Open Shicheng-Guo opened 2 years ago
https://www.coursera.org/learn/build-data-science-team/lecture/RfX1f/where-to-find-the-data-team
What does a data science manager do? 1) Builds a data team 2) Sets goals and priorities 3) Manages data science process 4) Interacts with other groups
What skills do they need? 1) Knowledge of software/hardware 2) Knowledge of roles 3) Knows what can and can’t be achieved 4) Strong communication
Background of data managers 1) Data science + management 2) Data engineering + management 3) Management + training in data science
Key characteristics 1) Knowledgeable 2) Supportive 3) Thick-skinned 4) Polite but relentless
What does a data engineer do?
1) Build data infrastructure 2) Manage data storage and use 3) Implement production tools
What skills do they need? 1) Hardware knowledge 2) Databases 3) Data processing at scale 4) Software engineering
Background of data engineers 1) Computer science and engineering 2) Quantitative + computer science 3) Information technology
What does a data scientist do? 1) Design experiments 2) Pull and clean data 3) Analyze data 4) Communicate results
What skills do they need? 1) Statistics (inference) 2) Machine learning (prediction) 3) Data analysis 4) Data communication
Background of data scientists 1) Statistics + application + engineering 2) Quantitative + data science transition 3) Software engineering + statistics
Key characteristics 1) Willing to find answers on their own 2) Unintimidated by new data 3) Willing to say I don’t know 4) Friendly but relentless
https://www.coursera.org/learn/build-data-science-team/lecture/RfX1f/where-to-find-the-data-team
What does a data science manager do? 1) Builds a data team 2) Sets goals and priorities 3) Manages data science process 4) Interacts with other groups
What skills do they need? 1) Knowledge of software/hardware 2) Knowledge of roles 3) Knows what can and can’t be achieved 4) Strong communication
Background of data managers 1) Data science + management 2) Data engineering + management 3) Management + training in data science
Key characteristics 1) Knowledgeable 2) Supportive 3) Thick-skinned 4) Polite but relentless
What does a data engineer do?
1) Build data infrastructure 2) Manage data storage and use 3) Implement production tools
What skills do they need? 1) Hardware knowledge 2) Databases 3) Data processing at scale 4) Software engineering
Background of data engineers 1) Computer science and engineering 2) Quantitative + computer science 3) Information technology
What does a data scientist do? 1) Design experiments 2) Pull and clean data 3) Analyze data 4) Communicate results
What skills do they need? 1) Statistics (inference) 2) Machine learning (prediction) 3) Data analysis 4) Data communication
Background of data scientists 1) Statistics + application + engineering 2) Quantitative + data science transition 3) Software engineering + statistics
Key characteristics 1) Willing to find answers on their own 2) Unintimidated by new data 3) Willing to say I don’t know 4) Friendly but relentless