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Replacing Data Analysts with AI - Building Data Pipelines and Automating Analysis with Generative AI
MCPサーバーを活用して、複雑だった多段階パイプラインのデータ分析ワークフローを革新する方法をご紹介します。単純にAIを利用してデータ分析を試みる際に失敗する原因を把握し、その解決策としてsemantic layeringをご紹介し、実際の実装戦略をデモンストレーションします。データアナリストの役割が消失するのではなく、どのように進化しているか、どのような能力が必要になるかについて議論いたします。
LINEヤフーTech (LY Corporation Tech) PRO
June 30, 2025
Transcript
70 slides
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BOEEBUBSFMBUJPOTIJQT &YBNQMFDPOUFYUUZQF #VTJOFTTUFSNT -- Users Table users ( user_id: VARCHAR, reg_date: DATE, status: CHAR(1), -- 'A'=Active, 'I'=Inactive msg_count: INTEGER ) &YBNQMFDPOUFYUUZQF r %BUBTDIFNB -- Events Table events ( event_id: VARCHAR, user_id: VARCHAR, date: DATE, type: CHAR(1) -- 'T'=Text, 'M'=Media, 'V'=Voice ) -
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users and events tables. #BETZTUFNQSPNQU XP4FNBOUJD-BZFSJOH 5IFEJGGFSFODFDPOUFYUNBLFT -
#BTJDWT&OIBODFE1SPNQUJOH You are a messenger platform analyst with access to
our messaging database. DATA SCHEMA: - users table: user_id, reg_date, status ('A'=Active, 'I'=Inactive), msg_count - events table: event_id, user_id, date, type ('T'=Text, 'M'=Media, 'V'=Voice) BUSINESS TERMS: • Friend: User that has added AI Assistant as a friend • Free User: User that has agreed to the terms of use of AI Assistant • DAU: Number of unique users that have at least one event log that is not unsubscribe and block Always translate technical codes into business terms and provide strategic insights. (PPETZTUFNQSPNQU X4FNBOUJD-BZFSJOH 5IFEJGGFSFODFDPOUFYUNBLF -
:".-$POGJHVSBUJPO'JMFT business_terms: metrics: friend: description: "6TFSUIBUIBTBEEFE"*"TTJTUBOUBTBGSJFOE” definition: ”events.type=‘add_friend’ exists and
events.type=‘agree’ doesn’t” business_value: "12% of user base generating 67% of platform engagement” ... #VTJOFTTUFSNTˠCVTJOFTT@UFSNTZBNM 4USVDUVSFECVTJOFTTMPHJDEFGJOJUJPO -
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4FSWFS*OUFHSBUJPO&YBNQMF messenger_mcp_server/ ├── main.py ├── server.py ├── semantics/ │ ├──
schema.yaml │ ├── business_terms.yaml │ └── semantic_orchestrator.py └── requirements.txt "EETFNBOUJDTBOEMBZFSTUPTFSWFSDPEF $PEFJNQMFNFOUBUJPOXJUITFNBOUJDUPPMT 4FSWFSOPXVTFTTFNBOUJDTGPSRVFSZQSPDFTTJOHBOESFTQPOTFFOIBODFNFOU -
5SJHHFSTBOE7JFX(FOFSBUJPO messenger_platform_db/ ├── users ├── events ├── schema_metadata ├── business_terms
├── business_intelligence │ ├── daily_metrics │ └── user_segments └── semantic_views ├── dau_view └── engagement_summary "EEDPMMFDUJPOTUSJHHFSTUP%# 3FBMUJNFCVTJOFTTJOUFMMJHFODFVQEBUFT -
5SJHHFSTBOE7JFX(FOFSBUJPO messenger_platform_db/ ├── users ├── events ├── schema_metadata ├── business_terms
├── business_intelligence │ ├── daily_metrics │ └── user_segments └── semantic_views ├── dau_view └── engagement_summary "EEDPMMFDUJPOTUSJHHFSTUP%# 3FBMUJNFCVTJOFTTJOUFMMJHFODFVQEBUFT -
5SJHHFSTBOE7JFX(FOFSBUJPO messenger_platform_db/ ├── users ├── events ├── schema_metadata ├── business_terms
├── business_intelligence │ ├── daily_metrics │ └── user_segments └── semantic_views ├── dau_view └── engagement_summary "EEDPMMFDUJPOTUSJHHFSTUP%# 3FBMUJNFCVTJOFTTJOUFMMJHFODFVQEBUFT -
5SJHHFSTBOE7JFX(FOFSBUJPO messenger_platform_db/ ├── users ├── events ├── schema_metadata ├── business_terms
├── business_intelligence │ ├── daily_metrics │ └── user_segments └── semantic_views ├── dau_view └── engagement_summary "EEDPMMFDUJPOTUSJHHFSTUP%# 3FBMUJNFCVTJOFTTJOUFMMJHFODFVQEBUFT -
5SJHHFSTBOE7JFX(FOFSBUJPO messenger_platform_db/ ├── users ├── events ├── schema_metadata ├── business_terms
├── business_intelligence │ ├── daily_metrics │ └── user_segments └── semantic_views ├── dau_view └── engagement_summary "EEDPMMFDUJPOTUSJHHFSTUP%# 3FBMUJNFCVTJOFTTJOUFMMJHFODFVQEBUFT messenger_mcp_server/ ├── main.py ├── server.py └── requirements.txt .PEJGZTFSWFSDPEF -
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