Á÷¹« ¼Ò°³ ¿µ»ó "INSPIRING Worlds, INSPIRING People" Resort (Non-Gaming) Á÷¹« https://www.youtube.com/watch?v=0mo0LpIspJs https://www.youtube.com/watch?v=xho4jok3hpk https://www.youtube.com/watch?v=5yrpXotxJWE https://www.youtube.com/watch?v=x3Wnoj25EWQ&t=78s Casino (Gaming) Á÷¹« https://www.youtube.com/watch?v=o8GBjh5Pncc https://www.youtube.com/watch?v=bLiFcicXtQo Position : Resort Data Analytics Manager(7³â ÀÌ»ó) [HR Talk]  INPSIRE Entertainment ResortÀÇ Strategic Analysis(CTO»êÇÏ)ÆÀ¿¡¼­ Resort Data Analytics Manager¸¦ ä¿ëÇÕ´Ï´Ù. º» Æ÷Áö¼ÇÀº º» Æ÷Áö¼ÇÀº º¹ÇÕ ¸®Á¶Æ®(Integrated Resort)³» Hotel, F&B, Retail, Entertainment µî ÆÄÆíÈ­µÈ µ¥ÀÌÅÍ ¼Ò½º (PMS, POS, LMS µî) ¸¦ ÅëÇÕÇÏ¿© 'ÅëÇÕ ¸®Á¶Æ® °í°´ (Total Resort Guest)'¿¡ ´ëÇÑ ´ÜÀÏÈ­µÈ °üÁ¡(Consolidated View)À» ±¸ÃàÇϰí, µ¥ÀÌÅÍ ÆÄÀÌÇÁ¶óÀÎÀ» ÁÖµµÀûÀ¸·Î ¼³°è/¿î¿µÇϰí, ½Å·ÚÇÒ ¼ö ÀÖ´Â ÁöÇ¥ ü°è¸¦ ¸¸µå´Â °ÍÀÌ ÇÙ½É ¿ªÇÒ ÀÔ´Ï´Ù. µ¥ÀÌÅÍ ºÐ¼® ¹× ¿£Áö´Ï¾î¸µ ºÐ¾ß ÃÖ¼Ò 7³â ÀÌ»ó °æ·ÂÀÚ Áß, ·¹°Å½Ã/Æó¼âÇü ½Ã½ºÅÛȯ°æ¿¡¼­ µ¥ÀÌÅÍ ÃßÃâ, Á¤Á¦, ǰÁú °ü¸®±îÁö Á÷Á¢ ¼öÇàÇØº¸½Å °æÇèÀÌ ÀÖÀ¸½Å ºÐÀ» ã°í ÀÖ½À´Ï´Ù. ** SQL, ETL, Python/R, BI(Tableau/PowerBI)** Ȱ¿ë ´É·Â ÇʼöÀ̸ç BI µî Tool Ȱ¿ëÇØ RevPAR, TRevPAR, ĸÃÄÀ² µî ÇÙ½É KPI¸¦ ÇÑ´«¿¡ º¼ ¼ö ÀÖ´Â ´ë½Ãº¸µå¿Í ¸®Æ÷Æ®¸¦ ¼³°èÇØº» °æÇèÀÌ ÀÖÀ¸½Å ºÐ, È£ÅÚ PMS/F&B POS µ¥ÀÌÅÍ ±¸Á¶¿¡ ´ëÇÑ ±íÀº ÀÌÇØ¸¦ °®Ãá ºÐÀº ¿ì´ëÇÕ´Ï´Ù. Æ÷Áö¼Ç Ư¼º»ó ´Ù¾çÇÑ Stakeholderµé°ú Ä¿¹Â´ÏÄÉÀ̼ÇÀÌ ¸¹Àº ¿ªÈ°·Î ¶Ù¾î³­ Communication ¿ª·®(Çѱ¹¾î, ¿µ¾î)À» °®Ã߽ŠºÐ, ºÎ¼­°£ ÀÌÇØ°ü°è Á¶À² ´É·ÂÀÌ ¶Ù¾î³­ ºÐÀ» ȯ¿µÇÕ´Ï´Ù. ÀÚ¼¼ÇÑ »çÇ×Àº ¾Æ·¡ Job DescriptionÀ» Âü°íÇØ Áֽñ⠹ٶø´Ï´Ù. Position Summary º» Á÷¹«´Â ¸®Á¶Æ®ÀÇ È£½ºÇÇÅ»¸®Æ¼ ¹× »ó¾÷ ºÎ¹®(È£ÅÚ, F&B, ¸®Å×ÀÏ) µ¥ÀÌÅÍ ¼öÁý/ºÐ¼®À» ´ã´çÇÕ´Ï´Ù. ¸®Á¶Æ® µ¥ÀÌÅÍ Àü·« ¹× ºÐ¼® ¾î½Ã½ºÅÏÆ® µð·ºÅÍ(Assistant Director)¿¡°Ô º¸°íÇϸç, 'ÅëÇÕ ¸®Á¶Æ® °í°´'¿¡ ´ëÇÑ ´ÜÀÏÈ­µÈ °üÁ¡(Consolidated View)À» ±¸ÇöÇϱâ À§ÇÑ ±â¼úÀû µµÀÔ¿¡ ÁýÁßÇÕ´Ï´Ù. ÀÌ»óÀûÀÎ Èĺ¸ÀÚ´Â ·¹°Å½Ã ½Ã½ºÅÛÀÇ º¹À⼺À» ÇìÃÄ ³ª°¥ ¼ö ÀÖ´Â ±â¼úÀû ¹®Á¦ ÇØ°á¿ª·®À» °®Ãá ºÐÀ̾î¾ß ÇÕ´Ï´Ù. µ¥ÀÌÅÍ ÆÄÀÌÇÁ¶óÀÎ ±¸Ãà, µ¥ÀÌÅÍ ¹«°á¼º º¸Àå, ½ÇÇà °¡´ÉÇÑ ÀλçÀÌÆ® µµÃâ µî ÀÏ»óÀûÀÎ ¿î¿µÀ» ÁÖµµÇϸç, Àü·«Àû ¸ñÇ¥¿Í ±â¼úÀû ½Ç¹« »çÀ̸¦ ÀÕ´Â °¡±³ ¿ªÇÒÀ» ¼öÇàÇÏ°Ô µË´Ï´Ù. The Manager of Non-Gaming Data Strategy & Analysis is responsible for the hands-on execution of the data roadmap for the resort¡¯s hospitality and commercial divisions (Hotel, F&B, and Retail). Reporting to the Assistant Director of Non-Gaming Data Strategy & Analysis, this role focuses on the technical implementation of the "Total Resort Guest" view. The ideal candidate is a technical problem-solver who can navigate the complexities of legacy systems. You will lead the day-to-day operations of building data pipelines, ensuring data integrity, and delivering actionable insights. You will act as the bridge between strategic goals and technical delivery. Primary Duties and Responsibilities (including, but not limited to): 1. µ¥ÀÌÅÍ ÆÄÀÌÇÁ¶óÀÎ ½ÇÇà ¹× ±â¼ú ¿î¿µ • ½Ã½ºÅÛ ±¸Çö: PMS, POS ¹× ¸®Å×ÀÏ ½Ã½ºÅÛ¿¡¼­ µ¥ÀÌÅ͸¦ ÃßÃâÇϰí Áß¾Ó ÁýÁßÈ­ÇÏ´Â µ¥ ÇÊ¿äÇÑ ÀÚµ¿È­ ÇÁ·Î¼¼½º¸¦ ±¸ÃàÇϰí À¯Áö °ü¸®ÇÕ´Ï´Ù. (½ºÄÉÁÙ¸µµÈ Ç÷§ ÆÄÀÏ(Flat-file) ³»º¸³»±â, RPA ½ºÅ©¸³Æ® ¶Ç´Â ¹Ìµé¿þ¾î Ȱ¿ë) • µ¥ÀÌÅÍ Ç°Áú º¸Áõ (QA): ÅëÇÕ ¸®Á¶Æ® °ü·Ã µ¥ÀÌÅͰ¡ ¿©·¯ ¼Ò½º °£¿¡ Á¤È®Çϰí ÀϰüµÇ°Ô À¯ÁöµÇµµ·Ï Á¤±âÀûÀÎ °¨»ç ¹× °ËÁõÀ» ½Ç½ÃÇÕ´Ï´Ù. • ±â¼ú Çù·Â (Liaison): ¼ÒÇÁÆ®¿þ¾î º¥´õ»çÀÇ ±â¼ú ÆÀ°ú Çù·ÂÇÏ¿© ÅëÇÕ ¹®Á¦¸¦ ÇØ°áÇÏ°í µ¥ÀÌÅÍ ÃßÃâ ÇÁ·ÎÅäÄÝÀ» ÃÖÀûÈ­ÇÕ´Ï´Ù. 2. ºÐ¼® ¸ðµ¨¸µ ¹× Ä·ÆäÀÎ Áö¿ø • ¸ðµ¨ °³¹ß: SQL ¹× Python/RÀ» »ç¿ëÇÏ¿© ºñÄ«Áö³ë ÀÌ¿ë ÇàÅ¿¡ ±â¹ÝÇÑ °í°´ ¼¼ºÐÈ­ ¸ðµ¨ ¹× ¿¹Ãø ºÐ¼® ¸ðµ¨À» ±¸ÃàÇÏ°í °íµµÈ­ÇÕ´Ï´Ù. • Ä·ÆäÀÎ ¹èÆ÷: ¸¶ÄÉÆÃ ÆÀÀ» µµ¿Í ÀÚµ¿È­µÈ Å©·Î½º¼¿/¾÷¼¿(Cross-sell/Up-sell) ¿öÅ©Ç÷ο츦 ±â¼úÀûÀ¸·Î ½ÇÇàÇϸç, ÀûÀýÇÑ ¿ÀÆÛ°¡ Àû½Ã¿¡ ÀûÀýÇÑ °í°´¿¡°Ô Àü´ÞµÇµµ·Ï °ü¸®ÇÕ´Ï´Ù. • ¼º°ú ÃßÀû: ROI ºÐ¼®À» À§ÇÑ µ¥ÀÌÅÍ ÀÛ¾÷À» ¼öÇàÇÏ¿©, È£½ºÇÇÅ»¸®Æ¼ Áß½É Ä·ÆäÀÎÀÇ ¸ÅÃâ ÁõºÐ(Incremental lift) ¹× ¼º°ø ÁöÇ¥¸¦ »êÃâÇÕ´Ï´Ù. 3. BI °³¹ß ¹× ÆÀ ¸®´õ½Ê • ´ë½Ãº¸µå Á¦ÀÛ: È£ÅÚ ¹× ½ÄÀ½·á ºÎ¼­¿¡ RevPAR, TrevPAR, ĸóÀ²(Capture rate)°ú °°Àº ÁÖ¿ä KPIÀÇ ½Ç½Ã°£ °¡½Ã¼ºÀ» Á¦°øÇÏ´Â ÀÎÅÍ·¢Æ¼ºê ´ë½Ãº¸µå(Tableau, PowerBI µî)¸¦ ¼³°èÇÏ°í ¹èÆ÷ÇÕ´Ï´Ù. • Function º° ÀλçÀÌÆ® Á¦°ø: Ç¥ÁØ ¸®Æ÷ÆÃÀ» ³Ñ¾î °í°´ ÁöÃâÀÇ ±¸Ã¼ÀûÀÎ Æ®·»µå¸¦ ÆÄ¾ÇÇϰí, µð·ºÅÍ ¹× ºÎ¼­Àåµé¿¡°Ô '¼ýÀÚ À̸éÀÇ ÀǹÌ'°¡ ´ã±ä ½ÇÇà °¡´ÉÇÑ ÀλçÀÌÆ®¸¦ Á¦°øÇÕ´Ï´Ù. • ¸àÅ丵: ÁÖ´Ï¾î ºÐ¼®°¡ ¹× ¿£Áö´Ï¾î ÆÀÀ» À̲ø°í ±³À°Çϸç, SQL ÄÚµù, ¹®¼­È­ ¹× µ¥ÀÌÅÍ ½Ã°¢È­ÀÇ ¸ð¹ü »ç·Ê(Best Practice)¸¦ ÁؼöÇϵµ·Ï °¡À̵åÇÕ´Ï´Ù. 1. Data Pipeline Execution & Technical Operations • Implementation: Build and maintain the automated processes required to extract and centralize data from PMS, POS, and Retail systems (utilizing scheduled flat-file exports, RPA scripts, or middleware). • Data Quality Assurance: Conduct regular audits and validation checks to ensure the "Non-Gaming Data Warehouse" remains accurate and consistent across siloed sources. • Technical Liaison: Collaborate with software vendors¡¯ technical teams to troubleshoot integration issues and optimize data extraction protocols. 2. Analytics Modeling & Campaign Support • Model Development: Use SQL and Python/R to build and refine guest segmentation models and predictive analytics based on non-gaming behaviors. • Campaign Deployment: Support the marketing team by executing the technical side of automated cross-sell/up-sell workflows, ensuring the right offer reaches the right guest at the right time. • Impact Tracking: Perform the data heavy-lifting for ROI analysis, calculating the incremental lift and success metrics of hospitality-centric campaigns. 3. BI Development & Team Leadership • Dashboard Creation: Design and deploy interactive dashboards (Tableau, PowerBI, etc.) that provide the Hotel and F&B teams with real-time visibility into KPIs like RevPAR, TrevPAR, and capture rates. • Functional Insights: Move beyond standard reporting to identify specific trends in guest spend, providing "the story behind the numbers" to the Director and department heads. • Mentorship: Lead and mentor a small team of junior analysts/engineers, ensuring best practices in SQL coding, documentation, and data visualization. ÀÚ°Ý ¿ä°Ç (Minimum Education and Qualifications) : • °æ·Â: µ¥ÀÌÅÍ ºÐ¼®, µ¥ÀÌÅÍ ¿£Áö´Ï¾î¸µ ¶Ç´Â ºñÁî´Ï½º ÀÎÅÚ¸®Àü½º(BI) ºÐ¾ß 7~10³â °æ·Â. • Technical Resilience: Æó¼âÇü ¶Ç´Â ·¹°Å½Ã ½Ã½ºÅÛ¿¡¼­ µ¥ÀÌÅ͸¦ ÃßÃâÇØ º» ¼º°øÀûÀÎ ½ÇÀû. µ¥ÀÌÅͰ¡ ¿Ïº®ÇÏ°Ô Á¦°øµÇÁö ¾Ê´Â 'Ç÷£ B' ȯ°æ¿¡¼­µµ ´É¼÷ÇÏ°Ô ´ëóÇÒ ¼ö ÀÖ¾î¾ß ÇÕ´Ï´Ù. • »ê¾÷ Áö½Ä: È£ÅÚ PMS(¿¹: Opera) ¶Ç´Â ½ÄÀ½·á POS(¿¹: InfoGenesis) µ¥ÀÌÅÍ ±¸Á¶¿¡ ´ëÇÑ ½Ç¹« °æÇèÀ» °­·ÂÈ÷ ¼±È£ÇÕ´Ï´Ù. • ±â¼ú ½ºÅÃ: SQL ¿ª·® ¹× ETL/ELT Åø ½Ç¹« °æÇè Çʼö. • ¾ð¾î: Çѱ¹¾î ¹× ¿µ¾î ¸ðµÎ ºñÁî´Ï½º À¯Ã¢¼º Çʼö (±Û·Î¹ú º¥´õ»ç¿ÍÀÇ Çù¾÷ ¹× º¸°í¸¦ À§ÇØ ÇʼöÀûÀÓ). • ÇзÂ: µ¥ÀÌÅÍ »çÀ̾ð½º, Åë°èÇÐ, °øÇÐ ¶Ç´Â °æ¿µÇÐ Àü°ø(¼±È£). • Experience: 7–10 years in Data Analytics, Engineering, or Business Intelligence • Technical Resilience: A proven track record of extracting data from "closed" or legacy systems. You must be comfortable working in a "Plan B" environment where data isn't always served on a platter. • Industry Knowledge: Practical experience with Hotel PMS (e.g., Opera) or F&B POS (e.g., InfoGenesis) data structures is highly preferred. • Tech Stack: SQL and hands-on experience with ETL/ELT tools. • Language: Professional fluency in both English and Korean (essential for coordinating with global vendors and internal reporting). • Education: Bachelor¡¯s degree in Data Science(preferred), Statistics, Engineering, or Management ¿ì´ë ¿ä°Ç ¹× ÀÎÀç»ó (Desired Characteristics): • ºÐ¼®Àû È£±â½É: ´Ü¼øÈ÷ ¿À·ù¸¦ º¸°íÇÏ´Â µ¥ ±×Ä¡Áö ¾Ê°í, µ¥ÀÌÅÍ ºÒÀÏÄ¡ÀÇ ±Ùº» ¿øÀÎÀ» ÆÄÇìÄ¡·Á´Â °­ÇÑ ÀÇÁö. • Çù·ÂÀû ¼ÒÅë ´É·Â: È£ÅÚ ¹× ½ÄÀ½·á ÇöÀå ¿î¿µÀÚ µî ºñ±â¼úÁ÷ ÀÌÇØ°ü°èÀڵ鿡°Ô º¹ÀâÇÑ µ¥ÀÌÅÍ À̽´¸¦ ½±°Ô ¼³¸íÇÒ ¼ö ÀÖ´Â ´É·Â. • ¼¼¹ÐÇÔ: °æ¿µÁø º¸°í¼­°¡ Ç×»ó °ËÁõµÈ »ç½Ç¿¡ ±â¹ÝÇÒ ¼ö ÀÖµµ·Ï µ¥ÀÌÅÍ Á¤Á¦ ¹× °ËÁõ¿¡ ÀÓÇÏ´Â ²Ä²ÄÇÏ°í ¼¼½ÉÇÑ Åµµ. • Analytical Curiosity: A desire to dig deep into data discrepancies to find the root cause rather than just reporting the error. • Collaborative Translator: The ability to explain complex data issues to non-technical stakeholders in Hotel and F&B operations. • Attention to Detail: A meticulous approach to data cleansing, ensuring that the executive-level reports are always grounded in verified facts. Physical Demands and Work Environment: Office Work Environment Be able to sit in front of a computer screen for extended periods of time Be able to work in a fast-paced work environment with frequent interruptions Be able to work flexible hours, travel and frequent trips Must be willing to work flexible to support resort operations. Must be willing to travel locally and regionally to conduct business, and occasional travel within Korea.(±¹¿Ü ¿©Çà¿¡ Á¦ÇÑÀÌ ¾ø´Â ÀÚ¿¡ ÇÑÇÔ) This is not necessarily an exhaustive list of all responsibilities, requirements or working conditions associated with this job. INSPIRE Integrated Resort reserves the right to make changes to the above job description whenever necessary [»ó¼¼ Á÷¹«±â¼ú¼­ ¹× Áö¿ø¹æ¹ý] INSPIRE °ø½Ää¿ëÆäÀÌÁö¸¦ ÅëÇØ Á÷Á¢ Áö¿ø ¹× Áö¿ø ÆäÀÌÁö ³» ±¹¿µ¹® ÅëÇÕ À̷¼­(word ¶Ç´Â PDF ) ¾÷·ÎµåÇÏ¿© Áö¿ø [Áö¿ø½Ã À¯ÀÇ»çÇ×] ¡®Ã¤¿ë ÀýÂ÷ÀÇ °øÁ¤È­ÀÇ °üÇÑ ¹ý·ü(ÀÌÇÏ Ã¤¿ëÀýÂ÷¹ý)¡¯¿¡ ÀǰÅÇÏ¿©, ÀÚ°ÝÁõ, ÇÐÀ§ µî Áõºù ÀÚ·á´Â ÃßÈÄ ¿äû ½Ã Á¦ÃâÇÏ°Ô µË´Ï´Ù. À̷¼­¿¡ Áֹεî·Ï¹øÈ£, °¡Á·»çÇ× µîÀÇ °³ÀÎ Á¤º¸¸¦ ±âÀçÇÏÁö ¸¶½Ã±â ¹Ù¶ø´Ï´Ù. Àå¾ÖÀÎ ¹× º¸ÈÆ ÇØ´çÀÚ´Â °ü·Ã ¹ý¿¡ ÀǰÅ, ¿ì´ëÇÕ´Ï´Ù (ÃßÈÄ Áõºù Á¦Ãâ) Áö¿ø¼­ ³»¿ë Áß ÇãÀ§»ç½ÇÀÌ ÀÖ´Â °æ¿ì¿¡´Â ÇÕ°ÝÀÌ Ãë¼Ò µÉ ¼ö ÀÖ½À´Ï´Ù. 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