1 Data Strategy ̋ 2 Data Governance ̋ ̋ 3 Data Architecture ̋ 4 Data Infrastructure ̋ 5 Data Planning ̋ ̋ 6 Data Ingestion ̋ ̋ 7 Data Warehouse / Data Mart ̋ 8 Data Visualization ̋ 9 Data Analysis ̋ ̋ Roles and assignment
of data governance - Communicate with info sec & legal depts. Related job type: - Data manager Rules and policies Data governance Info sec / Legal Communication
of data governance - Communicate with info sec & legal depts. Related job type: - Data manager Rules and policies Data users Data governance Infosec / Legal Data source Data Communication
data utilization - Manage sub-project of each data utilization Related job Type: - Data planner Data What data? How to store? How to visualize/analyze? Data users
Setup 9 roles for data utilization project Before collecting data After collecting data 1 Data Strategy 2 Data Governance 3 Data Architecture 4 Data Infrastructure 5 Data Planning 6 Data Ingestion 7 Data Warehouse / Mart 8 Data Visualization 9 Data Analysis
1 Data Strategy ̋ 2 Data Governance ̋ ̋ 3 Data Architecture ̋ 4 Data Infrastructure ̋ 5 Data Planning ̋ ̋ 6 Data Ingestion ̋ ̋ 7 Data Warehouse / Data Mart ̋ 8 Data Visualization ̋ 9 Data Analysis ̋ ̋ Role assignments by mission and skill-set
governance Information Security Data Owner Permission of data owner 5 Data Planning 2 Data governance Approve Explain 5 Data Planning Scope of data collection Current / future usage Answer Question
from internal audit etc. - What data are stored in DBs - Prove there is no high-risk personal information in DBs ? Data Lake Data Warehouse Which table? Which column? Internal audit etc. Question
Setup Project scaling issues Before collecting data After collecting data Task increase following project scaling How to build project team Scope of data collection Permission control of dashboard users Accountability of data
information management rules - More complicated discussion required with infosec & legal dept. Rules and policies Data users Data governance Data source Data Communication Infosec & Legal
1 Data Strategy ̋ 2 Data Governance ̋ ̋ 3 Data Architecture ̋ 4 Data Infrastructure ̋ 5 Data Planning ̋ ̋ 6 Data Ingestion ̋ ̋ 7 Data Warehouse / Data Mart ̋ 8 Data Visualization ̋ 9 Data Analysis ̋ ̋ Other roles in each dept.