事業会社における推薦システム開発事例 / recsys-in-wantedly-2022

by Yuya Matsumura

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©2022 Wantedly, Inc. • ଟগͳΓͱ΋௚઀తʹ࢓ࣄʹ׆͖ΔԿ͔ΛಘΒΕΔ͸ͣ • ࣗ෼ͳΓͷํ๏Λशಘ͢Δʹ΋ଞͷࣄྫΛ஌Δ͜ͱ͸ॏཁ • ࣮αʔϏεʹ͓͚ΔਪનγεςϜ։ൃͷࣄྫ͸೔ຊͰ͸·ͩ·ͩগͳ͍ɻެ։͞Ε ͍ͯΔࣄྫ͸΋ͬͱগͳ͍ɻ • ͓ؾ࣋ͪɿۀքͷൃలͷͨΊʹ΋ɺࣗ਎ͷ੒௕ͷͨΊʹ΋ɺࣗ෼ͳΓͷࣄྫΛ࡞Γ ্͛ͯެ։͍͍͖͍ͯͬͯͨͩͨ͠Ͱ͢ɻ A. اۀͰਪનγεςϜΛ։ൃ͢Δ࢓ࣄʹब͘ʢ༧ఆͷʣਓ “͋ͳͨ”͕͜ͷ࿩Λฉ͘ҙٛɾਪનγεςϜʹֶ͍ͭͯͿҙٛ

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©2022 Wantedly, Inc. • ΞΧσϛΞʹਐΉʹ͠Ζɺରরతͳاۀͷ͜ͱΛ஌্ͬͨͰબ୒ͨ͠΄͏͕ྑ͍ɻ • ٯʹɺاۀ΁ͷब৬Λߟ͍͑ͯΔਓ΋ΞΧσϛΞʹ͓͚ΔऔΓ૊ΈΛ΋ͬͱ஌Δ΂͖Ͱ͋Ζ͏ɻ • ΞΧσϛΞͱاۀ͕ڞಉݚڀͳͲͷܗͰίϥϘϨʔγϣϯ͢Δ͜ͱ΋ଟ͍ɻ • ਪનγεςϜͷࠃࡍֶձʢRecSysʣʹ͓͍ͯ΋ɺاۀ͔ΒͷࢀՃऀ͸೥ʑ૿͑ͯ ͓ΓɺݚڀτϐοΫ΋࣮Ԡ༻΁ͷؔ৺͕େ͖͘ͳ͍ͬͯΔɻ B. ΞΧσϛΞͰਪનγεςϜͷݚڀΛߦ͏ʢ༧ఆͷʣਓ IUUQTSFDTZTBDNPSHSFDTZT RecSys2020 ͷWelcomeηογϣϯͷεϥΠυΑΓҾ༻ “͋ͳͨ”͕͜ͷ࿩Λฉ͘ҙٛɾਪનγεςϜʹֶ͍ͭͯͿҙٛ

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©2022 Wantedly, Inc. • ΞϓϦ΍WebαʔϏεʹ͓͚ΔਪનγεςϜͷ׆༻͸ͲΜͲΜਐΜͰ͍ΔͷͰؔΘ Δ͜ͱʹͳΔͰ͋Ζ͏ɻ • ਪનγεςϜΛ׆༻͢ΔϓϩμΫτͷ։ൃ΍ਪનγεςϜΛ։ൃ͢Δਓͱಇ্͘ ͰɺਪનγεςϜͷ͜ͱΛ஌͓ͬͯ͘͜ͱ͸༗༻Ͱ͋Ζ͏ɻ • ͦ΋ͦ΋ຊ೔͓࿩͢ΔΑ͏ͳ࢓ࣄͷਐΊํ͸ਪનγεςϜ։ൃʹݶΒͣɺ޿͘ϓϩ μΫτ։ൃʹద༻Ͱ͖Δ΋ͷ C. ਪનγεςϜ։ൃͰ͸ͳ͍͕اۀͰϓϩμΫτΛ։ൃ͢Δ࢓ࣄʹब͘ʢ༧ఆͷʣਓ “͋ͳͨ”͕͜ͷ࿩Λฉ͘ҙٛɾਪનγεςϜʹֶ͍ͭͯͿҙٛ

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©2022 Wantedly, Inc. • ਪનγεςϜΛ׆༻ͨ͠ϓϩμΫτͷར༻ऀଆͱͯ͠͸࣮֬ʹؔΘΔͰ͋Ζ͏ɻ • Netflix ͸ಈըࢹௌͷ75%͕ਪનܦ༝ • TikTok ͸ϨίϝϯυʢਪનγεςϜʣΛϢʔβʔମݧͷத৺ͱҐஔ͚ͮɺϢʔβʔ޲͚ͷ੡඼ϖʔ δʹϨίϝϯυͷ࢓૊Έʹ͍ͭͯͷઆ໌Λܝࡌ • ਪનγεςϜʹ͍ͭͯ஌͓ͬͯ͘͜ͱͰɺͦͷΑ͏ͳϓϩμΫτͱͷΑΓྑ͍෇͖ ߹͍ํ͕Ͱ͖Δ͔΋͠Εͳ͍ɻ D. ͦΕҎ֎ͷਓʢ͢΂ͯͷਓʣ We have adapted our personalization algorithms to this new scenario in such a way that now 75% of what people watch is from some sort of recommendation. https://netflixtechblog.com/netflix-recommendations-beyond-the-5-stars-part-1-55838468f429 https://newsroom.tiktok.com/ja-jp/how-tiktok-recommends-videos “͋ͳͨ”͕͜ͷ࿩Λฉ͘ҙٛɾਪનγεςϜʹֶ͍ͭͯͿҙٛ

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©2022 Wantedly, Inc. “͋ͳͨ”͕ຊ೔ͷ͓࿩Λฉ͘ҙຯɾਪનγεςϜʹֶ͍ͭͯͿҙຯ • ϓϩμΫτͰਪનγεςϜͷԸܙΛΑΓड͚ΔͨΊͷߦಈ • ͨͱ͑͹ࢲͷ৔߹… • ॻ੶Λങ͏ࡍ͸Ͱ͖Δ͚ͩ Amazon Λར༻͢Δɻଞਓ΁ϓϨθϯτ͢Δ৔߹ͳͲ͸ Amazon Ҏ֎Ͱߪೖ͢Δɻ • ίϯςϯπʹϑΟʔυόοΫʢ఺਺ɺGood or Badɺ… etc.ʣΛ͚ͭΒΕΔ৔߹͸Ͱ͖Δ͚͚ͩͭΔɻ ਪનγεςϜΛ׆༻͢ΔϓϩμΫτͱͷΑΓྑ͍෇͖߹͍ํ

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©2022 Wantedly, Inc. “͋ͳͨ”͕ຊ೔ͷ͓࿩Λฉ͘ҙຯɾਪનγεςϜʹֶ͍ͭͯͿҙຯ • ϓϩμΫτʹར༻͞ΕΔσʔλΛద੾ʹϚωδϝϯτͯ͠ෆརӹΛඃΒͳ͍Α͏ʹ • ͲΜͳσʔλ͕ͲͷΑ͏ʹ׆༻͞Ε͍ͯΔ͔͸ϓϩμΫτ͝ͱʹެ։͞Ε͍ͯΔ • ࣮ࡍʹར༻͞Ε͍ͯΔσʔλΛ։ࣔͰ͖ΔϓϩμΫτ΋ • ͓͢͢ΊͷΞϧΰϦζϜʹ࢖༻͞Εͨ͘ͳ͍աڈͷߪೖ඼Λબ୒ ਪનγεςϜΛ׆༻͢ΔϓϩμΫτͱͷΑΓྑ͍෇͖߹͍ํ https://www.netflix.com/account/getmyinfo https://service-terms.wantedly.com/privacy_policy/ja_JP https://www.amazon.co.jp/gp/yourstore/iyr?collection=purchased&ref_=pd_ys_iyr_nort

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©2022 Wantedly, Inc. ձࣾ঺հ "γΰτͰίίϩΦυϧͻͱΛ;΍͢" "CREATE A WORLD WHERE WORK DRIVES PASSION" 4 © 2021 Wantedly, Inc. Create A World Where Work Drives Passion. γΰτͰίίϩΦυϧͻͱΛ;΍͢ OUR MISSION ࢲͨͪͷϛογϣϯ WHY ʛࢲͨͪͷϛογϣϯղܾ͍ͨ͠՝୊

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©2022 Wantedly, Inc. 9 © 2021 Wantedly, Inc. WHAT ʛݸਓ޲͚αʔϏε๏ਓ޲͚αʔϏε ձࣾʹ༡ͼʹߦ͜͏ ňΧδϡΞϧ໘ஊʯͱ͍͏࢓ࣄ୳͠ͷ৽ج४ w ਓͱνʔϜΛʮ૝͍ʯͰϚονϯά w ň࿩Λฉ͖ʹߦ͘ʯମݧΛ௨ͯ͡ϑϥοτͳग़ձ͍Λ૑ग़ ਐԽΛଓ͚Δ6*ͱج൫ w ίϯςϯπ͕ө͑ΔϞμϯͰγϯϓϧͳ6*දݱ w ΑΓຊ࣭తͳϚονϯάΛՄೳʹ͢ΔਪનΞϧΰϦζϜ ఏڙϓϩμΫτ ݸਓ޲͚

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©2022 Wantedly, Inc. 10 © 2021 Wantedly, Inc. WHAT ʛݸਓ޲͚αʔϏε๏ਓ޲͚αʔϏε ग़ձ͍Λه࿥͠ɺ ׆༂Λڞ༗ ఏڙϓϩμΫτ ݸਓ޲͚ ࣌ؒͱͱ΋ʹਓ຺͕ਂ·Δ w ϓϩϑΟʔϧͷߋ৽৘ใΛϦΞϧλΠϜͰڞ༗ w ࢓ࣄͰͭͳ͕ͬͨ૬खͷۙگɾ׆༂͕Θ͔Δ ৘ใઃܭͷ௥ٻͱٕज़త௅ઓ w ͭͳ͕ͬͨ૬खͷΠϕϯτΛҰཡͰ͖ΔλΠϜϥΠϯͷઃܭ w ͭͳ͕ΓͷਪનͳͲॏཁͳػցֶशλεΫΛϚΠΫϩαʔϏεԽ

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©2022 Wantedly, Inc. اۀɿ΢ΥϯςουϦʔͬͯ͜Μͳײ͡ • “γΰτͰίίϩΦυϧͻͱΛ;΍͢”ͨΊʹϏδωεSNS Wantedly Λ։ൃɾӡӦ • 2017೥9݄ʹϚβʔζ্৔ɺݱࡏͷࣾһ਺͸100ਓͪΐ͍ɺ։ൃνʔϜ͸൒෼ऑ΄Ͳ • ͍ΘΏΔσʔλαΠΤϯςΟετ͸5໊ • ݱࡏͷαʔϏεͷొ࿥Ϣʔβʔ਺339ສਓɺొ࿥اۀ਺͸4.2ສࣾͰ೥ʑ૿Ճ • ਪનγεςϜ։ൃʹେ͖͘ྗΛೖΕ࢝Ίͨͷ͸͜͜਺೥ • ࠷ۙ͸ਪનγεςϜʹΑΔϚονϯάମݧΛϓϩμΫτͷڧΈʹʢ͍͖͍ͯͨ͠ʣ https://corporate-site-wantedly.s3.amazonaws.com/uploads/ir_entry/pdf/ 578/2022%E5%B9%B48%E6%9C%88%E6%9C%9FQ2%E6%B1%BA%E7%AE%97%E8%AA%AC%E6%98%8E%E8%B3%87%E6%96%99.pdf

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©2022 Wantedly, Inc. ਓɿদଜͬͯ͜Μͳײ͡ • ֶੜ࣌୅͸ژ౎େֶʹͯਪનγεςϜɾݕࡧγεςϜͷݚڀɺम࢜՝ఔΛमྃ • 2018೥ʹ΢ΥϯςουϦʔʹ Visit 1ਓ໨ͷσʔλαΠΤϯςΟετͱͯ͠ೖࣾ • ΠϯλʔϯͰਪનγεςϜ։ൃΛͨ͠ମݧ͕ͱͯ΋ָ͔ͬͨ͠ͷͰܾஅ • ೖࣾ࣌఺Ͱͷ Visit ͷਪનγεςϜ͸େมφΠʔϒͳ΋ͷͰ͋ͬͨ͠ࣄྫ΋΄ͱΜͲͳ͔ͬͨͨΊɺͦ ΋ͦ΋Ͳ͏΍ͬͯਪનγεςϜΛ։ൃ͢΂͖͔ࣾ಺ͷϨʔϧΛෑ͘ͱ͜Ζ͔Βελʔτ • ਪનγεςϜɾݕࡧγεςϜɾػցֶशͳͲʹؔ৺ • ࠷ۙ͸࣮ࡍʹίʔυΛॻ͘ΑΓ΋ɺ՝୊ղܾͷͨΊʹͲͷΑ͏ʹMLΛத৺ͱٕͨ͠ ज़ΛϓϩμΫτʹऔΓೖΕΔ͔Λߟ͑Δۀ຿͕ϝΠϯʢMLPdMʣ

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It is often necessary to make choices without sufficient personal experience of the alternatives. In everyday life, we rely on recommendations from other people either by word of mouth, recommendation letters, movie and book reviews printed in newspapers, or general surveys such as Zagat’s restaurant guides. Recommender systems assist and augment this natural social process. ਪનγεςϜͱ͸ [Resnick+ 97] ࣗ෼ͷܦݧ͔ΒͷΈͰ͸͋·ΓΑ͘Θ͔Βͳ͍΋ͷͷத͔ΒɼͲ͏ ͯ͠΋ͲΕ͔Λબ͹ͳ͚Ε͹ͳΒͳ͍ͱ͍͏͜ͱ͸Α͋͘Δɻ͜ͷ Α͏ͳࡍΘͨͨͪ͠͸ɼޱίϛɼਪનঢ়ɼ ৽ฉͷॻධ΍өըධɼϨ ετϥϯΨΠυͳͲͷଞਓ͔ΒͷਪનʹཔΔ͜ͱΛ೔ৗతʹߦͬͯ ͍Δɻ ਪનγεςϜͱ͸ɼ͜͏ͨࣾ͠ձͰී௨ʹߦΘΕ͍ͯΔҰ࿈ ͷߦҝΛิॿͨ͠Γɼଅਐͨ͠Γ͢Δ΋ͷͰ͋Δɻ [Resnick 97] P. Resnick and H. R. Varian. Recommender systems. Communications of the ACM, Vol. 40, No. 3, pp. 56–58, 1997.

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Recommenders: Tools to help identify worthwhile stuff ਪનγεςϜͱ͸ [Konstan+ 03] ਪનγεςϜ: ͲΕ͕Ձ஋ͷ͋Δ΋ͷ͔ಛఆ͢ΔͷΛॿ͚Δಓ۩ [Konstan 03] J. A. Konstan and J. Riedl. Recommender systems: Collaborating in commerce and communities. In Proc. of the SIGCHI Conf. on Human Factors in Computing Systems, Tutorial, 2003.

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ಛఆͷϢʔβͷᅂ޷ʹ ߹ͬͨ঎඼ͷਪન (amazon.co.jp) 2020೥10݄4೔ʹεΫϦʔϯγϣοτऔಘ ਪનγεςϜͷ࣮ྫᶃ

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ྨࣅɾؔ࿈঎඼ ͷਪન ଞͷϢʔβʹΑΔධՁ (amazon.co.jp) 2018೥8݄10೔ʹεΫϦʔϯγϣοτऔಘ ਪનγεςϜͷ࣮ྫᶄ

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ਓؾ঎඼ͷਪન ৽ண঎඼ͷਪન (amazon.co.jp) 2018೥8݄10೔ʹεΫϦʔϯγϣοτऔಘ ਪનγεςϜͷ࣮ྫᶅ

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Recommenders: Tools to help identify worthwhile stuff ࠶ܝɿਪનγεςϜͱ͸ [Konstan+ 03] ਪનγεςϜ: ͲΕ͕Ձ஋ͷ͋Δ΋ͷ͔ಛఆ͢ΔͷΛॿ͚Δಓ۩ [Konstan 03] J. A. Konstan and J. Riedl. Recommender systems: Collaborating in commerce and communities. In Proc. of the SIGCHI Conf. on Human Factors in Computing Systems, Tutorial, 2003.

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ਪનγεςϜͱ͸ Everything is a Recommendation https://netflixtechblog.com/netflix-recommendations-beyond-the-5-stars-part-1-55838468f429

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©2022 Wantedly, Inc. ͳͥ Wantedly ʹ͓͍ͯਪનγεςϜ͕ඞཁͳͷ͔ • ձࣾʢΞΠςϜʣͷ਺͸ඇৗʹଟ͘ɺϢʔβ͕͢΂ͯͷձࣾΛۛຯ্ͨ͠Ͱࣗ෼ʹϚο νͨ͠΋ͷΛબͿͷ͸ࠔ೉ • αʔϏε಺ͷϢʔβ΍ձࣾͷ਺ͷ૿Ճʹ൐͍࣭΋༷ʑʹͳΓෳࡶԽɻϢʔβ͕ࣗ਎ͷᅂ ޷Λద੾ʹදݱ͢Δͷ͸೉͘͠ɺͦΕʹج͍ͮͯϚονͨ͠ձࣾΛࣗྗͰ୳͢ͷ΋ࠔ೉ • αʔϏεͷঢ়گ΍ੈͷதͷঢ়گʹԠͯ͡ྔ΋࣭΋มԽ͠ଓ͚Δ

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©2022 Wantedly, Inc. Ϣʔβ͝ͱʹ࠷దԽ͞Εͨձࣾͷਪન τοϓϖʔδܦ༝ͷ ݄ؒԠื਺͕৳ͼ೰Ή ͜Ε͸౰࣌ͷτοϓϖʔδͰ͸ʮ୯७ͳCVR ༧ଌͰશһʹಉ͡ืूΛਪન͍ͯ͠Δʯ ͜ͱ͕ݪҼͩͱߟ͑ɺʮϢʔβͷաڈͷߦಈϩάͳͲΛར༻ͯͦ͠ΕͧΕͷϢʔβͷ ᅂ޷ʹ߹ͬͨձࣾΛਪન͢Δʯ͜ͱͰ໰୊ͷղܾΛࢼΈͨɻ Ԡื͕Ұ෦ͷਓؾͷձࣾʹ ूதͯ͠͠·͍ͬͯΔ ͳͲͷ໰୊͕͋ͬͨ

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©2022 Wantedly, Inc. Ϣʔβ͝ͱʹ࠷దԽ͞Εͨձࣾͷਪન • ॳΊͯͷύʔιφϥΠδϯάಋೖ࣌͸ɺେ͖͍มߋͰίετ΋ߴ͍ͨΊɺ୯७ͳϝϞ ϦϕʔεͷϢʔβؒܕڠௐϑΟϧλϦϯάΛૉૣ͘ಋೖͯ͠ݕূͨ͠ɻ • τοϓϖʔδܦ༝ͷԠื਺΍Ԡื͞ΕΔձࣾͷ਺͕༗ҙʹվળͨͨ͠Ίຊ൪ಋೖ • ࣍ͷվળͷλΠϛϯάͰ͸୯७ͳߦྻ෼ղͷख๏ʢϞσϧϕʔεͷڠௐϑΟϧλϦϯ άʣΛར༻ɻ • վળΛॏͶɺݱࡏ͸ΑΓߴ౓ͳػցֶशϕʔεͷΞϧΰϦζϜΛར༻͍ͯ͠Δɻ

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©2022 Wantedly, Inc. ϢʔβͷʮڵຯʯʹΑΔϚονϯά ৽نϢʔβʹΑΔ ݄ؒԠื਺͕৳ͼ೰Ή ͳͲͷ໰୊͕͋ͬͨ ͜Ε͸౰࣌ͷ৽نొ࿥ͷϑϩʔͰ͸Ϣʔβͷᅂ޷Λද͢৘ใΛे෼ʹऔಘͰ͖͓ͯΒͣ ʮొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾϢʔβʹϚον͍ͯ͠ͳ͍ʯ͜ͱ͕ݪҼͩͱߟ͑ʢίʔ ϧυελʔτ໰୊ʣɺʮొ࿥࣌ʹऔಘ͢Δ৘ใΛ૿΍͠ɺͦΕΛར༻ͯ͠ొ࿥௚ޙ͙͢ ʹͦΕͧΕͷϢʔβͷᅂ޷ʹ߹ͬͨձࣾΛਪન͢Δʯ͜ͱͰ໰୊ͷղܾΛࢼΈͨɻ

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©2022 Wantedly, Inc. ϢʔβͷʮڵຯʯʹΑΔϚονϯά • ϢʔβͷϓϩϑΟʔϧ৘ใ΍ձࣾͷืू৘ใΛղੳͯ͠ɺձࣾ୳͠ͷ࣠ͱͳΓϢʔβͷᅂ ޷ΛදݱͰ͖ͦ͏ͳʮڵຯʯͱಡΜͰ͍ΔΩʔϫʔυΛநग़ • ߦಈϩά͕ͳ͍৽نϢʔβʹରͯ͠΋ɺબ୒ͨ͠ʮڵຯʯʹԠͯ͡ద੾ͳձ͕ࣾొ࿥௚ޙ ʹਪન͞ΕΔΑ͏ͳΞϧΰϦζϜͷ։ൃ • ʮڵຯʯʹؔ࿈͢ΔձࣾΛਪન͢Δ಺༰ϕʔεϑΟϧλϦϯάʢ≠ ڠௐϑΟϧλϦϯάʣ • ҰൠతʹϢʔβొ࿥࣌ͷೖྗྔ͕૿͑Δͱ཭୤͕૿Ճͯ͠͠·͏͕ɺͦΕҎ্ͷޮՌ͕͋ Δͱظ଴ • Netflix ΍ Spotify ͕ྨࣅ͢ΔػೳΛఏڙ͍ͯ͠Δɻ • ৘ใΛೖྗ͢Ε͹͍͍ίϯςϯπ͕ਪન͞ΕΔ͸͔ͣͩΒೖྗ͠Α͏ͱ͍͏ߟ͕͑޿·Γͭͭ͋Δɻ

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©2022 Wantedly, Inc. • ՄೳͳΒ͹͋Δఔ౓ͷେ͖͞ͷཻ౓ʹམͱ͠ࠐΜͰ͓͘ɻ • େ͖ա͗ΔˠݪҼಛఆ͕೉͘͠ͳͬͨΓղܾࡦ͕൚༻తʹͳΓա͗ͯΠϯύΫτ͕খ͘͞ • খ͞ա͗Δˠղܾࡦ͕ಛघʹͳΓա͗ͯΠϯύΫτ͕খ͘͞ • ϓϩδΣΫτͷ੒൱ͷ൑அج४ʹ΋ͳΔͨΊͰ͖Δ͚ͩఆྔతʹ ਪનγεςϜ։ൃͷྲྀΕ 1. ϓϩμΫτ্ͷ໰୊ൃݟɾೝࣝ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ݄ؒԠื਺͕2ສগͳ͍ ↓

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©2022 Wantedly, Inc. • SQL Λୟ͍ͯσʔλΛूܭͨ͠Γ BI πʔϧΛۦ࢖ͯ͠໰୊Λൃݟ • Ϣʔβͷηάϝϯτ΍ߦಈܦ࿏͝ͱʹݟ͍ͯ͘ͳͲͯ͠໰୊Λ෼ղ ਪનγεςϜ։ൃͷྲྀΕ 1. ϓϩμΫτ্ͷ໰୊ൃݟɾೝࣝ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ݄ؒԠื਺͕2ສগͳ͍ ↓

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©2022 Wantedly, Inc. • ໰୊͕ͳͥى͖͍ͯΔ͔ΛఆྔɾఆੑΞϓϩʔνͰಛఆ • ఆྔɿΞϯέʔτɺϢʔβσʔλ΍ߦಈϩάͷ෼ੳ etc. • ఆੑɿϢʔβΠϯλϏϡʔɺSNSΤΰαɺࢢ৔ௐࠪɺϢʔβͱͯࣗࣾ͠αʔϏεΛ࢖ͬͯΈΔɺڝ߹αʔ ϏεΛ࢖ͬͯΈΔɺ͜Ε·ͰഓΘΕͨܦݧ etc. ਪનγεςϜ։ൃͷྲྀΕ 2. ໰୊ͷݪҼಛఆ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ໰୊ͷݪҼ • ొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾඍົ • ొ࿥ϑϩʔʹόά͕ଘࡏ • ڝ߹αʔϏε͕ΩϟϯϖʔϯΛ࣮ࢪ

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©2022 Wantedly, Inc. • ఆྔΞϓϩʔνͱఆੑΞϓϩʔνΛิ׬͠߹͏͜ͱͰಛఆͨ͠ݪҼͷ֬౓ΛߴΊΔɻ • ఆྔˠఆੑɿߦಈϩάΛ෼ੳͯ͠஌Γಘͨࣄ࣮ΛϢʔβΠϯλϏϡʔΛ࣮ࢪͯ֬͠ೝ • ఆੑˠఆྔɿSNSʹ౤ߘ͞Ε͍ͯͯ஌Γಘͨࣄ࣮Λ࣮ࡍͷߦಈϩάΛ෼ੳͯ֬͠ೝ ਪનγεςϜ։ൃͷྲྀΕ 2. ໰୊ͷݪҼಛఆ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ໰୊ͷݪҼ • ొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾඍົ • ొ࿥ϑϩʔʹόά͕ଘࡏ • ڝ߹αʔϏε͕ΩϟϯϖʔϯΛ࣮ࢪ

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©2022 Wantedly, Inc. • ಛఆͨ͠ݪҼΛղܾ͠ಘΔ՝୊ΛఆٛɾղܾࡦΛཱҊ • ಛఆͨ͠ෳ਺ͷݪҼͷதͰ΋ɺղܾͨ͠ࡍͷΠϯύΫτʢ޿͞×ਂ͞ʣ΍ղܾՄೳੑͷߴ͍΋ͷ Λ༏ઌ ਪનγεςϜ։ൃͷྲྀΕ 3. ՝୊ఆٛɾղܾࡦͷཱҊ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ໰୊ͷݪҼ • ొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾඍົ • ొ࿥ϑϩʔʹόά͕ଘࡏ • ڝ߹αʔϏε͕ΩϟϯϖʔϯΛ࣮ࢪ ՝୊ɾղܾࡦ • ొ࿥௚ޙʹ͸αʔϏε಺ͰਓؾͳॱͰձࣾΛਪન • ొ࿥࣌ͷೖྗ৘ใΛ૿΍͢͜ͱͰɺొ࿥௚ޙͰ΋ Ϣʔβͷᅂ޷ʹ߹ͬͨձࣾΛਪન

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©2022 Wantedly, Inc. • ෳ਺ͷ՝୊ɾղܾࡦͷத͔ΒɺΠϯύΫτͷେ͖͞΍͔͔Δίετɺ໰୊ͷݪҼղফͷ֬౓ͳͲ ͷ؍఺͔ΒऔΓ૊Ή΋ͷΛબ୒ • ਪનγεςϜ͸͋͘·ͰखஈͷҰͭʹա͗ͳ͍ͷͰͩ͜ΘΓա͗ͳ͍ɻ • ͋Δ՝୊Ͱ໰୊ͷݪҼ͕ղফ͞ΕΔͱ͍͏ͷ͸͋͘·ͰԾઆͳͷͰɺߟ͑ա͗ΔΑΓ͍Ζ͍Ζݕূ͍ͯ͠ ͘͜ͱ͕ॏཁ ਪનγεςϜ։ൃͷྲྀΕ 3. ՝୊ఆٛɾղܾࡦͷཱҊ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ ཧ૝ɾ໨ඪ Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺10ສ ݱঢ় Ϣʔβʔ͔Βձࣾ΁ͷ ݄ؒԠื਺8ສ Ϊϟοϓ = ໰୊ ໰୊ͷݪҼ • ొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾඍົ • ొ࿥ϑϩʔʹόά͕ଘࡏ • ڝ߹αʔϏε͕ΩϟϯϖʔϯΛ࣮ࢪ ՝୊ɾղܾࡦ • ొ࿥௚ޙʹ͸αʔϏε಺ͰਓؾͳॱͰձࣾΛਪન • ొ࿥࣌ͷೖྗ৘ใΛ૿΍͢͜ͱͰɺొ࿥௚ޙͰ΋ Ϣʔβͷᅂ޷ʹ߹ͬͨձࣾΛਪન

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©2022 Wantedly, Inc. • ՝୊͕ղܾ͞Εɺ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶΛݴޠԽ • ͕͜͜ᐆດͩͱɺղܾࡦΛ࣮ߦͨ͠ࡍʹ໰୊ͷݪҼ͕ղফ͞Εͨͷ͔൑அͰ͖ͳ͘ͳΔɻ • τϨʔυΦϑ͕͋Δ৔߹͸ಉ࣌ʹݴޠԽ͓ͯ͘͠ɻ ਪનγεςϜ։ൃͷྲྀΕ 3. ՝୊ఆٛɾղܾࡦͷཱҊ ৽نϢʔβʹΑΔ ݄ؒԠื਺͕1.5ສগͳ͍ Ϊϟοϓ = ໰୊ ໰୊ͷݪҼ • ొ࿥௚ޙʹਪન͞ΕΔձ͕ࣾඍົ ՝୊ɾղܾࡦ • ొ࿥࣌ͷೖྗ৘ใΛ૿΍͢͜ͱͰɺొ࿥௚ޙͰ΋ Ϣʔβͷᅂ޷ʹ߹ͬͨձࣾΛਪન • ొ࿥௚ޙʹԠื͢ΔϢʔβ਺͕20%Ҏ্૿Ճ͢Δɻ • ৽نϢʔβʹΑΔ݄ؒԠื਺͕0.5ສҎ্૿Ճ͢Δɻ • ొ࿥࣌ͷ৘ใೖྗը໘Ͱ཭୤͢ΔϢʔβ͕10%Ҏ্૿ Ճ͠ͳ͍ɻ ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶ

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©2022 Wantedly, Inc. • ఆٛͨ͠՝୊ΛղܾɺղܾࡦΛ࣮ߦ • ػೳ։ൃɺػցֶशͳͲΛ༻͍ͨਪનϞσϧͷվળ etc. • ϓϩδΣΫτͷΰʔϧͱͳΔݴޠԽͨ͠ʮ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶʯΛৗʹҙࣝ • ղܾࡦ͚ͩʹҙ͕ࣝدΓա͗Δͱɺ։ൃ͕ͨ͠໨తΛୡͤΒΕͳ͍ɻखஈΛ໨తԽ͠ͳ͍ɻ • ࠷৽ͷٕज़ΛͱΓ͋͑ͣಋೖͯ͠ΈΔɺͱ͔Λ΍ΔͱΑࣦ͘ഊ͢Δʢؾ࣋ͪ͸ͱͯ΋ϫΧϧʣɻ • ίετΛ͔͚ա͗ͳ͍ɻଥ౰ͳ࣮ݱํ๏Λ໛ࡧ͢Δɻ • ͋Δఔ౓ͷঢ়ଶͰϦϦʔεͯ͠ޙ͔ΒվળͳͲͷબ୒ࢶ΋͋Δɻ ਪનγεςϜ։ൃͷྲྀΕ 4. ՝୊ղܾɾղܾࡦͷ࣮ߦ

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©2022 Wantedly, Inc. • ϓϩδΣΫτͷΰʔϧͱͳΔʮ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶʯʹԊͬͨධՁΛ࣮ࢪ • ػೳΛ࡞ΔɺਪનΞϧΰϦζϜΛϦϦʔε͢Δ͜ͱ͕໨తͰ͸ͳ͍ɻ • ΦϑϥΠϯධՁˠΦϯϥΠϯධՁͱ͍͏ॱʹ࣮ࢪ ਪનγεςϜ։ൃͷྲྀΕ 5. ධՁ • ొ࿥௚ޙʹԠื͢ΔϢʔβ਺͕20%Ҏ্૿Ճ͢Δɻ • ৽نϢʔβʹΑΔ݄ؒԠื਺͕0.5ສҎ্૿Ճ͢Δɻ • ొ࿥࣌ͷ৘ใೖྗը໘Ͱ཭୤͢ΔϢʔβ͕10%Ҏ্૿ Ճ͠ͳ͍ɻ ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶ

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©2022 Wantedly, Inc. • ΦϑϥΠϯධՁ • աڈͷσʔλʹج͍ͮͯɺ࣍ͷΦϯϥΠϯධՁʹճ͍͍ͯ͠඼࣭͔Ͳ͏͔ݕূ • ఆྔ • ఆΊͨධՁࢦඪ͕ϕʔεϥΠϯΑΓ΋ఆΊͨج४Ҏ্վળ͍ͯ͠Δ͔֬ೝ • ఆΊͨධՁࢦඪˠ࠷ॏཁͳࢦඪʢԠื਺ʣҎ֎ʹ΋ϓϩμΫτతʹॏཁͳࢦඪ΋ೖΕࠐΉʢϢʔβʹਪન͞ΕΔا ۀͷଟ༷ੑɺԠื͞ΕΔاۀͷ਺ etc.ʣ • ఆੑ • ࣮ࡍʹϢʔβʹදࣔ͞ΕΔਪન݁ՌΛ͍͔ͭ͘໨Ͱݟͯ֬ೝ • ͜͜Ͱࢥ͍͕͚ͳ͍ߟྀ࿙Ε͕ݟ͔ͭΔ͜ͱ΋ • ඼࣭͕଍Γͳ͍৔߹͸ɺʮ4. ՝୊ղܾɾղܾࡦͷ࣮ߦʯʹ໭ͬͯ඼࣭޲্ʹ޲͚ͯ࠶νϟϨϯδ ਪનγεςϜ։ൃͷྲྀΕ 5. ධՁ

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©2022 Wantedly, Inc. • ΦϯϥΠϯධՁ • ʢҰ෦ͷʣϢʔβʹର࣮ͯ͠ࡍʹϦϦʔεͯ͠໰୊ͷݪҼ͕ղফ͞ΕΔ͔ݕূ • AB ςετɺInterleaving ͳͲͷख๏Λར༻ • ఆྔ • ఆΊͨධՁࢦඪ͕ϕʔεϥΠϯΑΓ΋ఆΊͨج४Ҏ্վળ͍ͯ͠Δ͔֬ೝ • ఆੑ • ࣮ࡍʹϢʔβʹදࣔ͞Εͨਪન݁ՌΛ͍͔ͭ͘໨Ͱݟͯ֬ೝ • ߦಈϩάͳͲ΋ோΊͯΈΔͱྑ͍ɻ • ඼࣭͕଍Γͳ͍৔߹͸ɺʮ4. ՝୊ղܾɾղܾࡦͷ࣮ߦʯʹ໭ͬͯ඼࣭޲্ʹ޲͚ͯ࠶νϟϨϯδɺ͋Δ͍ ͸Ծઆ͕ਖ਼͘͠ͳ͘ํ਑స׵͕ඞཁͳ৔߹͸ʮ3. ՝୊ఆٛɾղܾࡦͷཱҊʯ͔Β΍Γ௚͢ ਪનγεςϜ։ൃͷྲྀΕ 5. ධՁ

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©2022 Wantedly, Inc. • ධՁͷ޻ఔͰ඼࣭Λ֬ೝͰ͖ͨΒ͍Α͍Αશମʹద༻ͨ͠ϦϦʔεɾӡ༻Λ։࢝ • ϦϦʔεޙʹ΋໨తͰ͋Δ໰୊͕ղফ͞Ε͍ͯΔ͔ඞͣ֬ೝ͢Δɻ • ΦϯϥΠϯςετ͚ͩͰऴΘΒͳ͍ɻΦϯϥΠϯςετ͸͋͘·ͰΦϯϥΠϯςετͳͷͰɺશମద༻࣌ ͱ͸ҟͳΔಈ͖Λ͢ΔՄೳੑ΋൱ఆͰ͖ͳ͍ɻ • ແࣄʹʮ໰୊ͷݪҼ͕ղফ͞Εͨঢ়ଶʯ͕ୡ੒ΒΕͨΒϓϩδΣΫτ͸੒ޭ • ܧଓతͳϞχλϦϯάΛߦ͏ɻ • ঢ়گ͕มΘΔ͜ͱͰҟͳΔಈ͖Λ͢Δ͜ͱ΋ • ػցֶशΛ༻͍ΔࡍͳͲ͸ɺֶशϩά΍༧ଌ݁ՌͷධՁ஋ͳͲ΋ܧଓతʹ֬ೝ͢Δɻσʔλͷ܏޲͕มΘ Δ͜ͱͰؾ͍ͮͨΒֶश͕͏·͍͔͘ͳ͘ͳ͍ͬͯΔ͜ͱͳͲ΋͠͹͠͹ ਪનγεςϜ։ൃͷྲྀΕ 6. ӡ༻

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©2022 Wantedly, Inc. σʔλαΠΤϯςΟετͱ͸ https://www.datascientist.or.jp/symp/2021/pdf/20211116_1400-1600_skill.pdf Ϣʔβͷ՝୊Λղܾͯ͠ϓϩμΫτ/ࣄۀ໨ඪΛୡ੒͢Δ͜ͱ͕ॏཁ ͲΕ͔͕͚ܽͯ͸ୡ੒Ͱ͖ͳ͍ ΋ͪΖΜݸਓͰ͸ͳ͘νʔϜͰิ׬͋ͬͯ͠΋Α͍ ໨ඪΛୡ੒͠͏ΔϢʔβ ͷ՝୊Λఆٛ σʔλΛ׆༻ͯ͠Ϣʔβͷ՝୊ Λղܾ͠͏ΔՁ஋Λ૑ग़ ࣮ࡍʹϢʔβʹՁ஋Λ ಧ͚ͯ՝୊Λղܾ

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©2022 Wantedly, Inc. ։ൃ૊৫શମਤ Infrastructure Squad DX(Developer Experience) Squad Dev Tribe Proﬁle Domain Visit Domain Engagement Domain 2021೥4݄ݱࡏ 42ਓ 26ਓ 3ਓ 5ਓ Squad Squad Squad Squad Squad Squad Squad Squad Squad 2ਓ 6ਓ جຊͷ׆ಈ୯Ґ “Squad” Domainԣஅͷٕज़૊৫ “Chapter” “ج൫Squad” Backend / Frontend / Mobile / Data / Arch Chapter HOW ʛϓϩμΫτ։ൃςΫϊϩδʔਓ • ݱࡏদଜ͕ॴଐ͢ΔνʔϜ͸ɺPdM 1໊ɺσʔλαΠΤϯςΟετ 4໊ɺਪનج൫Τϯδχ Ξ2໊ɺWeb ΤϯδχΞ2໊ɺiOS ΤϯδχΞ1໊ɺσβΠφʔ1໊͔Βߏ੒ • ϓϩμΫτʹ͓͚Δୡ੒͢΂͖໨త͝ͱʹνʔϜ(Squad)͕݁੒͞Εɺ໨త਱ߦʹඞཁͳ ϝϯόʔ͕৬ೳʹؔ܎ͳ͘ूΊΒΕΔɻ • σʔλαΠΤϯςΟετͷΈ͔ΒͳΔݚڀ։ൃνʔϜͷΑ͏ͳܗଶͰͳ͍ɻ • ͋͘·Ͱࣗ෼ͨͪͰ௚઀తʹϢʔβͷ՝୊Λղܾͯ͠ϓϩμΫτΛվળ͢Δ͜ͱ͕໨త Wantedly ͷσʔλαΠΤϯενʔϜ

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©2022 Wantedly, Inc. 1. ϓϩμΫτ্ͷ໰୊ൃݟɾೝࣝ 2. ໰୊ͷݪҼಛఆ 3. ՝୊ఆٛɾղܾࡦͷཱҊ 4. ՝୊ղܾɾղܾࡦͷ࣮ߦ 5. ධՁ 6. ӡ༻ ίʔυΛॻ͍ͨΓ࿦จΛಡΜͰߴ౓ͳਪનΞϧΰϦζϜΛ࣮૷͢Δೳྗ ओʹʮ4. ՝୊ղܾɾղܾࡦͷ࣮ߦʯͰΊͪΌͪ͘Ό׆༂͢Δɻ ͦ΋ͦ΋࣮ݱͰ͖Δೳྗ͕ͳ͚Ε͹໰୊ղܾͳΜͯͰ͖ͳ͍ɻ σʔλαΠΤϯςΟετʹͳΔͨΊʹ

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©2022 Wantedly, Inc. 1. ϓϩμΫτ্ͷ໰୊ൃݟɾೝࣝ 2. ໰୊ͷݪҼಛఆ 3. ՝୊ఆٛɾղܾࡦͷཱҊ 4. ՝୊ղܾɾղܾࡦͷ࣮ߦ 5. ධՁ 6. ӡ༻ ਖ਼ղ͕ͳ͍໰୊Λօ͕ೲಘ͢ΔܗͰղܾͰ͖Δܗʹ͢Δೳྗ ओʹ 1-3 ͷաఔͰΊͪΌͪ͘Όॏཁ ͦ΋ͦ΋ղܾՄೳͳܗʹ͢Δೳྗ͕ͳ͚Ε͹໰୊ղܾͳΜͯͰ͖ͳ͍ɻ ෆద੾ͳ՝୊ఆٛ͸ϓϩμΫτΛޡͬͨํ޲ʹਐΊͯ͠·͏ɻ σʔλαΠΤϯςΟετʹͳΔͨΊʹ

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©2022 Wantedly, Inc. ਖ਼ղ͕ͳ͍໰୊Λօ͕ೲಘ͢ΔܗͰղܾͰ͖Δܗʹ͢Δೳྗ • ΊͪΌͪ͘Όॏཁ͚ͩͲΊͪΌͪ͘Ό೉͍͠ • ࿦ཧతࢥߟྗɾਫฏࢥߟྗɾ൷൑తࢥߟྗɾಎ࡯ྗɾ၆ᛌྗɾԠ༻ྗɺɺͳͲͳͲͷ૯߹֨ಆٕ • ໰୊ղܾʹඞਢͳͷʹͰ͖Δਓͱͯ΋গͳ͍ɻ • Ͳ͏΍ͬͯ਎ʹ͚ͭΔͷ͔ɺɺʁ • ໰୊ղܾͷϓϩηεΛ܁Γฦͯ͠਎ʹ͚ͭΔ • ͪΌΜͱͨ͠໰୊ղܾͷػձ͸ΑͬΆͲҙࣝ͠ͳ͍ͱͳ͍ɻ • ϑΟʔυόοΫͷػձ΋ͳ͔ͳ͔ͳ͍ͷͰɺࣗ෼ͷ΍Γํ͕ਖ਼͍͠ͷ͔΋෼͔Βͳ͍ɻ 1. ϓϩμΫτ্ͷ໰୊ൃݟɾೝࣝ 2. ໰୊ͷݪҼಛఆ 3. ՝୊ఆٛɾղܾࡦͷཱҊ 4. ՝୊ղܾɾղܾࡦͷ࣮ߦ 5. ධՁ 6. ӡ༻ σʔλαΠΤϯςΟετʹͳΔͨΊʹ

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©2022 Wantedly, Inc. ਖ਼ղ͕ͳ͍໰୊Λօ͕ೲಘ͢ΔܗͰղܾͰ͖Δܗʹ͢Δೳྗ • দଜ͸ֶੜ࣌୅ʢಛʹम࢜՝ఔʣʹ͓͚Δݚڀ׆ಈʹΑͬͯ͜ͷೳྗ͕͋Δఔ౓਎ʹ͍ͭͨͱ ࢥ͍ͬͯΔɻ • ֶੜ࣌୅ͷݚڀ΄ͲҰͭͷਖ਼ղͷͳ͍໰୊ʹ͍ͭͯਂ͘ɾ௕͘ߟ͑Δػձ͸ͳ͔ͳ͔ͳ͍ɻ • ͔͠΋௒༏लͳઌੜͷࢦಋ෇͖ • ࣾձਓʹͳ͔ͬͯΒ਎ʹ͚ͭΑ͏ͱ͢Δͱ͚ͬ͜͏େมͳͷͰɺֶੜ࣌୅ͷݚڀ׆ಈΛҰੜݒ໋ ߦ͏͜ͱΛͱͯ΋͓͢͢Ί͠·͢ɻ • ※দଜ͸ઌੜͷճ͠ऀͰ͸͋Γ·ͤΜɻ σʔλαΠΤϯςΟετʹͳΔͨΊʹ

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©2022 Wantedly, Inc. ϓϩμΫτΛ࣋ͭࣄۀձࣾͳΒͰ͸ͷ೉͠͞ʢʹ໘ന͞ʣ • ࣮ࡍʹϢʔβ͕ར༻͢Δ͔Βͦ͜ͷγεςϜత੍໿ • ֶशίετɺϨΠςϯγɺϦΞϧλΠϜੑɺ౳ • ਫ਼౓͕0.01%޲্͢Δ͕ɺֶशʹ͔͔Δίετ͕2ഒʹͳΔϞσϧ͸ӡ༻Ͱ͖Δ͔ʁ • ͍͍ͤͥ਺ඦmsҎ಺ʹਪન݁ՌΛϢʔβʔʹදࣔ͢Δඞཁ • ਺ඵલʹϢʔβʔ͕ΫϦοΫͨ͠ͱ͍͏࠷৽ͷᅂ޷σʔλΛ࢖ͬͯਪન͢Δʹ͸ʁ

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©2022 Wantedly, Inc. ϓϩμΫτΛ࣋ͭࣄۀձࣾͳΒͰ͸ͷ೉͠͞ʢʹ໘ന͞ʣ • ΦϑϥΠϯςετͱΦϯϥΠϯςετͷဃ཭ • ΦϑϥΠϯςετͰ͸े෼ͳੑೳ͕ग़͕ͨΦϯϥΠϯςετΛ࣮ࢪ͢Δͱੑೳ͕ग़ͳ͍ͱ͍͏͜ͱ͕ ౓ʑൃੜ • ࣮ࡍͷϢʔβʔͷߦಈϩάʹ͸༷ʑͳόΠΞε͕ଘࡏ͢Δɻ͜ΕΛ༻ֶ͍ͯशͨ͠ϞσϧͰ͸ϑΟʔ υόοΫϧʔϓͷ໰୊͕ൃੜͯ͠ɺΦϑϥΠϯͱΦϯϥΠϯͰੑೳ͕ဃ཭ • ϑΟʔυόοΫϧʔϓ໰୊ͷ؇࿨ࡦͱͯ͠ɺਪનʹ୳ࡧͷཁૉΛՃ͑Δ͜ͱ͕Ұൠతʹ஌ΒΕ͍ͯΔ ͕ɺ୹ظతʹϢʔβମݧΛଛͳ͏Մೳੑ΋͋Γͳ͔ͳ͔ಋೖ͕ࠔ೉

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