇  3URMHFW䜲䞁䝫䞊䝖䛻䜘䜛ඹ㏻ᐃ⩏䝎䝑䝅䝳䝪䞊䝗᱌  3URMHFW䜲䞁䝫䞊䝖䛾✀㢮䛸᥇⏝䛧䛯᪉ᘧ  /RRN0/'DVKERDUG䛾ά⏝  䝕䞊䝍䝬䞊䝖୙ᅾ᫬䛾/RRN0/㛤Ⓨ  ᪤Ꮡ䝔䞊䝤䝹䜢YLHZ໬䛧䛯ᵓᡂ䛸䛭䛾ㄢ㢟  NSLẖ䛾YLHZ໬䛻䜘䜛ゎỴᡭἲ 
5. ᪤Ꮡ䝀䞊䝮䝍䜲䝖䝹䛻䛚䛡䜛 ඹ㏻ศᯒ⎔ቃ䛾ᵓᡂ 
6. ศᯒせ௳ 'H1$䛷䛿」ᩘ䛾䝀䞊䝮䝍䜲䝖䝹䜢㐠⏝ .*,䛿䝍䜲䝖䝹ᶓ᩿䛷ẚ㍑䛜䛧䛯䛔䛯䜑䚸ྠ୍䛾ᐃ⩏䛸䛧䛶㞟ィ䚸ྍど໬  䝍䜲䝖䝹$ .*, '$8 188 /79 HWF 䝍䜲䝖䝹% 䝍䜲䝖䝹&
7. 䝀䞊䝮䝍䜲䝖䝹ඹ㏻㞟ィ䛾ὶ䜜 䝀䞊䝮ඹ㏻ᇶ┙䛛䜙ศᯒ⏝䝕䞊䝍 䝻䜾䚸'%6QDS6KRW 䜢&ORXG6WRUDJH䛻⵳✚ %LJ4XHU\䛻䛶䝍䜲䝖䝹㛫ඹ㏻䛾ᙧᘧ䛻䝕䞊䝍䜢ຍᕤ ඹ㏻㞟ィ 䛧䛶䛔䜛  䝀䞊䝮䝥䝷䝑䝖 䝣䜷䞊䝮䝻䜾 䝀䞊䝮䝥䝷䝑䝖 䝣䜷䞊䝮'% 䝍䜲䝖䝹$ 䝍䜲䝖䝹% 䝍䜲䝖䝹& 䝀䞊䝮 ඹ㏻ᇶ┙ ඹ㏻㞟ィ 䝍䜲䝖䝹$ 䝍䜲䝖䝹% 䝍䜲䝖䝹& 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW 䝍䜲䝖䝹&3URMHFW 䝍䜲䝖䝹&䜾䝹䞊䝥 ෆ〇%,䝒䞊䝹 䝍䜲䝖䝹%䜾䝹䞊䝥 䝍䜲䝖䝹$䜾䝹䞊䝥 䜰䝘䝸䝇䝖Į 䜰䝘䝸䝇䝖ȕ
8. 䝍䜲䝖䝹ศᯒ⎔ቃ䜈䛾ඹ㏻㞟ィ䝕䞊䝍䛾ᥦ౪ ඹ㏻㞟ィ䛧䛯䝔䞊䝤䝹䛿䚸ྛ䝍䜲䝖䝹䛷ศᯒ฼⏝䛩䜛%LJ4XHU\䛻ศ๭ᥦ౪䛧䛶䛔䜛 ෆ〇%,䝒䞊䝹䛿3URMHFW䛸䛔䛖༢఩䛷䝍䜲䝖䝹ẖ䛻タ䛡䜙䜜䚸3URMHFW༢఩䛷*RRJOH*URXS䛷ᶒ 㝈ไᚚ䛥䜜䛯⎔ቃ䛾୰฼⏝䛥䜜䛶䛔䜛  䝀䞊䝮䝥䝷䝑䝖 䝣䜷䞊䝮䝻䜾 䝀䞊䝮䝥䝷䝑䝖 䝣䜷䞊䝮'% 䝍䜲䝖䝹$ 䝍䜲䝖䝹% 䝍䜲䝖䝹& 䝀䞊䝮 ඹ㏻ᇶ┙ ඹ㏻㞟ィ 䝍䜲䝖䝹$ 䝍䜲䝖䝹% 䝍䜲䝖䝹& 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW 䝍䜲䝖䝹&3URMHFW 䝍䜲䝖䝹&䜾䝹䞊䝥 ෆ〇%,䝒䞊䝹 䝍䜲䝖䝹%䜾䝹䞊䝥 䝍䜲䝖䝹$䜾䝹䞊䝥 䜰䝘䝸䝇䝖Į 䜰䝘䝸䝇䝖ȕ
9. ෆ〇%,䝒䞊䝹䛾ඹ㏻ᐃ⩏䝎䝑䝅䝳䝪䞊䝗䛾ᥦ౪᪉ἲ  ෆ〇%,䝒䞊䝹 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW 䝍䜲䝖䝹&3URMHFW 䝔䞁䝥䝺䞊䝖 3URMHFW ඹ㏻฼⏝䛥䜜䜛'DVKERDUG5HSRUW⩌䜢⟶⌮䛧䛶䛔䜛䝔䞁䝥䝺䞊䝖3URMHFW䛜䛒䜛䚹 䛭䜜䜢ྛ䝍䜲䝖䝹ẖ䛾%,䝒䞊䝹䛾3URMHFW䛻䝁䝢䞊䛩䜛஦䛷ᐇ⌧䛧䛶䛔䜛䚹 FRPPRQ'DVKERDUG FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRPPRQ5HSRUW FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRS\ 䜰䝘䝸䝇䝖Į 䜰䝘䝸䝇䝖ȕ
10. ෆ〇%,䝒䞊䝹䛷䛾ඹ㏻ᐃ⩏䝎䝑䝅䝳䝪䞊䝗䛾ᥦ౪䛾ㄢ㢟   䝁䝢䞊ᚋ䛾ㄗ䛳䛯᭩䛝᥮䛘䚸๐㝖䝭䝇䛜Ⓨ⏕䛩䜛ྍ⬟ᛶ䛜䛒䜛 䝍䜲䝖䝹ෆ䛻䝁䝢䞊ᚋ䚸䝺䝫䞊䝖䛾ㄗ䛳䛯᭩䛝᥮䛘䜔๐㝖䝭䝇䛜Ⓨ⏕䛩䜛ྍ⬟ᛶ䛜᭷䜛  䝺䝫䞊䝖䚸䝎䝑䝅䝳䝪䞊䝗䛾᭦᪂సᴗ䛜↹㞧 %LJ4XHU\䝔䞊䝤䝹䛾ኚ᭦䛜䛒䛳䛯ሙྜ䚸ྛ䝍䜲䝖䝹䛾䝺䝫䞊䝖䛾䛩䜉䛶᭩䛝᥮䛘䛜ᚲせ  䝺䝫䞊䝖䜔䝎䝑䝅䝳䝪䞊䝗䛾䝞䞊䝆䝵䞁⟶⌮ᶵ⬟䛜↓䛟䚸᭱᪂䛾䜒䛾䛛䛹䛖䛛䛿䜽䜶䝸䜢ẚ㍑䛧䛺䛔䛸䜟䛛䜙䛺䛔 ෆ〇%,䝒䞊䝹 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW 䝍䜲䝖䝹&3URMHFW 䝔䞁䝥䝺䞊䝖 3URMHFW FRPPRQ'DVKERDUG FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRPPRQ5HSRUW FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRPPRQ'DVKERDUG FRPPRQ5HSRUW FRS\ 䜰䝘䝸䝇䝖Į 䜰䝘䝸䝇䝖ȕ
11. /RRNHU䜢ᑟධ䛧䛯ゎỴ⟇ 
12. 3URMHFW䜲䞁䝫䞊䝖䛻䜘䜛ඹ㏻ᐃ⩏䝎䝑䝅䝳䝪䞊䝗᱌  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW /RRNHUୖ䛷ඹ㏻ᐃ⩏3URMHFW䜢⟶⌮䛧䚸䛭䜜䜢ಶู䝍䜲䝖䝹䛾/RRNHU3URMHFW䜈䜲䞁䝫䞊䝖䚹 ಶู䝍䜲䝖䝹䛾3URMHFW䛿䝍䜲䝖䝹ẖ䛾%LJ4XHU\䛻᥋⥆䛥䜜䛶䛚䜚䚸䝔䞊䝤䝹䛿䝍䜲䝖䝹䛾䜒䛾䛜฼ ⏝䛥䜜䜛䚹 䝍䜲䝖䝹$ 䝍䜲䝖䝹%
13. /RRNHU䛾3URMHFW䜲䞁䝫䞊䝖䛸䛿䠛  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW ู3URMHFW䛾H[SORUH䜔YLHZ䜢ὶ⏝ฟ᮶䜛䜘䛖䛻䛩䜛ᶵ⬟䚹 ⥅ᢎඛ3URMHFW䛾PDQLIHVW䝣䜯䜲䝹ෆ䛾ORFDORUUHPRWHGHSHQGHQF\䛸䛔䛖タᐃ㡯┠䛻䚸⥅ᢎ ඖ3URMHFW䜢ᣦᐃ䛩䜛஦䛷タᐃ䚹 H[SORUH YLHZ H[SORUH YLHZ 䝍䜲䝖䝹$ 䝍䜲䝖䝹% PDQLIHVW H[SORUH YLHZ PDQLIHVW
14. ORFDOBGHSHQGHQF\䛸䛿䠛  /RRNHU䛾3URMHFW⮬య䜢䜲䞁䝫䞊䝖 PDQLIHVW䝣䜯䜲䝹䛻3URMHFWྡ䜢グධ䛩䜛䛰䛡䛺䛾䛷タᐃ䛜ᴦ  GHYHORSHUPRGH䛾సᴗ⪅䛿ඹ㏻3URMHFW䛾సᴗEUDQFK䜢ኚ䛘䜙䜜䜛ᶒ㝈䜒ᣢ䛳䛶䛚䛟ᚲせ䛜䛒䜛 ඹ㏻3URMHFW䛷సᴗEUDQFK䜢ኚ᭦䛧䛯≧ἣ䜒ಶேẖ䛻䝍䜲䝖䝹ẖ䛾3URMHFW䛻⥅ᢎ䛧䛯≧ែ䛻䛺䛳䛶䛧䜎䛖 ඹ㏻3URMHFW䛾᭦᪂䛜䛒䛳䛯ሙྜ䚸ྛసᴗ⪅䛜⥅ᢎඖ3URMHFW䛾᭦᪂సᴗ䛜ᚲせ 䌄⮬⏤䛻䜲䞁䝫䞊䝖ඖ䛜ኚ᭦䛷䛝䛶䛧䜎䛔䚸⤫ไ䛜ྲྀ䜜䛺䛟䛺䜛䛯䜑୙᥇⏝  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW H[SORUH YLHZ H[SORUH YLHZ H[SORUH YLHZ PDQLIHVWONPO ORFDOBGHSHQGHQF\^ SURMHFWFRPPRQBSURMHFW `
15. UHPRWHBGHSHQGHQF\䛸䛿䠛  /RRNHU䛾3URMHFW䛜⣣௜䛡䜙䜜䛶䛔䜛JLW䝸䝫䝆䝖䝸䜢䜲䞁䝫䞊䝖 PDQLIHVW䝣䜯䜲䝹䛻/RRNHU3URMHFW䜢⟶⌮䛧䛶䛔䜛JLW䝸䝫䝆䝖䝸䛾䝁䝭䝑䝖䝝䝑䝅䝳್䜢タᐃ 䝁䝭䝑䝖䝝䝑䝅䝳್䜢䜲䞁䝫䞊䝖ᑐ㇟䛻ฟ᮶䜛䛾䛷䚸JLWୖ䛾䝍䜾ᶵ⬟ά⏝䛷䝞䞊䝆䝵䞁ᣦᐃྍ⬟ 䌄3URMHFW༢఩䛷ᅛᐃ䛾≧ἣ䜢䜲䞁䝫䞊䝖ฟ᮶䜛䛯䜑⤫⋡䛜ྲྀ䜚䜔䛩䛔䛾䛷᥇⏝  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW H[SORUH YLHZ H[SORUH YLHZ H[SORUH YLHZ PDQLIHVWONPO UHPRWHBGHSHQGHQF\FRPPRQBSURMHFW^ XUOJLW#JLWKXE[[[MSFRPPRQBUHSRJLW UHI[[[[[[[[ `
16. ඹ㏻.*,䝎䝑䝅䝳䝪䞊䝗䜢㓄ᕸ䛩䜛䛻䛿䠛 'DVKERDUG/RRN䛿≉ᐃ3URMHFW䛾H[SORUH䛛䜙స䜙䜜䜛䛯䜑䚸ඹ㏻3URMHFW䛾H[SORUH䛷స䜛䛸ඹ㏻ᐃ ⩏3URMHFW䛾%LJ4XHU\䛻ᅛᐃ䛥䜜䛶䛧䜎䛖 䝍䜲䝖䝹ẖ䛾3URMHFW䛛䜙䛿䛭䛾'DVKERDUG䛻᥋⥆䛩䜛᪉ἲ䛿↓䛔䚹  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW H[SORUH H[SORUH H[SORUH ඹ㏻ศᯒ䝣䜷䝹䝎 ORRN GDVKERDUG
17. /RRN0/'DVKERDUG䛻䜘䜛'DVKERDUG䛾ඹ㏻໬ ඹ㏻ศᯒ䝣䜷䝹䝎䛻స䛳䛯'DVKERDUG䛛䜙/RRN0/'DVKERDUGᐃ⩏䜢ྲྀᚓ䛧䛶ඹ㏻ᐃ⩏3URMHFW䛻 ⨨䛟䛣䛸䛷䚸䜲䞁䝫䞊䝖ඛ䛾3URMHFW䜒/RRN0/'DVKERDUG䜢⥅ᢎ฼⏝ྍ⬟䚹 䜲䞁䝫䞊䝖ඛ䛾/RRN0/'DVKERDUG䛿䚸䜲䞁䝫䞊䝖ඛ3URMHFW䛾%LJTXHU\䜢౑䛖䛣䛸䛻䛺䜛  ඹ㏻ᐃ⩏3URMHFW 䝍䜲䝖䝹$3URMHFW 䝍䜲䝖䝹%3URMHFW H[SORUH ORRNPO GDVKERDUG H[SORUH ORRNPO GDVKERDUG H[SORUH ORRNPO GDVKERDUG ඹ㏻ศᯒ䝣䜷䝹䝎 ORRN GDVKERDUG
18. /RRN0/'DVKERDUG໬䛾㝿䛾ὀពⅬ  /RRN䛾⟶⌮䛿ฟ᮶䛺䛔 䝟䝛䝹䛷䜒'DVKERDUG䛻䛩䜛ᚲせ䛜䛒䜛  ඹ㏻ᐃ⩏3URMHFW H[SORUH ORRNPO GDVKERDUG ඹ㏻ศᯒ䝣䜷䝹䝎 GDVKERDUG ORRN
19. /RRN0/'DVKERDUG໬䛾㝿䛾ὀពⅬ  ᅛ᭷㡯┠䛿/RRN0/'DVKERDUG䝣䜯䜲䝹䛻グ㍕䛧䛺䛔䛣䛸 PRGHOྡ䛿/RRN0/'DVKERDUGᐃ⩏ྲྀᚓ᫬䛻᭩䛔䛶䛒䜛䛾䛷ᚲ䛪ᾘ䛩 ௚䛻䜒⥅ᢎඛ䛻䜘䜚␗䛺䜛್䜢᥇⏝䛧䛯䛔䜒䛾䠄䝍䜲䝖䝹ྡ䜔䝸䝸䞊䝇᪥䛺䛹䠅䛿๐㝖䜔䝕䝣䜷䝹䝖 ್䛻䛩䜛ᚲせ䛜䛒䜛  GDVKERDUGNSLKRXUO\ WLWOHᇶᮏ.3, +RXUO\ OD\RXWQHZVSDSHU HOHPHQWV WLWOH⣼✚$5338 ᾘ㈝ QDPH⣼✚$5338 ᾘ㈝ PRGHOGHQDVJEDVH H[SORUHDUSSXBKRXUO\ W\SHWDEOH ILHOGV>DUSSXBKRXUO\KRXUDUSSXBKRXUO\GDWH DUSSXBKRXUO\DFFXPBDUSSX@ SLYRWV>DUSSXBKRXUO\GDWH@ GDVKERDUGNSLKRXUO\ WLWOHᇶᮏ.3, +RXUO\ OD\RXWQHZVSDSHU HOHPHQWV WLWOH⣼✚$5338 ᾘ㈝ QDPH⣼✚$5338 ᾘ㈝ H[SORUHDUSSXBKRXUO\ W\SHWDEOH ILHOGV>DUSSXBKRXUO\KRXUDUSSXBKRXUO\GDWH DUSSXBKRXUO\DFFXPBDUSSX@ SLYRWV>DUSSXBKRXUO\GDWH@
20. /RRN0/'DVKERDUG໬䛾㝿䛾ὀពⅬ  䝣䜷䝹䝎㝵ᒙ䛾ᶵ⬟䛜↓䛔 /RRN0/'DVKERDUG䜢฼⏝䛩䜛ሙྜ䚸 ORRNHU䛾8,ୖ䛷/RRN0/'DVKERDUGV䛾䝣䜷䝹䝎䛛䜙฼⏝䛩䜛஦䛻䛺䜛 䛧䛛䛧/RRN0/'DVKERDUGV䛿䝍䜲䝖䝹ẖ䛺䛹䛾䝣䜷䝹䝎㝵ᒙ䜢ᣢ䛳䛶䛔䛺䛔Ⅽ䚸/RRN0/ 'DVKERDUG䛜䛩䜉䛶ิᣲ䛥䜜䜛ᙧ䛻䛺䜚䚸㠀ᖖ䛻౑䛔䛻䛟䛔 䌄⊂⮬ORRNHU9LHZHU䝒䞊䝹䛻䜘䜚䚸㝵ᒙ⾲⌧䜢ᐇ⌧ 
21. ෆ〇%,䝒䞊䝹䛛䜙䛾/RRNHU⛣⾜ᐇ⿦䛾䜎䛸䜑  ෆ〇%,䝒䞊䝹䛾ඹ㏻ᐃ⩏䝎䝑䝅䝳䝪䞊䝗䛻䛿䝁䝢䞊㉳ᅉ䛾ㄢ㢟䚸䝞䞊䝆䝵䞁⟶⌮ฟ᮶䛺䛔ၥ㢟 䛜䛒䛳䛯  /RRNHU䛷䛿3URMHFW䜲䞁䝫䞊䝖ᶵ⬟䛻䜘䜚䚸YLHZH[SORUH䜢䝍䜲䝖䝹ẖ䛻ᥦ౪䛩䜛஦䜢ᐇ⌧  UHPRWHBGHSHQGHQF\䛻䜘䜚䚸ඹ㏻໬䛧䛴䛴䝍䜲䝖䝹ഃ䛷䛾ㄗ᧯స䛺䛹䜢ᢚไ䚸䝞䞊䝆䝵䞁⟶⌮䜒 ฟ᮶䜛䜘䛖䛻䛺䛳䛯  'DVKERDUG䛿/RRN0/'DVKERDUG໬䛧䛶ඹ㏻ᐃ⩏3URMHFWୖ䛻⟶⌮䛩䜛஦䛷䚸ྛ䝍䜲䝖䝹䛻⥅ᢎ 䛥䜜䛶฼⏝ฟ᮶䜛䜘䛖䛻䛧䛯 
22. 䝕䞊䝍䝬䞊䝖୙ᅾ᫬䛾/RRN0/㛤Ⓨ 
23. 䝃䝬䝸䞊䝔䞊䝤䝹 䝀䞊䝮஦ᴗ䛾䝕䞊䝍ᇶ┙ᵓᡂ 䛚䛥䜙䛔ྵ䜐 ‡ 䝕䞊䝍䝺䜲䜽䛻*&6䚸䝕䞊䝍䜴䜵䜰䝝䜴䝇䛻%LJ4XHU\䜢᥇⏝ ‡ .3,䜢㞟ィ䛧䜔䛩䛟䛩䜛┠ⓗ䛾䝃䝬䝸䝔䞊䝤䝹䛜Ꮡᅾ ‡ 䛯䛰䛧䚸ྛ✀.3,⏝㏵ '$8䚸188䚸$538HWF 䛻≉໬䛧䛯䝕䞊䝍䝬䞊䝖䛿↓䛧 䝀䞊䝮㛵㐃䝻䜾䜢 䜂䛯䛩䜙᱁⣡ ຍᕤ䞉㞟ィ WUDQVDFWLRQ BVXPPDU\ GDXBVXPPDU\ 䜰䜽䝉䝇㛵㐃䝔䞊䝤䝹 ኎ୖ㛵㐃䝔䞊䝤䝹 
24. ‡ ึᮇᑟධ䛾ẁ㝵䛷䛿䚸%4䛾䝔䞊䝤䝹 YLHZ䛻ᑐᛂ䛥䛫䛶YLHZ䜢సᡂ /RRNHUึᮇᑟධ᫬䛾/RRN0/ᵓᡂ GDXBVXPPDU\YLHZ PHDVXUHGDX^` WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ WUDQVDFWLRQBVXPPDU \YLHZ PHDVXUHㄢ㔠㢠 ^` %LJ4XHU\ /RRNHU YLHZ /RRNHU H[SORUH H[SORUHGDXBVXPPDU\^ MRLQWUDQVDFWLRQBVXPPDU\^` ` 䜰䜽䝉䝇㛵㐃䝔䞊䝤䝹 ኎ୖ㛵㐃䝔䞊䝤䝹 䝔䞊䝤䝹䛻䛴䛝䚸 YLHZ䛜స䜙䜜䜛 
25. ‡ 」ᩘYLHZ䜢䜎䛯䛠ᣦᶆ䜢䛹䛣䛻᭩䛡䜀䜘䛔䛾䛛䜟䛛䜙䜣ၥ㢟 䝔䞊䝤䝹䛸YLHZ䜢ᑐᑐᛂ䛻䛧䛯஦䛻䜘䜛ㄢ㢟䐟 GDXBVXPPDU\YLHZ PHDVXUHGDX^` WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ WUDQVDFWLRQBVXPPDU \YLHZ PHDVXUHㄢ㔠㢠 ^` %LJ4XHU\ /RRNHU YLHZ PHDVXUH$538^ VTOㄢ㔠㢠'$8 ` " " $538 ኎ୖ'$8 䛿䚸䛹䛱䜙䛾 YLHZ䛻᭩䛛䜜䜛䜉䛝䠛䠛 
26. ‡ ୓⬟YLHZH[SORUH䛜⏕䜎䜜䛶䛧䜎䛖ၥ㢟 䝔䞊䝤䝹䛸YLHZ䜢ᑐᑐᛂ䛻䛧䛯஦䛻䜘䜛ㄢ㢟䐠 GDXBVXPPDU\YLHZ PHDVXUHGDX^` PHDVXUHDUSX^` PHDVXUHQXX^` WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ WUDQVDFWLRQBVXPPDU \YLHZ PHDVXUHㄢ㔠㢠 ^` %LJ4XHU\ /RRNHU YLHZ /RRNHU H[SORUH H[SORUHGDXBVXPPDU\^ MRLQWUDQVDFWLRQBVXPPDU\^` MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` MRLQ ` '$8䜒$538䜒188䜒䛬䞊䜣䜆 䛣䛣䛷䛔䛔䜘䛽䠛䠛 䛣䛾H[SORUH䛾ᙺ๭䛳䛶䛺䜣䛰䛳 䛡" ᚲせ䛺䝔䞊䝤䝹䛜䝗䞁䝗䞁 MRLQ䛥 䜜䛶䛔䛳䛶䜛䛡䛹኱୔ኵ" 
27. 䛭䜒䛭䜒䚸䛺䛬䛣䜣䛺ᝎ䜏䛜⏕䜎䜜䜛䛛 ‡ ᪤Ꮡ䝔䞊䝤䝹䛿䚸ᚲ䛪䛧䜒฼⏝⪅䛜ぢ䛯䛔.3,䛤䛸䛻ศ๭䞉タィ䛥䜜䛶䛺䛔 ‡ BVXPPDU\䛸䛔䛖ྡ⛠䛜♧䛩㏻䜚䚸䜰䜽䝉䝇䜔኎ୖ䛻㛵㐃䛩䜛ᵝ䚻䛺㞟ィ䜢ỗ⏝ⓗ 䛻⾜䛘䜛஦䜢ᚿྥ䛧䛯タィᛮ᝿ ‡ 䛣䛾᪉㔪䜢/RRNHU䛷ᘬ䛝䛪䜛䛸䚸䛹䛾YLHZ䛻ᡭ䜢ධ䜜䜛䛛㏞䛔䛜⏕䛨䛯䜚䚸୓⬟ YLHZH[SORUH䛜⇿ㄌ䛧䛶䛧䜎䛖 ‡ ฼⏝⪅䛛䜙ぢ䛯.3, ᙺ๭ 䛤䛸䛻YLHZH[SORUH䜢㓄⨨䛩䜛᪉㔪䛻ኚ᭦ 
28. .3,䛤䛸䛻YLHZH[SORUH䜢ᑐᛂ䛥䛫䜛䛣䛸䛷ゎỴ EDVHGDXBVXPPDU\ YLHZ GLPHQVLRQXVHUBLG WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ EDVHWUDQVDFWLRQBVX PPDU\YLHZ GLPHQVLRQXVHUBLG %LJ4XHU\ /RRNHU YLHZ DUSXYLHZ LQFOXGHEDVH YLHZ GHULYHGBWDEOH^` /RRNHU EDVHYLHZ /RRNHU PRGHO H[SORUHDUSX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` YLHZ䛾䝺䜲䝲䞊䛻EDVH䛸䛔䛖㝵ᒙ䜢స䜚䚸䝔䞊 䝤䝹䛻ᑐᛂ䛥䛫䛯YLHZ䜢㓄⨨ GDXYLHZ LQFOXGHEDVH YLHZ PHDVXUHGDX H[SORUHGDX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` 
29. .3,䛤䛸䛻YLHZH[SORUH䜢ᑐᛂ䛥䛫䜛䛣䛸䛷ゎỴ EDVHGDXBVXPPDU\ YLHZ GLPHQVLRQXVHUBLG WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ EDVHWUDQVDFWLRQBVX PPDU\YLHZ GLPHQVLRQXVHUBLG %LJ4XHU\ /RRNHU YLHZ DUSXYLHZ LQFOXGHEDVH YLHZ GHULYHGBWDEOH^` /RRNHU EDVHYLHZ /RRNHU PRGHO H[SORUHDUSX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` GDXYLHZ LQFOXGHEDVH YLHZ PHDVXUHGDX H[SORUHGDX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` 䞉EDVHYLHZ䛾LQFOXGH䜔GHULYHGBWDEOH䜢⏝䛔 䛶䚸㢮ఝ䛧䛯.3,⩌䜢୍䛴䛾YLHZෆ䛷ᐃ⩏䚹 㛤Ⓨ⪅䛿᪤Ꮡ䝔䞊䝤䝹䛻ᘬ䛝䛪䜙䜜䜛஦↓䛟ᐇ ⿦䛩䜛஦䛜ྍ⬟ 䞉.3,䛤䛸䛻㛤Ⓨ䝯䞁䝞䞊䜢ศ䛡䚸ᐇ⿦ศᢸ 
30. .3,䛤䛸䛻YLHZH[SORUH䜢ᑐᛂ䛥䛫䜛䛣䛸䛷ゎỴ EDVHGDXBVXPPDU\ YLHZ GLPHQVLRQXVHUBLG WUDQVDFWLRQBVXP PDU\ GDXBVXPPDU\ EDVHWUDQVDFWLRQBVX PPDU\YLHZ GLPHQVLRQXVHUBLG %LJ4XHU\ /RRNHU YLHZ DUSXYLHZ LQFOXGHEDVH YLHZ GHULYHGBWDEOH^` /RRNHU EDVHYLHZ /RRNHU PRGHO H[SORUHDUSX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` GDXYLHZ LQFOXGHEDVH YLHZ PHDVXUHGDX H[SORUHGDX^ MRLQ┠ᶆ್⟶⌮䝔䞊䝤䝹^` ` H[SORUH䜒.3,䛻ᑐᛂ䛩䜛஦䛷䚸 ᙺ๭䛜᫂☜䛸䛺䜛䚹 MRLQ䛿ᚲせ᭱ᑠ㝈䛻䚹 
31. 䜎䛸䜑 ‡ 'H1$䛷䛿ෆ〇%,䝒䞊䝹䛛䜙/RRNHU䜈⛣⾜୰ ‡ 3URMHFW䜲䞁䝫䞊䝖 ‡ UHPRWHBGHSHQGHQF\ ‡ /RRN0/'DVKERDUG䛷䛾3URMHFW䜢䜎䛯䛔䛰ᒎ㛤 ‡ /RRN0/㛤Ⓨ䛻䛚䛔䛶䛿䚸᪤Ꮡ䛾䝔䞊䝤䝹ᵓᡂ䛻ᘬ䛝ᦾ䜙䜜㐣䛞䛪䚸.3,ẖ䛻 YLHZH[SORUH䛾ษ䜚᪉䜢ᐃ⩏ 
32. ᐉఏ 
33. %($&21-DSDQ ‡ 䛭䜒䛭䜒'H1$䛜/RRNHUᑟධ䛻㋃䜏ษ䛳䛯⤒⦋䜔䚸௚䛾฼ά⏝஦౛䛺䛹䜢▱䜚䛯䛔᪉ 䛿䚸ᘢ♫ᒾᑿ䛜Ⓩቭ䛩䜛/RRNHU%($&21䜢᫝㠀䛤ぴୗ䛥䛔䟿 30a%($&21-DSDQ ᮏ⦅ 
34. 'H1$ศᯒ㒊䝤䝻䜾 ‡ 'H1$䝕䞊䝍ศᯒ䝤䝻䜾±0HGLXP ‡ 0HGLXPୖ䛷୙ᐃᮇ᭦᪂୰䛷䛩䟿 ‡ 䝀䞊䝮䝞䝷䞁䝇ㄪᩚ ‡ ᅉᯝ᥎ㄽ ‡ ศᯒᇶ┙ ‡ 䝴䞊䝄䞊䝸䝃䞊䝏HWF 
35. I"0IEP䛾0qQjjIg䜰䜹䜴䞁䝖䛷䛿䚸 I"䛾䜶䞁䝆䝙䜰䝸䞁䜾䛻㛵䛩䜛 Ⓩቭ㈨ᩱ䜔䝤䝻䜾䜢⤂௓䛧䛶䛔䜎䛩䟿 䛬䜂0qQjjIg䜢䝣䜷䝻䞊䛧䛶䜏䛶䛟䛰䛥䛔䟿