Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
データ分析の世界で今後必要とされる役割 「Purple People」とは
Search
tama-chang
July 27, 2022
Technology
3.3k
3
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
データ分析の世界で今後必要とされる役割 「Purple People」とは
tama-chang
July 27, 2022
Transcript
59 slides
σʔλੳͷੈքͰࠓޙඞཁͱ͞ΕΔׂ ʮ1VSQMF1FPQMFʯͱ ΞϥΠΞϯε౷ׅ෦ۄҪྭ
ࣗݾհ ۄҪྭʢλϚΠϨΠʣ w ಸྑݝग़ w େࡕࡏॅ w ࠷ۙͷχϡʔε w
ΦΧϯ ͕ΫϥϦωοτ Λश͍࢝Ίͨ
ͦ͏ͩɺژߦ͜͏
#3*"/&/0".#*&/5,:050 https://ambientkyoto.com/
#3*"/&/0".#*&/5,:050
#3*"/&/0".#*&/5,:050
#3*"/&/0".#*&/5,:050 Ώͬ͘Γ͕ͩɺ ৗʹมΘΓଓ͚͍ͯΔ
#3*"/&/0".#*&/5,:050
#3*"/&/0".#*&/5,:050 Ώͬ͘Γ͕ͩɺ ৗʹมΘΓଓ͚͍ͯΔ
#3*"/&/0".#*&/5,:050 https://www.tokyoartbeat.com/articles/-/brianenokyoto_report_20220603
੨ࢵ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/
ࣄͷྫ͑ʹ͏ʁ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωε ٕज़
ࣄͷྫ͑ʹ͏ʁ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωε ٕज़ Purple People
Purple Peopleͱʁ
ॳग़ɿ݄ https://tdwi.org/Blogs/TDWI-Blog/2010/04/Purple-People.aspx
ݴ͍ग़ͬ͠ɿ8BZOF&DLFSTPO https://www.eckerson.com/experts/wayne-eckerson
εϓγΛൽΔ8BZOF&DLFSTPO https://web.archive.org/web/20071012000401/http://www.tdwi.org/display.aspx?ID=7167
εϓγΛൽΔ8BZOF&DLFSTPO https://web.archive.org/web/20071012000401/http://www.tdwi.org/display.aspx?ID=7167 2002
ݪ৭ͦΕͧΕಠཱ͍ͯ͠Δ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωε ٕज़
ݪ৭ͦΕͧΕಠཱ͍ͯ͠Δ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωε ٕज़ ۀք Χϧνϟʔ ΩϟϦΞ
্࢘ ۀք Χϧνϟʔ ΩϟϦΞ ্࢘
྆ํ͕ࠞͬͨ͟ਓ͕ඞཁ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Purple People
σʔλੳͱԿͷͨΊʹΔͷ͔ w σʔλੳϏδωεͷٙʹ͑ΔͨΊͷใΛఏ ڙ͢Δ͜ͱ w σʔλੳج൫μογϡϘʔυΛ։ൃ͢Δ͜ͱ͕ తͰͳ͍ w σʔλੳଞͷ*5Ҏ্ʹϏδωεཧղ͕ඞཁ
1VSQMF1FPQMFͷׂ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωε ٕज़ ◦ Ϗδωεཁ݅ͷఆٛ ×
ੳج൫ͷઃܭ × Ϗδωεཁ݅ͷఆٛ ◦ ੳج൫ͷઃܭ
1VSQMF1FPQMFͷׂ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Purple People
1VSQMF1FPQMFͷׂ http://zokei fi le.musabi.ac.jp/%E4%B8%89%E5%8E%9F%E8%89%B2/ Ϗδωεଆʹɺ ITٕज़ΛͲͷΑ ͏ʹ͍͍͑ ͷ͔ڭ͑Δ ITٕज़ଆ͕ཧ
ղͰ͖ΔΑ͏ ʹϏδωεଆ ͷݴ༿Λม ͢Δ
ੲͷPurple People
ણҡۀͷދɿ'SBODJT$BCPU-PXFMM https://www.youtube.com/watch?v=lKd864WKOug
ણҡۀͷދɿ'SBODJT$BCPU-PXFMM w ϘετϯۀձࣾΛઃཱɺ େܕͷ໖Λ্ཱͪ͛ Δ w ঁੑਓͰૢ࡞Ͱ͖Δ ըظతͳྗ৫ػΛಋೖ w
ख৫ػΛۦஞ͢Δ w ͗ͯ͢͢͝ொͷ໊લʹͳΔ
ੈلͷ1VSQMF1FPQMFɿ1BVM.PPEZ w ࡀ͔Β৫ͱͯ͠Ωϟ ϦΞελʔτ w ࡀͰϩʔΣϧͱྗ৫ ػΛ։ൃ͢Δ w ϩʔΣϧͷϏδωεཁ
݅Λྗ৫ػʹམͱ͠ࠐΉ https://en.wikipedia.org/wiki/Paul_Moody_(inventor)
ݱͷσʔλੳʹ͓͚ΔPurple People
σʔλੳº1VSQMF1FPQMF ͏ྩͰʁ ϙʔϧɾϜʔσΟ
σʔλੳº1VSQMF1FPQMF ʂʁ ϙʔϧɾϜʔσΟ
σʔλੳº1VSQMF1FPQMF 8FUIFQVSQMFQFPQMF ECUMBCT !?
8FUIFQVSQMFQFPQMF https://www.getdbt.com/blog/we-the-purple-people/
σʔλੳνʔϜʹ͓͚Δ1VSQMF1FPQMFͷಛ ৫ͷίϯςΩετΛશମʹڞ༗͢Δ
෦ॺຖʹ՝͕͋Δ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦
෦ॺຖʹ՝͕͋Δ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ച্σʔλ͕ଟ͗ͯ͢ੳͰ͖ͳ͍… ࢪࡦͷޮՌΛӦۀ෦ͷσʔλΛͬͯଌఆ͍ͨ͠… ࣗ෦ॺͷσʔλੳΛऔΓೖΕͯΈ͍ͨ…
෦ॺຖʹ՝͕͋Δ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ച্σʔλ͕ଟ͗ͯ͢ੳͰ͖ͳ͍… ࢪࡦͷޮՌΛӦۀ෦ͷσʔλΛͬͯଌఆ͍ͨ͠… ࣗ෦ॺͷσʔλੳΛऔΓೖΕͯΈ͍ͨ…
1VSQMF1FPQMFαΠϩԽΛյ͢ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ύϙϐϙ
1VSQMF1FPQMFαΠϩԽΛյ͢ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ύϙϐϙ σʔλཧΛࢧԉ͢ΔͰ ॿ͔ΔΘʙ
1VSQMF1FPQMFαΠϩԽΛյ͢ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ύϙϐϙ Ӧۀ σʔλ ͬͯ͑͑ͷΜ…ʁ ͑͑Ͱ
৫શମͰ͑Δ͔͍͞
1VSQMF1FPQMFαΠϩԽΛյ͢ Ӧۀ෦ ϚʔέςΟϯά෦ ։ൃ෦ ύϙϐϙ σʔλੳͷ࢝Ίํ …ڭ͑ͨΖ͔ʁ ϊϋ ͑Βͦ͏ͳ…
Ͱڭ͑ͯ
σʔλੳνʔϜʹ͓͚Δ1VSQMF1FPQMFͷಛ ৫ͷίϯςΩετΛશମʹڞ༗͢Δ ਅͷδΣωϥϦετͰ͋Δ
5ܕਓࡐ
5ܕਓࡐ ࣝɾεΩϧͷ෯ ઐੑ
1VSQMF1FPQMFͷ߹ ࣝɾεΩϧͷ෯
1VSQMF1FPQMFͷ߹ • ྑ͍ҙຯͰઐੑΛ࣋ͨͳ͍ʢҰूதܕʹͳΒͳ͍ʣ • ͦͷ࣌ͷͷલͷϏδωε՝ʹूத͢Δ • ଟछଟ༷ͳϏδωε՝Λղܾ͢Δ ࣝɾεΩϧͷ෯
σʔλੳνʔϜʹ͓͚Δ1VSQMF1FPQMFͷಛ ৫ͷίϯςΩετΛશମʹڞ༗͢Δ ਅͷδΣωϥϦετͰ͋Δ ଟ༷ੑ
1VSQMF5FBNͱ͍͏ͷΛߟ͑ͨ࣌ w ҙਤతʹଟ༷ੑʹΜͩϝϯόʔ w ٕज़ʹڧΊɺίϛϡྗɺۀཧղɺFUD w ʮଟ༷ͳϏδωε՝ʯΛղܾ͢ΔͨΊ
Purple People͕׆༂Ͱ͖Δσʔλੳج൫
ͣΓ Modern Data Stack
ۃݶ·ͰΫϥυʹΒͤΔ
πʔϧͰग़དྷͳ͍͜ͱΛ୲͢Δ w 1VSQMF1FPQMFಉ͜͡ͱΛ܁Γฦ͞ͳ͍ w 1VSQMF1FPQMFπʔϧαʔϏεʹґଘ͠ͳ͍ w ٕज़ৗʹมΘΓଓ͚Δ
࠶ܝ Ώͬ͘Γ͕ͩɺ ৗʹมΘΓଓ͚͍ͯΔ
มԽ͢Δ͜ͱΛڪΕͳ͍Ͱ ࢲۚଐͷࣃंͷΘΓʹֵͷϕϧτΛ͏ͱ͍͏ػߏΛ։ൃ͠ɺ ͦΕถࠃதʹ·ͬͨɻ ϙʔϧɾϜʔσΟ
มԽ͢Δ͜ͱΛڪΕͳ͍Ͱ ͜ͷػߏۚଐͷࣃंΛ͏ΑΓܦࡁతͰɺϝϯςφϯεগͳͯ͘ ࡁΜͩɻᘳͰ͋Δɻ ϙʔϧɾϜʔσΟ
มԽ͢Δ͜ͱΛڪΕͳ͍Ͱ ͔͠͠ɺͦͷޙɺϩʔϓυϥΠϒํࣜͱ͍͏ͷʹऔͬͯΘΒΕͨʜɻ ٕज़ɺΑΓ༏Εͨͷʹɺ͍ͣΕมΘΔͷͩʜɻ ϙʔϧɾϜʔσΟ
มԽ͢Δ͜ͱΛڪΕͳ͍Ͱ େࣄͳͷٕज़ͦͷͷͰͳ͘ɺٕज़Λ͏ଆͩɻ গΑɺมԽ͢Δ͜ͱΛڪΕΔͳ ϙʔϧɾϜʔσΟ
None
More Decks by tama-chang
See All by tama-chang
Transform〜メトリクスレイヤーとは何か? データ分析に必要な「指標」を管理する
cmtamai
0
3.1k
アナリティクスエンジニアとは(What is Analytics Engineer)
cmtamai
1
9.8k
DWH御三家の各特徴と選び方〜SnowflakeとBigQueryとRedshiftと〜
cmtamai
0
11k
禁忌解放~TableauとLookerを連携して究極のBI環境を召喚する
cmtamai
0
3.9k
Lookerはじめの一歩
cmtamai
0
2.6k
Snowflakeはじめの一歩
cmtamai
3
3.3k
スティーブン・セガール出演作品の邦題に「沈黙」がつくかどうか判別する機械学習モデルを作ろうとしてみた
cmtamai
0
1.3k
osaka_tamai.pdf
cmtamai
0
2.2k
スティーブン・セガール出演作品の邦題に「沈黙」がつくかどうか判別する機械学習モデルを作ろうとしてみた
cmtamai
0
1.8k
Other Decks in Technology
See All in Technology
Kiro を使うコツ (頼み方、覚えさせ方、任せ方) | 目指せ Kiro マスター 09
inariku
PRO
3
150
Sonnetだけで業務はまわる?
kintotechdev
1
110
20261113_JAWS_Osaka
takuyay0ne
0
310
Context Ontology Accelerator 入門 (業務データの意味を、AI エージェントに渡す)
inariku
PRO
3
670
並列度を下げたら速くなった — go build の重複コンパイルを実測で見る
tomoaki25
2
1.2k
地域社会の実情からITエンジニアの社会貢献を考える
sms_tech
0
190
田んぼから始まる挑戦 〜新米農家の1年目〜
miu_crescent
PRO
0
240
LLM 基盤と kagent v0 を全部 k8s に入れてみた / Deploy both LLM and kagent v0 in k8s
kota2and3kan
0
180
81天的 AI Agent 軟體開發團隊治理實務分享
regionbbs
0
160
ぼくのClaude Codeの使い方
falken
PRO
4
6.4k
「任されビリティ」で引き受けて「よしなりてぃ」に頼らず任せる / Accept tasks with "makasarebility" and hand them over without relying on "yoshinarily"
pauli
0
300
Context != Context: One window, many lifecycles (AI Native DevCon, Nov 2026)
birgitta410
0
120
Featured
See All Featured
Amusing Abliteration
ianozsvald
1
390
Are puppies a ranking factor?
jonoalderson
2
4.2k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
27k
How People are Using Generative and Agentic AI to Supercharge Their Products, Projects, Services and Value Streams Today
helenjbeal
2
400
Navigating Weather and Climate Data
rabernat
0
590
The Straight Up "How To Draw Better" Workshop
denniskardys
239
140k
AI Search: Implications for SEO and How to Move Forward - #ShenzhenSEOConference
aleyda
1
1.4k
What Being in a Rock Band Can Teach Us About Real World SEO
427marketing
0
1.1k
Designing Powerful Visuals for Engaging Learning
tmiket
1
650
How to audit for AI Accessibility on your Front & Back End
davetheseo
0
640
The B2B funnel & how to create a winning content strategy
katarinadahlin
PRO
1
610
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.9k