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공간 데이터 분석 기반의 비즈니스의 혁신: 해외 사례 분석을 중심으로

Business Innovation Through Spatial Data Analysis: A Multi-Case Analysis

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초록

센서 및 통신 기술 발전으로 기업경영과 관련된 공간 데이터가 급증하고 있다. 공간 데이터는 이제 2차원적인 지리 데이터를 벗어나 3차원 이상의 공간에 관한 비정형 데이터로 진화하고 있다. 가상공간과 현실공간을 연결해야 하는 제4차산업혁명과 함께 기업들이 이를 활용할 기회도 크게 확대되고 있다. 최근의 해외 사례들의 분석 결과 특히 공간 속에 위치한 고객과 사물의 상황을 파악하여 맞춤화된 서비스를 제공하고, 위험관리를 하며, 더 나아가 업무 프로세스의 혁신도 공간 데이터 분석으로 가능해지고 있다. 향후 공간 속 사람과 사물 들 간의 관계 및 상황을 다양한 소스로부터의 공간 데이터를 결합하여 실시간으로 분석하는 비즈니스 혁신이 모든 분야에서 확대될 전망된다.

Abstract

With sensor and communication technology development, spatial data related to business activities is exploding. Spatial data is now evolving into atypical data about space over three dimensions, away from two-dimensional geographic data. In addition to the Fourth Industrial Revolution, which connects the virtual space with the real space, there is a great opportunity for companies to utilize it. The analysis of recent overseas cases shows that it is possible to analyze customized services by understanding the situation of customers and objects located in the space, to manage risk, and furthermore to innovate business processes by analyzing spatial data. In the future, business innovation that combines spatial data from various sources and real-time analysis of relationships and situations between people and objects in space is expected to expand in all business fields.

참고문헌 (38)

  1. 오충원, "국토모니터링 시스템을 위한 시공간GIS 연계 방안에 관한 연구", 국토지리학회지, 43(2), pp.285~292 (2009), 국토지리학회
  2. 정윤재, "MMS LiDAR 자료 기반 정밀 공간 정보 매핑 시스템", 한국지리정보학회지, 21(1), pp.1~11 (2018), 한국지리정보학회[DOI]
  3. 함유근, "이것이 빅데이터 기업이다" (2015), 삼성경제연구소
  4. BIA, "Making Location Intelligence Actionable for Partners", pp.2017, Kesley
  5. Bin Sulaiman, R., "Artificial Intelligence Based Autonomous Car", SSRN Electronic Journal (2018)
  6. Chen, P. C., "Predicting Weather-associated Impacts in Outage Management Utilizing the GIS Framework", 2015IEEE PES Innovative Smart Grid Technologies Latin America (ISGT LATAM), pp.417~422 (2015)
  7. Charles, R., "Supply Chain Risk: A Utility Company Perspective" (2015), MIT Sloan
  8. Deloitte, "Geospatial Analytics: The three-minute guide", ~ (2012)
  9. Duffy, James P., "Spatial Assessment of Intertidal Seagrass Meadows Using Optical Imaging Systems and a Lightweight Drone", Estuarine, Coastal and Shelf Science, 200, pp.169~180 (2018)
  10. eMarketer, "Location Intelligence Roundup", ~ (2019)
  11. Location Analytics for the Banking Sector Using ArcGIS Platform, "ESRI", ~ (2018)
  12. Fernandes, G. B., "Spatial dependence in credit risk and its improvement in credit scoring", European Journal of Operational Research, 249(2), pp.517~524 (2016)
  13. Folkers, A., "Logistical resistance against operations of capital : Security and protest in supply chains and finance", Geoforum, 100, pp.199~208 (2019)
  14. Furunes, T., "Service-delivery success and failure under the sharing economy", International Journal of Contemporary Hospitality Management (2019)
  15. Ghahramani, M., "Mobile phone data analysis : A spatial exploration toward hotspot detection", IEEE Transactions on Automation Science and Engineering, 16(1), pp.351~362 (2018)
  16. The STARK framework for spatio-temporal data analytics on spark, "Hagedorn, S.", Datenbanksysteme für Business, Technologie, ~ (2017)
  17. Haining, R., "Spatial data analysis in the social and environmental sciences" (1993), Cambridge University Press
  18. Big spatio-temporal data analytics, "Hamann, H. F.", IBM T.J. Watson Research Center, ~ (2017)
  19. Weather Means Business, "IBM", IBM Analytics, ~ (2015)
  20. Ivanov, D., "The impact of digital technology and Industry 4. 0 on the ripple effect and supply chain risk analytics", International Journal of Production Research, 57(3), pp.829~846 (2019)
  21. Big data analytics:Computational intelligence techniques and application areas, "Iqbal, R.", Technological Forecasting and Social Change, ~ (2018)
  22. Kezunovic, M., "Predictive Asset and Outage Management", Keynote, MEDPOWER conf. in Belgrade (2016)
  23. Klein, L. J., "PAIRS: A scalable geo-spatial data analytics platform. In Big Data (Big Data)", 2015 IEEE International Conference on, pp.1290~1298 (2015)
  24. Kumar, S., "Use of GIS in locating TFs safely on a construction site in hilly regions", International Journal of Construction Management, 19(4), pp.341~353 (2019)
  25. Lee, J. G., "Geospatial big data : challenges and opportunities", Big Data Research, 2(2), pp.74~81 (2015)
  26. Manogaran, G., "A new architecture of Internet of Things and big data ecosystem for secured smart healthcare monitoring and alerting system", Future Generation Computer Systems, 82, pp.375~387 (2018)
  27. Martinez-Aires, M. D., "Building information modeling and safety management : A systematic review", Safety science, 101, pp.11~18 (2018)
  28. Morstatter, F., "Discovering Location Information in Social Media", IEEE Data Eng. Bull, 38(2), pp.4~13 (2015)
  29. Ponjavic, M., "Location Intelligence Systems and Data Integration for Airport Capacities Planning", Computers, 8(1), pp.13~ (2019)
  30. Piwowar, J. M., "Integration of spatial data in vector and raster formats in a geographic information system environment", International Journal of Geographical Information System, 4(4), pp.429~444 (1990)
  31. Rainey, J. W., "Space and place in business intelligence: A case study of Starbucks Coffee company in central Ohio", Doctoral, pp.2012
  32. Rosenbaum, M. S., "The product is me : Hyper-personalized consumer goods as unconventional luxury", Journal of Business Research (2019)
  33. Shekhar, S., "Spatial big data", Proc. AAG-NIH Symp on Enabling a National Geospatial Cyberinfrastructure for Health Research (2012)
  34. Shema, A., "Effective credit scoring using limited mobile phone data", Proceedings of the Tenth International Conference on Information and Communication Technologies and Development, pp.7~ (2019)
  35. Usery, E. L., "Topographic Mapping Evolution : From Field and Photographically Collected Data to GIS Production and Linked Open Data", The Cartographic Journal, 55(4), pp.378~390 (2018)
  36. VoPham, T., "Emerging trends in geospatial artificial intelligence(geoAI) : potential applications for environmental epidemiology", Environmental Health, 17(1), pp.40~ (2018)
  37. Zlatanova, S., "3D GIS : current status and perspectives", International Archives of Photogrammetry Remote Sensing and Spatial Information Sciences, 34(4), pp.66~71 (2002)
  38. Atluri, G., "Spatiotemporal data mining : A survey of problems and methods", ACM Computing Surveys(CSUR), 51(4), pp.83~ (2018)

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