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\ubb38\uc81c\ub97c AI\ub85c \ud574\uacb0\ud558\ub294 \uc911\uc559 \uae30\uc220 \uc870\uc9c1\uc785\ub2c8\ub2e4. \ud504\ub85c\ud544, \ub9e4\uce6d, Trust & Safety \ub4f1 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc758 \ud575\uc2ec \uc601\uc5ed\uc5d0 \uc9d1\uc911\ud574 \uacfc\uc81c\ub97c \ubc1c\uad74\ud569\ub2c8\ub2e4. \uc774\ub97c \ucd5c\uc2e0 AI \uae30\uc220\uacfc \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc811\uadfc\uc744 \ud1b5\ud574 \ud574\uacb0\ud558\uc5ec \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud601\uc2e0\ud569\ub2c8\ub2e4. \ub098\uc544\uac00 Tinder, Hinge \ub4f1 Match Group \ub0b4 \uae00\ub85c\ubc8c \ub370\uc774\ud305 \ube0c\ub79c\ub4dc\uc640\uc758 \ud611\uc5c5\uc744 \ubc14\ud0d5\uc73c\ub85c \uadf8\ub8f9 \uacf5\ud1b5 \uae30\uc220 \uae30\ubc18\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4. \ud300\uc5d0\uc11c \uc9c4\ud589 \uc911\uc778 \ud504\ub85c\uc81d\ud2b8\ub97c \ub354 \uc790\uc138\ud788 \uc54c\uace0 \uc2f6\uc73c\uc2dc\ub2e4\uba74, \ub2e4\uc74c \uac8c\uc2dc\uae00\uc744 \ud655\uc778\ud574\ubcf4\uc138\uc694. ? \"Match Group AI \ud300\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\" Match Group AI ML Team \uc18c\uac1c ML Team\uc740 Match Group\uc758 \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\uc5d0 AI/ML \uae30\uc220\uc744 \uc801\uc6a9\ud558\ub294 ML Engineer\ub85c \uad6c\uc131\ub41c \ud300\uc785\ub2c8\ub2e4. \ud300\uc758 \uc5c5\ubb34\ub294 \uc2e4\uc81c \uc81c\ud488\uc774 \ub9cc\ub4e4\uc5b4\uc9c0\uace0 \uc6b4\uc601\ub418\ub294 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub97c \ubc1c\uad74\ud558\uace0 \uc815\uc758\ud558\ub294 \uac83\uc5d0\uc11c \uc2dc\uc791\ub429\ub2c8\ub2e4. \ubb38\uc81c \ud574\uacb0\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c SotA(State-of-the-Art) \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uac70\ub098 \uc7ac\ud604\ud558\uace0, \uc644\uc131\ub41c \ubaa8\ub378\uc744 \ubaa8\ubc14\uc77c\uacfc \uc11c\ubc84 \ud658\uacbd\uc5d0 \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc774\ud6c4\uc5d0\ub3c4 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uac1c\uc120\uc744 \ud1b5\ud574 \uc11c\ube44\uc2a4\uc758 AI Flywheel\uc744 \uad6c\ucd95\ud574 \ub098\uac11\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps \uc5d4\uc9c0\ub2c8\uc5b4, \ub370\uc774\ud130 \ubd84\uc11d\uac00, PM \ub4f1 \ub2e4\uc591\ud55c \uc804\ubb38 \uc870\uc9c1\uacfc \uae34\ubc00\ud788 \ud611\uc5c5\ud558\uba70 \uc2e4\uc81c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc784\ud329\ud2b8\ub97c \uc8fc\ub294 AI \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uc5b4\uac11\ub2c8\ub2e4. \uc77c\ud558\ub294 \ubaa8\uc2b5\uc5d0 \ub300\ud55c \uc870\uae08 \ub354 \uc790\uc138\ud55c \uc774\uc57c\uae30\ub294 \ub2e4\uc74c\uc758 \ub0b4\uc6a9\uc744 \ucc38\uace0\ud558\uc2dc\uba74 \uc88b\uc2b5\ub2c8\ub2e4. \\- [How AI Lab Works] Head of AI - Shurain \uc778\ud130\ubdf0 \\- AI in Social Discovery(Blending Research and Production) \uc5c5\ubb34 \uc131\uacfc \uc911 \uc77c\ubd80\ub294 \ub17c\ubb38 \ub610\ub294 \uc624\ud508\uc18c\uc2a4 \ucf54\ub4dc\ub85c \uc678\ubd80\uc5d0 \uacf5\uac1c\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc81c\ud488\uc5d0 \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \ubaa9\uc801\uc73c\ub85c ML \ubaa8\ub378\uc744 \ub9cc\ub4e4\ub2e4 \ubcf4\uba74, \uae30\uc874 \uc5f0\uad6c\ub85c\ub294 \ubd80\uc871\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ubd80\uc871\ud55c \ubd80\ubd84\uc744 \ucc44\uc6b0\uae30 \uc704\ud574 \uc9c4\ud589\ub41c \uc5f0\uad6c\uc758 \uacb0\uacfc\ubb3c\uc744 \ud504\ub85c\uc81d\ud2b8 \ucc38\uc5ec\uc790\ub4e4\uc774 \ubaa8\ub450 \ud568\uaed8 \ud611\uc5c5\ud558\uc5ec \uc5f0\uad6c\uc758 \uc758\ubbf8 \uc788\ub294 \ubd80\ubd84\uc744 \uc815\ub3c8\ud558\uace0, \uac00\ub2a5\ud558\ub2e4\uba74 \ucf54\ub4dc\uc640 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc9c0\uae08\uae4c\uc9c0 \uc544\ub798 \uc131\uacfc\ub97c \ud3ec\ud568\ud574 \uc57d 20\uc5ec \uac74\uc758 \ub300\uc678\uc801 \uc5f0\uad6c \uc131\uacfc\ub97c \uac70\ub458 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \\- 2024\ub144 CUPID: 1:1 \uc18c\uc15c \ub514\uc2a4\ucee4\ubc84\ub9ac \ud50c\ub7ab\ud3fc\uc744 \uc704\ud55c \uc2e4\uc2dc\uac04 \uc138\uc158 \uae30\ubc18 \uc0c1\ud638 \ucd94\ucc9c \uc2dc\uc2a4\ud15c ICDM Workshop \ubc1c\ud45c \\- 2023\ub144 TiDAL: \ud6a8\uc728\uc801\uc778 \ud559\uc2b5 \uacfc\uc815\uc758 \ubaa8\ub378 \ud589\ub3d9\uc5d0 \uae30\ubc18\ud55c \uc561\ud2f0\ube0c \ub7ec\ub2dd \uae30\ubc95 ICCV 2023 \uac8c\uc7ac \\- 2023\ub144 \ubaa8\ub354\ub808\uc774\uc158 \ud658\uacbd\uc5d0\uc11c \uc5ec\ub7ec \ubd84\ub958 \uae30\uc900\uc744 \ub3d9\uc2dc\uc5d0 \ub9cc\uc871\ud558\uae30 \uc704\ud55c \ubb38\ud131\uac12\uc744 \uc7a1\ub294 \uc5f0\uad6c WSDM 2023 \uac8c\uc7ac \\- 2022\ub144 \ub300\ud654 \uc0dd\uc131\uc5d0\uc11c\uc758 \uc758\ubbf8\uc801 \ub2e4\uc591\uc131\uc744 \ub192\uc774\ub294 \uc5f0\uad6c EMNLP 2022 \uac8c\uc7ac \\- 2022\ub144 \ub808\uc774\ube14 \ub178\uc774\uc988\uac00 \uc2ec\ud55c \ud658\uacbd\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95 ECCV 2022 \uac8c\uc7ac \\- 2022\ub144 \ud0c0\uae43 \uce90\ub9ad\ud130\uc758 \uba87\uac00\uc9c0 \ubc1c\ud654\ub9cc\uc744 \uc774\uc6a9\ud558\uc5ec \ud0c0\uae43 \uce90\ub9ad\ud130\ub97c \ubaa8\ubc29\ud558\ub294 \ucc57\ubd07\uc5f0\uad6c NAACL 2022 \uac8c\uc7ac \\- 2022\ub144 \ub300\ud654 \uc0dd\uc131 \ubaa8\ub378\uc5d0\uc11c \uc608\uc2dc\ub97c \ud65c\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ub192\uc774\ub294 \uc5f0\uad6c ACL 2022 Workshop \ubc1c\ud45c \\- 2022\ub144 \ubaa8\ubc14\uc77c \ud658\uacbd\uc5d0\uc11c \uc624\ub514\uc624 \ubd84\ub958\ub97c \uc704\ud55c distillation \uae30\uc220 \uc5f0\uad6c ICASSP \uac8c\uc7ac ML \uc5f0\uad6c\uac00 \uc798 \uc9c4\ud589\ub418\uae30 \uc704\ud574\uc11c\ub294 \ub525\ub7ec\ub2dd \ud559\uc2b5\uc744 \uc704\ud55c \uc778\ud504\ub77c\ub3c4 \uc798 \uac16\ucd94\uc5b4\uc838\uc57c\ud569\ub2c8\ub2e4. ML engineer\ub4e4\uc774 \ucda9\ubd84\ud788 \ubaa8\ub378 \uac1c\ubc1c \ubc0f \uc2e4\ud5d8\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc790\uccb4 \ub525\ub7ec\ub2dd \ud074\ub7ec\uc2a4\ud130(\ucd1d 160\ub300 A100 GPU, 40\ub300 H100 GPU)\ub97c \ubcf4\uc720\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd94\uac00\uc801\uc73c\ub85c, \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac\ub97c \ud3ec\ud568\ud55c \uc790\uccb4\uc801\uc778 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \uad6c\ucd95 \ubc0f \uc6b4\uc601\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610, ML \ubaa8\ub378\uc758 \uc81c\ud488\ud654\ub97c \ub3c4\uc640\uc8fc\uc2e4 \ub2e4\uc591\ud55c software engineer(\ubc31\uc5d4\ub4dc/\ud504\ub860\ud2b8\uc5d4\ub4dc/DevOps/MLSE)\ubd84\ub4e4\uacfc \ud568\uaed8 \uc77c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2f4\ub2f9 \uc5c5\ubb34 Match Group AI\uc758 ML Engineer\ub294 \ucd5c\uc2e0 AI/ML \uae30\uc220\uc744 \uc5f0\uad6c\ud558\uace0 \uc801\uc6a9\ud558\ub294 \uacfc\ud559\uc790\uc774\uc790, \uc2e4\uc81c \uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0 \ub9de\uac8c \ubaa8\ub378 \ubc0f \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\uc785\ub2c8\ub2e4. \uc870\uc9c1\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc5c5\ubb34\ub4e4\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub4e4 \uc911 \uc801\uc5b4\ub3c4 \ud55c \uac00\uc9c0 \uc5c5\ubb34\uc5d0 \ub300\ud574\uc11c \ub2a5\uc219\ud558\uac8c \uc218\ud589\ud558\uc2e4 \uc218 \uc788\ub294 \ubd84\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. \\- Match Group\uc5d0\uc11c \uc11c\ube44\uc2a4 \uc911\uc778 \uc81c\ud488\ub4e4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\uc758 \ubc30\uacbd, \ubaa9\ud45c, \uc81c\uc57d\uc0ac\ud56d \ub4f1\uc744 \ud30c\uc545\ud558\uc5ec \uc62c\ubc14\ub978 AI/ML \ubb38\uc81c\ub85c \uc7ac\uc815\uc758\ud558\uace0, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ucd5c\uc120\uc758 \ubc29\ubc95\ub860\uc744 \ucc3e\uc544 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \\- Match Group\uc758 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ubc0f \uae30\ub2a5 \uac1c\ubc1c\uc5d0 \ucc38\uc5ec\ud569\ub2c8\ub2e4. \uc544\uc774\ub514\uc5b4 \uad6c\uc0c1\ubd80\ud130 \ud504\ub85c\ud1a0\ud0c0\uc774\ud551, \uc2e4\uc81c \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub3c4\ub2ec\ud558\uae30\uae4c\uc9c0\uc758 \uacfc\uc815\uc5d0\uc11c AI/ML \uae30\uc220\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \uc81c\ud488 \ubc0f \uae30\ub2a5\uc744 \ube60\ub974\uace0 \uc62c\ubc14\ub974\uac8c \uad6c\ud604\ud558\ub294 \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \\- \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(large language models) \ubc0f \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378(multimodal models) \uc120\ud589\uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4. Match Group\uc758 \ub370\uc774\ud130\uc640 \ucd5c\uc2e0 \uae30\uc220\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud305 \ub3c4\uba54\uc778\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0, \uc81c\ud488\uc758 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0 \uc801\uc6a9\uc2dc\ud0ac \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \ucc3e\uc544\uac00\ub294 \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc704 \uc5c5\ubb34\ub4e4\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574 ML Engineer\uc5d0\uac8c\ub294 \ud0c4\ud0c4\ud55c AI/ML \uae30\ucd08 \uc9c0\uc2dd\ubfd0\ub9cc \uc544\ub2c8\ub77c \ucd5c\uc2e0 \uae30\uc220\uc744 \ube60\ub974\uac8c \ud559\uc2b5 \ubc0f \ub3c4\uc785\ud560 \uc218 \uc788\ub294 \uc801\uc751\ub825\uc744 \uae30\ub300\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5ed\ub7c9\uc744 \uae30\ubc18\uc73c\ub85c \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\uc220\uc801\uc778 \uc8fc\uc81c\ub4e4\uc744 \uc811\ud558\uac8c \ub429\ub2c8\ub2e4. \\- \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc774\ubca4\ud2b8 \ub85c\uadf8 \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ub2e4\uc591\ud55c modality\ub97c \uac00\uc9c4 \ub370\uc774\ud130\ub97c \uc62c\ubc14\ub974\uac8c \ub2e4\ub8e8\ub294 \ubc29\ubc95 \ubc0f \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc758 \ud3b8\ud5a5 \ubc0f \ub178\uc774\uc988\ub97c \uc62c\ubc14\ub974\uac8c \ud574\uc18c\ud558\ub294 \ubc29\ubc95 \\- \uc81c\ud488\uc758 \ubaa9\ud45c\uc640 \uc815\ub82c\ub41c \ud3c9\uac00 \uc9c0\ud45c \uc815\uc758 \ubc0f \ubaa9\ud45c \ub2ec\uc131\uc744 \uc704\ud55c \ucd5c\uc801\uc758 \ubaa8\ub378 \ud559\uc2b5 \ubc29\ubc95 \\- \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc81c\uc57d\uc0ac\ud56d \ubc0f \uc778\ud504\ub77c \ud658\uacbd\uc744 \uace0\ub824\ud55c \uc628\ub514\ubc14\uc774\uc2a4 \ubc0f \ub300\uaddc\ubaa8 \ubaa8\ub378 \ucd94\ub860 \ucd5c\uc801\ud654 \ubc29\ubc95 Requirements AI/ML\uc5d0 \ub300\ud55c \uae30\ubcf8 \uc9c0\uc2dd\uacfc \uc801\uc5b4\ub3c4 \ud55c \uac1c \uc774\uc0c1\uc758 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \uc9c0\uc2dd\uc744 \uac16\ucd94\uace0, \uad00\ub828 \ud504\ub85c\uc81d\ud2b8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 Exploratory Data Analysis(EDA)\ub97c \ud1b5\ud574, \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uacfc \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0 \uc774\ub97c \ubb38\uc81c \ud574\uacb0 \uacfc\uc815\uc5d0 \ubc18\uc601\ud558\uc2e4 \uc218 \uc788\ub294 \ubd84 PyTorch, Tensorflow, JAX \ub4f1\uc758 \uc624\ud508\uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c \ubc0f \uc804\ubc18\uc801\uc778 \ud30c\uc774\uc36c \uac1c\ubc1c\uc5d0 \ub2a5\uc219\ud558\uc2e0 \ubd84 ML \ubaa8\ub378 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \ubc0f \ubc30\ud3ec \uacfc\uc815\uc5d0 \ud544\uc694\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc744 \uac16\ucd94\uc2e0 \ubd84 AI \uae30\uc220\uc758 \uc11c\ube44\uc2a4\ud654\uc5d0 \uad00\uc2ec\uc774 \ub9ce\uc73c\uc2e0 \ubd84 \ud55c\uad6d\uc5b4\ub85c \uc6d0\ud65c\ud55c \uc758\uc0ac\uc18c\ud1b5\uc774 \uac00\ub2a5\ud558\uace0, \uc601\uc5b4\ub85c \uc791\uc131\ub41c \uae30\uc220\ubb38\uc11c \uc774\ud574, \uc791\uc131 \ubc0f \ube44\ub300\uba74 \uc18c\ud1b5\uc774 \uac00\ub2a5\ud558\uc2e0 \ubd84 \ud559\uc704/\uad6d\uc801 \ubb34\uad00 Preferred Qualifications AI/ML \uad00\ub828 \ud0d1\ud2f0\uc5b4 \ud559\ud68c \ubc0f \uc800\ub110(NeurIPS, ICLR, ICML, CVPR, ICCV/ECCV, KDD, ) \uac8c\uc7ac \uc2e4\uc801 \ud639\uc740 \uad00\ub828 \ub300\ud68c \uc218\uc0c1 \uc2e4\uc801\uc774 \uc788\uc73c\uc2e0 \ubd84 \ub300\uaddc\ubaa8 \ud559\uc2b5 \ub370\uc774\ud130\uc640 \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \ud65c\uc6a9\ud558\uc5ec LLM \ud639\uc740 \ube44\uc2b7\ud55c \uaddc\ubaa8\uc758 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ucf1c \uc131\ub2a5\uc744 \ub04c\uc5b4\uc62c\ub9b0 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \ud074\ub77c\uc774\uc5b8\ud2b8(Android, iOS), \ubc31\uc5d4\ub4dc\ub97c \ud3ec\ud568\ud574 AI \ubd84\uc57c \uc678 \ud504\ub85c\uc81d\ud2b8 \uac1c\ubc1c \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 AI \uae30\uc220\uc744 \uc801\uc6a9\ud558\uc5ec \uc8fc\uc694 \ube44\uc988\ub2c8\uc2a4 \uc9c0\ud45c\ub97c \uc720\uc758\ubbf8\ud558\uac8c \ud5a5\uc0c1\uc2dc\ucf1c \ubcf8 \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 A/B \ud14c\uc2a4\ud2b8 \uc2e4\ud5d8 \uae30\ud68d \ubc0f \ud0c0\uac9f KPI \uc9c0\ud45c\ub97c \uc815\uc758\ud558\uace0, SQL\uae30\ubc18 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc9c4\ud589\ud55c \uacbd\ud5d8\uc774 \uc788\uc73c\uc2e0 \ubd84 \uc601\uc5b4\ub85c \uc2e4\uc2dc\uac04 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac\uc18c\ud1b5\uc744 \ub2a5\uc219\ud558\uac8c \uc218\ud589\ud558\uc2e4 \uc218 \uc788\ub294 \ubd84 $ - $ a year None \uc81c\ucd9c\ud574 \uc8fc\uc2e0 \ub0b4\uc6a9 \uc911 \ud5c8\uc704 \uc0ac\uc2e4\uc774 \uc788\uac70\ub098 \uad00\ub828\ubc95 \uc0c1 \uadfc\ub85c\uc81c\uacf5\uc5d0 \uacb0\uaca9\uc0ac\uc720\uac00 \uc788\ub294 \uacbd\uc6b0 \ucc44\uc6a9\uc774 \ucde8\uc18c\ub420 \uc218 \uc788\uc73c\uba70, \ud544\uc694\uc2dc \uc0ac\uc804\uc5d0 \uc548\ub0b4\ub41c \ucc44\uc6a9 \uc808\ucc28 \uc678\uc5d0\ub3c4 \ucd94\uac00 \uc804\ud615 \ubc0f \uc11c\ub958 \ud655\uc778\uc774 \uc9c4\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad6d\uac00\ubcf4\ud6c8\ub300\uc0c1\uc790\ub294 \uad00\uacc4 \ubc95\ub839\uc5d0 \ub530\ub77c \uc6b0\ub300\ud558\uc624\ub2c8, \ud574\ub2f9\ub418\uc2dc\ub294 \ubd84\uaed8\uc11c\ub294 \uc9c0\uc6d0 \uc2dc \uace0\uc9c0\ud574\uc8fc\uc2dc\uace0 \ucc44\uc6a9 \uc2dc \uc99d\ube59\uc11c\ub958\ub97c \uc81c\ucd9c\ud574\uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \ud558\uc774\ud37c\ucee4\ub125\ud2b8\uac00 \ucc44\uc6a9\ud558\ub294 \ud3ec\uc9c0\uc158\uc5d0 \uc9c0\uc6d0\ud558\ub294 \uacbd\uc6b0, \uac1c\uc778\uc815\ubcf4 \ucc98\ub9ac\uc5d0 \uad00\ud558\uc5ec\uc11c\ub294 \ubcf8 \uac1c\uc778\uc815\ubcf4\ucc98\ub9ac\ubc29\uce68\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4: https://career.hyperconnect.com/privacy HPCNT", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "hybrid", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/30029464", "isPrivate": false}, {"id": 40242523, "name": "Sr. Customer Support Program Analyst", "posting_name": "Sr. Customer Support Program Analyst", "location": "Dallas, Texas", "locations": ["Dallas, Texas"], "hot": 0, "department": "Match Group", "business_unit": "Safety & Social Advocacy", "t_update": 1772600499, "t_create": 1770999461, "ats_job_id": "05d0cc64-c50e-4d5f-a16b-cc296635eec2", "display_job_id": "05d0cc64-c50e-4d5f-a16b-cc296635eec2", "type": "ATS", "id_locale": "2530964114376025417-en", "job_description": "Collaborate with operations, training, quality, and knowledge teams to implement new and updated workflows ensuring agent understanding and adoption. 3-5 years of experience in customer service, process improvement, or technical writing. Proven ability to understand complex processes and translate them into practical workflows that can be completed at scale. Strong writing skills with a focus on clarity, usability, and consistency. Understanding the voice of the customer dynamics and ability to take qualitative and quantitative insights and turn into meaningful process improvements. Collaborative with experience engaging with different types of roles and levels, including operations, quality, training, legal, and product. Solid organizational skills, with ability to manage multiple projects and competing priorities.", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/40242523", "isPrivate": false}, {"id": 40106708, "name": "Legal Operations Specialist", "posting_name": "Legal Operations Specialist", "location": "Dallas, Texas", "locations": ["Dallas, Texas", "New York, New York", "San Francisco, California", "Palo Alto, California", "Los Angeles, California"], "hot": 0, "department": "Match Group", "business_unit": "Legal", "t_update": 1772600499, "t_create": 1770704549, "ats_job_id": "a7cb675e-ee84-4201-acb7-0df9ba7969ba", "display_job_id": "a7cb675e-ee84-4201-acb7-0df9ba7969ba", "type": "ATS", "id_locale": "6131820745860579422-en", "job_description": "Match Group (MTCH) is seeking a Legal Operations Specialist to join our Legal team. Match Group is a leading provider of dating services across the globe. Our portfolio includes Tinder, Match, Hinge, PlentyOfFish, The League, and others, each designed to spark meaningful connections for singles worldwide. Creating a sense of belonging doesn't stop at our platforms - it's the foundation of every team we hire. Match Group Legal Ops is dedicated to driving business innovation through legal workflow automation, process improvement, and data analysis. We're here to enable our lawyers to provide legal advice at scale in areas from commercial agreements to litigation, around the world. As a top, global consumer technology company, we aim to set the standard for a modern Legal team and enable our cross-functional business partners and suppliers to engage with us in a modern, seamless way. We've set the technical foundation for our Legal team and are excited to continue expanding to simplify the work of our lawyers. We're looking for a Legal Operations Specialist to jump in and learn about our legal practice areas and their technology tools, become an expert in our legal systems, use data to identify new opportunities, and communicate to make them happen. You'll report to our Director, Legal Operations and will be able to grow professionally as we branch out into new areas. This role is ideal for someone building their career in Legal Ops who wants broad exposure to different practice areas and hands-on learning. When it comes to dating, the connection starts online, but the real magic happens once you meet in real life (IRL). We think the same is true for creating the best platforms, so we work together IRL in-office 3 days/week. This role can be based in Dallas, West Hollywood, New York, San Francisco, Palo Alto, Vancouver, Dublin, or Paris; fully remote applicants will not be considered. How you'll make an impact: Manage support, maintenance, and user access of our legal systems. Monitor our contract management system, train Legal and Business teams, negotiate standard NDAs according to our playbook with supervision from lawyers, and ensure entry and execution of all contracts in accordance with company policies.Oversee our eBilling processes and tools, including setting up vendors, reviewing billing rates, troubleshooting access and payments with law firms, opening matters, and collaborating with our Finance team to ensure invoices are paid promptly. Identify efficiency opportunities and work cross-functionally to roll out enhancements and new tools. Analyze legal data to answer business questions and design improvements. Dig into data on outside counsel spend, contracts, vendor performance, and more. Export reports from our legal systems and analyze data in Excel to answer questions for our attorneys and business partners. Prepare written summaries and presentation slide decks to tell the story of our legal work, identify process improvement opportunities, and bring solutions to life. Build clear reports and dashboards for lawyers to access meaningful metrics from within our legal systems. Support internal communications for the Legal team, helping lawyers work more efficiently and ensuring business partners get the support they need. Help implement new legal systems and tools. Develop training guides, video walkthroughs, and quick tips and communicate clearly so everyone is set up for success. Be on the front line of executing communications strategies for the legal team, business partners, and suppliers. Write succinct messages through Slack and email and be on call to answer questions. Track feedback and communicate empathetically to find workarounds and prioritize long-term solutions. We could be a match if: You have two to three years of experience in legal operations or as a paralegal. Law firm paralegals looking to move in-house are welcome. You're experienced with one or more legal systems such as eBilling (SimpleLegal, Legal Tracker, Brightflag), CLM (Ironclad, DocuSign CLM, Evisort, Agiloft), eSignature, Entity Management, eDiscovery, and are eager to learn more. You understand law firm billing practices and have hands-on experience or are excited to learn about LEDES files, UTBMS codes, AFAs, accruals, phase and life-of-matter budgets, and timekeeper rate cards. You're naturally curious and willing to dig into a question to find the answer. You're excited by tough problems and want to put in the effort to find a solution and see things through. You're comfortable working with Excel and are eager to deepen your analytical skills (combining datasets with XLOOKUP, cleaning up and summarizing data with pivot tables, and creating presentation-ready charts and slides). You're comfortable interacting with lawyers, accountants, and developers and are excited to help different teams communicate with each other. You're a strong writer who can explain issues clearly and send concise, actionable messages. Demonstrates strong organizational skills, effectively managing day-to-day responsibilities while making consistent progress on long-term initiatives. Contributes to a collaborative and productive team environment, positively impacting cross-functional work across Match Group. $ 70000- $85000 a year The salary range for this position is $70,00 - $85,000. Factors such as scope and responsibilities of the position, candidate's work experience, education/training, job-related skills, internal peer equity, as well as market and business considerations may influence base pay offered. This salary range is reflective of a position based in Dallas, Texas, New York, Los Angeles, Palo Alto, and San Francisco, California. This salary will be subject to a geographic adjustment (according to a specific city and state), if an authorization is granted to work outside of the location listed in this posting. Why Match Group? Our mission is simple - to help people find love and happiness! We love our employees too and understand the importance of all life's milestones. Here are some of the benefits we are proud to offer: Mind & Body - Medical, mental health, and wellness benefits to support your overall health and well-being Financial Wellness - Competitive compensation, 100% employer match on 401k contributions up to 10% (cap at $10,000), as well as an employee stock purchase program to help you feel supported in your financial security Unplug - Generous PTO and 14 paid holidays so you can unplug Career - Annual training allowance for professional development and ERG membership opportunities and events so you feel connected and empowered in your work Family - Families come in all shapes and sizes so we offer 20 weeks of 100% paid parental leave, fertility, adoption, and child care resources, as well as pet insurance and discounts Company Gatherings - We host company events where our employees get to know each other and build a sense of connection and belonging! We are proud to be an equal opportunity employer and we value the rich dynamics that diversity brings to our company. We do not discriminate on the basis of race, religion, color, creed, national origin, ancestry, disability, marital status, age, sexual orientation, sex (including pregnancy and sexual harassment), gender identity or expression, uniformed service or veteran status, genetic information, or any other legally protected characteristic. Period. If you require a reasonable accommodation to participate in the hiring process \u2014 such as during pre-employment testing or interviews \u2014 please indicate this by selecting \u201cYes\u201d in the accommodation request field. We'll reach out to discuss your needs if you're selected for the interview stage. 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When it comes to dating, the connection starts online, but the real magic happens once you meet in real life (IRL). We think the same is true for creating the best platforms, so we work together IRL in our Paris office 3 days/week. Role overview : The Member Experience Analyst will primarily support the Tinder line of business. This role focuses on analyzing customer support and Trust & Safety data to produce clear, actionable insights, and translating those insights into stories that are easy for non-technical audiences to understand. Tinder is on a mission to bring people together by facilitating millions of meaningful connections around the world. As the business and our global teams continue to grow, data plays an increasingly important role in how we make decisions and improve the member experience. This is a unique opportunity to support reporting and analytics within the Match Group Central Trust & Safety organization. The team works closely with operations, product, and engineering to surface insights that help improve tools, processes, and outcomes for both members and internal teams. You will have mentorship and opportunities to grow your technical and analytical skills while contributing meaningfully to real, high-impact work. Your Impact : Build and maintain automated reports for the Trust & Safety organization to track performance, share insights broadly, and highlight progress Partner with Trust & Safety stakeholders and Tinder Analytics to ensure reporting and metrics are ready to support new product launches and operational changes Act as a point of contact for sharing customer insights across Tinder, helping amplify the voice of the member through data Analyze trends in support and Trust & Safety data to identify gaps, risks, or inefficiencies in current processes Collaborate with cross-functional partners to define, monitor, and improve operational metrics and reporting standards Take ownership of analyses from initial question through final insight, following through to ensure findings are clearly understood and actionable Manage multiple requests and priorities in a fast-moving environment while maintaining attention to detail We Could Be a Match If : You have a Bachelor's degree and are comfortable working with SQL to explore and analyze data You enjoy digging into data to answer business questions, not just building dashboards, and can explain your findings clearly You are able to think critically, troubleshoot issues, and stay composed when things do not go as planned You communicate clearly and confidently, both in writing and in conversations with stakeholders You have hands-on experience building and maintaining reports or dashboards in tools like Power BI, Tableau, or similar visualization platforms You enjoy working collaboratively and are comfortable partnering closely with operations, product, and analytics teams $ - $ a year None Why Match Group? Work on products that impact millions, collaborating with global and diverse teams, shaping relationships and connections worldwide Benefit from a healthy work-life balance in a flexible and welcoming environment Enjoy a modern Paris office with a rooftop, close to transport and amenities Access Edenred lunch vouchers, a discounted ClassPass subscription, premium healthcare with WTW, and our Worklife sustainable mobility package Grow through e-learning, conferences, and knowledge-sharing sessions Thrive in a dynamic, agile tech environment with evolving microservices and a culture of knowledge sharing and autonomy. Participate in hackathons and drive innovative projects Join regular social events like breakfasts, lunches, and ap\u00e9ros Use our products for free Match Group is an equal opportunity employer and we value the rich dynamics that diversity brings to our group. If you require reasonable accommodation to complete a job application, pre-employment testing, or a job interview or to otherwise participate in the hiring process, please contact your recruiter.", "stars": 0.0, "medallionProgram": null, "location_flexibility": null, "work_location_option": "onsite", "canonicalPositionUrl": "https://join.matchgroupcareers.com/careers/job/40075773", "isPrivate": false}, {"id": 39926885, "name": "Law Enforcement Operations Specialist", "posting_name": "Law Enforcement Operations Specialist", "location": "Tokyo", "locations": ["Tokyo"], "hot": 0, "department": "Match Group", "business_unit": "MG APAC", "t_update": 1772600499, "t_create": 1770112969, "ats_job_id": "26b5f3c8-f6d4-4cb0-acd3-0134b66869fc", "display_job_id": "26b5f3c8-f6d4-4cb0-acd3-0134b66869fc", "type": "ATS", "id_locale": "8035242740049253827-en", "job_description": "The Law Enforcement Operations Specialist will work under the supervision of the Sr. Director & Lead Paralegal, Law Enforcement & Regulatory Operations. We're based in Dallas, TX with offices in Dallas, New York City, Los Angeles, and Tokyo. Match Group, through its portfolio companies, is a leading provider of dating products available globally. Our portfolio of brands includes Tinder, Match, OkCupid, Hinge, PlentyOfFish, Pairs, Match Japan, Tinder Japan, as well as a number of other brands, each designed to increase our users' likelihood of finding a meaningful connection. The Law Enforcement Operations team plays a crucial role in maintaining the lawful and safe environment of our platforms. At the core, we strive to build trusted relationships with law enforcement partners across the globe. In this role, you will be responsible for reviewing and responding to legal requests such as subpoenas, search warrants, court orders, and emergency disclosure requests. We're looking for someone that has excellent judgement, strong attention to detail, a firm understanding of legal frameworks, and has exceptional communication skills. How you'll make an impact: You will analyze, assess, prioritize, and respond to a variety of sensitive requests, including those from law enforcement and government agencies, subpoenas and search warrants, all within specified SLAs. You have the ability to effectively and clearly communicate with diverse teams and regions, translating and conveying information accurately in both English and Japanese while remaining sensitive to cultural differences. You will represent Match Group and its brands in clearly responding to legal process and policy questions from law enforcement, governmental agencies, and internal parties, both in writing and over the phone. You will monitor legal inboxes for law enforcement and other inquiries and manage accordingly. You will preserve account details from escalations for various Match Group brands. You will exhibit operational excellence as part of a team handling a large volume of incoming requests. You will work with cross-functional teams, including Match Group brands, trust & safety teams, privacy and litigation, in your response work and to identify improvements to standards and processes. You will evaluate and respond to law enforcement requests in a manner consistent with the privacy and security of business and user information, in accordance with the law and Match Group's various policies and procedures. You will exhibit meticulous attention to detail and maintain accuracy, adapting to the diverse legal and procedural requirements of various Match Group brands and markets. This role requires the ability to analyze and resolve complex challenges, leveraging internal networks as necessary, and developing proposed solutions for supervisory review and approval. You might be a match if: You have at least three (3) years of high-volume legal and/or customer care support experience dealing with escalations, content moderation, litigation, safety and/or criminal issues, among others. You have a Bachelor's Degree and/or law office experience with knowledge of legal documents (civil and criminal subpoenas, court orders and search warrants) (a strong plus). You have strong research and writing skills and excellent attention to detail. You are comfortable learning and working with various software and technology (Kodex, Jira, PC, Mac, MS, Google Suite, online research, etc.). You are comfortable interacting with content and fact patterns that may be disturbing, including but not limited to graphic images, videos and writings, offensive or derogatory language, child safety, and other potentially objectionable material. You are comfortable engaging with law enforcement partners, conducting public presentations, and fostering strong, collaborative relationships. You are fluent in English and Japanese as you will predominantly support Japanese-speaking countries, specifically Japan, as well as Taiwan and Korea. Proficiency in additional languages such as Korean and Mandarin Chinese is a strong plus. You are committed to following Company processes and guidelines to solve problems and can exercise sound judgment within a demanding environment. You can easily switch between tasks and effectively manage many projects simultaneously. 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You'll help translate what's happening at Match Group (and across our brands) into earned media stories that resonate externally and reinforce our mission of sparking meaningful connections for every single person worldwide. This is a great opportunity for a strong communicator who thrives in fast-paced environments and is looking to deepen their (already sharp) skills in executive and financial comms, media relations, data storytelling, and integrated campaigns. Know where you belong. Match Group is a leading provider of dating platforms across the globe. Our portfolio includes Tinder, Match, Hinge, PlentyOfFish, The League, and others, each designed to spark meaningful connections for singles worldwide. Creating a sense of belonging doesn't stop at our platforms - it's the foundation of every team we hire. When it comes to dating, the connection starts online, but the real magic happens once you meet in real life (IRL). We think the same is true for creating the best platforms, so we work together IRL in our NYC office 3 days/week. How you'll make an impact: Communication Plans: Execute strategic PR campaigns, including developing messaging, drafting media materials, and handling pitching/distribution across outlets. Support Story Development: Contribute to shaping story ideas across a variety of dating-forward and corporate PR storytelling activities. Collaborate Cross-Functionally: Coordinate with team members, PR agencies, subject matter experts, and research partners to support campaign rollouts and media requests. Execute Media Outreach: Pitch and place stories \u2014 developing relationships with relevant reporters and editors. Assist Executive Comms: Help craft talking points, interview prep materials, and early-stage narratives for executives and subject matter experts. Organize Executive Visibility: Maintain and regularly update a shared view of executive comms activity - including speaking moments, milestones, and media opportunities - to support team awareness and planning. Write with Clarity: Draft press materials, talking points, and newsroom content in partnership with senior team members as we connect with our target audiences. Support Team Operations: Help maintain team tools, calendars, and process documentation in support of our communications function running smoothly and efficiently. Track Culture & Trends: Monitor news cycles and identify timely hooks for reactive and proactive pitching. Manage Press Inquiries: Respond to inbound requests from journalists. We could be a match if: 7+ Years Experience: Ideally in public relations or communications, with some agency experience. Media Relations Experience: Demonstrated success in pitching media and landing earned coverage across business and/or tech. You know a good story when you see one and how to frame it for a reporter. Clear, Concise Communication Skills: Exceptional written/oral communication skills and an ability to adapt your tone to fit different formats. Culturally Engaged: Interested in dating, relationships, internet culture, and the conversations shaping how people connect. Team-Oriented: Collaborative, flexible, and comfortable working with multiple stakeholders across time zones and regions to achieve the best outcome. Research-Minded: You ask thoughtful questions and enjoy digging into data or trends to find story potential. Organized & Detail-Oriented: Strong follow-through on tasks big and small. Initiative & Adaptability: You're confident prioritizing your work, troubleshooting issues as they arise, knowing when to escalate or ask for input, and staying flexible as priorities shift. Values-Aligned: You're excited to support a mission that centers on connection, empathy, and authenticity, and help others see that in our stories. $ 170000- $190000 a year Factors such as scope and responsibilities of the position, candidate's work experience, education/training, job-related skills, internal peer equity, as well as market and business considerations may influence base pay offered. This salary range is reflective of New York, NY. This salary will be subject to a geographic adjustment (according to a specific city and state), if an authorization is granted to work outside of the location listed in this posting. LI- LH1 Why Match Group? Our mission is simple - to help people find love and happiness! We love our employees too and understand the importance of all life's milestones. Here are some of the benefits we are proud to offer: Mind & Body - Medical, mental health, and wellness benefits to support your overall health and well-being Financial Wellness - Competitive compensation, 100% employer match on 401k contributions up to 10% (cap at $10,000), as well as an employee stock purchase program to help you feel supported in your financial security Unplug - Generous PTO and 14 paid holidays so you can unplug Career - Annual training allowance for professional development and ERG membership opportunities and events so you feel connected and empowered in your work Family - Families come in all shapes and sizes so we offer 20 weeks of 100% paid parental leave, fertility, adoption, and child care resources, as well as pet insurance and discounts Company Gatherings - We host company events where our employees get to know each other and build a sense of connection and belonging! We are proud to be an equal opportunity employer and we value the rich dynamics that diversity brings to our company. We do not discriminate on the basis of race, religion, color, creed, national origin, ancestry, disability, marital status, age, sexual orientation, sex (including pregnancy and sexual harassment), gender identity or expression, uniformed service or veteran status, genetic information, or any other legally protected characteristic. Period. If you require a reasonable accommodation to participate in the hiring process \u2014 such as during pre-employment testing or interviews \u2014 please indicate this by selecting \u201cYes\u201d in the accommodation request field. We'll reach out to discuss your needs if you're selected for the interview stage. 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