📈Data Science Developer
career paths
in 2022
Looking for 📈Data Science Developer career paths? This is an ultimate list of career paths for 📈Data Science Developer.
Development vector career path for 📈Data Science Developer
Junior 📈Data Science Developer
Skills needed for Junior 📈Data Science Developer
- Knows Demonstrate knowledge of inferential statistics
- Knows Demonstrate ability to manipulate, transform, and clean data
- Knows Demonstrate use of methodologies in the execution of the analytics cycle
- Learns Feedback
- Learns Foreign language skills
- Learns Verbal communication
- Knows Demonstrate understanding of model validation and selection techniques
- Knows Understand sampling, probability theory, and probability distributions
- Knows Demonstrate through a project the ability to analyze a dataset and communicate insights
- Knows Demonstrate knowledge of Python programming skills
- Knows Demonstrate knowledge of descriptive statistical concepts
- Knows Implement descriptive and inferential statistics using Python
- Knows Demonstrate ability to identify and collect data – multiple formats
- Learns Demonstrate through a project the ability to deploy and use a deployed model
- Knows Self-management
- Knows Self-Reliance
- Knows Scope
- Knows Demonstrate ability to characterize a business problem
- Learns Speaking at conferences and publications
- Learns Presentations
- Knows Demonstrate understanding of different modeling techniques
- Knows Communicate results translating insight into business value
- Knows Demonstrate through a project the ability to test different models on a dataset, validate and select the best model, and communicate results
- Knows Demonstrate ability to visualize data and extract insights
- Knows Demonstrate expertise with techniques to deal with missing values, outliers, unbalanced data, as well as data normalization
- Learns Deploy and monitor a validated model in an operational environment
- Knows Demonstrate through a project expertise with big data platforms (Hadoop, Spark)
- Knows Understand with the big data ecosystem and its major components
- Knows Demonstrate through a project the ability to plan for the execution of a project
- Knows Demonstrate understanding of what is data science and what data scientists do
- Learns Team work
- Learns Argumentation
- Knows Demonstrate understanding of Linear Algebra principles for machine learning
- Knows Demonstrate through a project the ability to construct usable data sets
- Knows Self-development
- Knows Decision-making in uncertain environment
- Knows Managing expectations
- Knows Understand the concept of big data, and how big data is used at organizations
- Knows Demonstrate ability to formulate a business problem as a hypothesis question
- Learns Written communication
- Learns Conflict resolution
- Learns Networking and building relationships
- Learns Knowledge sharing
Middle 📈Data Science Developer
Skills needed for Middle 📈Data Science Developer
- Does Managing expectations
- Learns Foreign language skills
- Learns Conflict resolution
- Helps Demonstrate through a project the ability to construct usable data sets
- Helps Demonstrate ability to manipulate, transform, and clean data
- Helps Demonstrate knowledge of inferential statistics
- Helps Demonstrate knowledge of descriptive statistical concepts
- Helps Demonstrate through a project the ability to plan for the execution of a project
- Helps Demonstrate understanding of what is data science and what data scientists do
- Helps Demonstrate understanding of different modeling techniques
- Helps Demonstrate understanding of Linear Algebra principles for machine learning
- Helps Demonstrate through a project the ability to test different models on a dataset, validate and select the best model, and communicate results
- Does Self-Reliance
- Does Self-development
- Does Decision-making in uncertain environment
- Learns Speaking at conferences and publications
- Learns Team work
- Learns Verbal communication
- Helps Demonstrate understanding of model validation and selection techniques
- Helps Communicate results translating insight into business value
- Does Demonstrate through a project the ability to deploy and use a deployed model
- Learns Presentations
- Learns Argumentation
- Learns Knowledge sharing
- Does Demonstrate through a project expertise with big data platforms (Hadoop, Spark)
- Does Understand the concept of big data, and how big data is used at organizations
- Does Understand with the big data ecosystem and its major components
- Helps Demonstrate through a project the ability to analyze a dataset and communicate insights
- Helps Demonstrate ability to characterize a business problem
- Helps Demonstrate use of methodologies in the execution of the analytics cycle
- Does Deploy and monitor a validated model in an operational environment
- Does Self-management
- Does Scope
- Learns Feedback
- Learns Written communication
- Learns Networking and building relationships
- Helps Demonstrate ability to identify and collect data – multiple formats
- Helps Demonstrate expertise with techniques to deal with missing values, outliers, unbalanced data, as well as data normalization
- Helps Understand sampling, probability theory, and probability distributions
- Helps Demonstrate knowledge of Python programming skills
- Helps Implement descriptive and inferential statistics using Python
- Helps Demonstrate ability to visualize data and extract insights
- Helps Demonstrate ability to formulate a business problem as a hypothesis question
Senior 📈Data Science Developer
Skills needed for Senior 📈Data Science Developer
- Teaches Demonstrate through a project the ability to analyze a dataset and communicate insights
- Teaches Demonstrate ability to visualize data and extract insights
- Knows Personal Development Plan
- Knows Organise team work
- Knows Hiring
- Does Self-development
- Teaches Understand the concept of big data, and how big data is used at organizations
- Does Presentations
- Does Knowledge sharing
- Teaches Demonstrate ability to manipulate, transform, and clean data
- Teaches Demonstrate through a project the ability to plan for the execution of a project
- Teaches Demonstrate knowledge of Python programming skills
- Knows Planning work
- Does Self-management
- Does Decision-making in uncertain environment
- Does Scope
- Does Managing expectations
- Teaches Demonstrate through a project expertise with big data platforms (Hadoop, Spark)
- Does Written communication
- Does Team work
- Does Foreign language skills
- Does Networking and building relationships
- Does Argumentation
- Teaches Demonstrate through a project the ability to construct usable data sets
- Teaches Demonstrate ability to characterize a business problem
- Teaches Demonstrate ability to formulate a business problem as a hypothesis question
- Teaches Demonstrate use of methodologies in the execution of the analytics cycle
- Teaches Demonstrate understanding of different modeling techniques
- Teaches Demonstrate understanding of model validation and selection techniques
- Teaches Demonstrate understanding of Linear Algebra principles for machine learning
- Teaches Communicate results translating insight into business value
- Teaches Demonstrate through a project the ability to test different models on a dataset, validate and select the best model, and communicate results
- Teaches Demonstrate knowledge of descriptive statistical concepts
- Knows Skill Review
- Teaches Understand with the big data ecosystem and its major components
- Teaches Demonstrate through a project the ability to deploy and use a deployed model
- Teaches Deploy and monitor a validated model in an operational environment
- Does Feedback
- Does Verbal communication
- Teaches Demonstrate understanding of what is data science and what data scientists do
- Teaches Understand sampling, probability theory, and probability distributions
- Teaches Demonstrate knowledge of inferential statistics
- Teaches Implement descriptive and inferential statistics using Python
- Knows Motivation
- Knows Mentroring
- Does Self-Reliance
- Does Speaking at conferences and publications
- Does Conflict resolution
- Teaches Demonstrate ability to identify and collect data – multiple formats
- Teaches Demonstrate expertise with techniques to deal with missing values, outliers, unbalanced data, as well as data normalization
Tech Lead 📈Data Science Developer
Skills needed for Tech Lead 📈Data Science Developer
- Helps Demonstrate through a project expertise with big data platforms (Hadoop, Spark)
- Helps Understand with the big data ecosystem and its major components
- Helps Understand the concept of big data, and how big data is used at organizations
- Teaches Feedback
- Teaches Team work
- Teaches Foreign language skills
- Teaches Conflict resolution
- Teaches Networking and building relationships
- Teaches Self-development
- Teaches Decision-making in uncertain environment
- Teaches Scope
- Helps Demonstrate ability to formulate a business problem as a hypothesis question
- Helps Demonstrate use of methodologies in the execution of the analytics cycle
- Helps Demonstrate understanding of what is data science and what data scientists do
- Helps Demonstrate through a project the ability to analyze a dataset and communicate insights
- Teaches Personal Development Plan
- Teaches Written communication
- Teaches Argumentation
- Helps Demonstrate understanding of Linear Algebra principles for machine learning
- Helps Demonstrate through a project the ability to plan for the execution of a project
- Helps Demonstrate ability to visualize data and extract insights
- Teaches Hiring
- Helps Demonstrate through a project the ability to construct usable data sets
- Helps Demonstrate understanding of model validation and selection techniques
- Helps Demonstrate through a project the ability to test different models on a dataset, validate and select the best model, and communicate results
- Teaches Self-Reliance
- Helps Demonstrate ability to characterize a business problem
- Helps Understand sampling, probability theory, and probability distributions
- Helps Demonstrate knowledge of inferential statistics
- Helps Demonstrate knowledge of Python programming skills
- Helps Demonstrate knowledge of descriptive statistical concepts
- Teaches Skill Review
- Teaches Organise team work
- Teaches Planning work
- Helps Demonstrate through a project the ability to deploy and use a deployed model
- Helps Deploy and monitor a validated model in an operational environment
- Teaches Speaking at conferences and publications
- Teaches Presentations
- Teaches Verbal communication
- Teaches Knowledge sharing
- Helps Demonstrate understanding of different modeling techniques
- Helps Communicate results translating insight into business value
- Teaches Self-management
- Teaches Managing expectations
- Helps Implement descriptive and inferential statistics using Python
- Teaches Motivation
- Teaches Mentroring
- Helps Demonstrate ability to identify and collect data – multiple formats
- Helps Demonstrate expertise with techniques to deal with missing values, outliers, unbalanced data, as well as data normalization
- Helps Demonstrate ability to manipulate, transform, and clean data
Development vector
Junior 📈Data Science Developer
Middle 📈Data Science Developer
Senior 📈Data Science Developer
Tech Lead 📈Data Science Developer