The 2024 ISDSA Meeting will be held in Vienna, Austria from July 21-24, 2024.
certification:programs
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certification:programs [2019/08/07 19:10] ISDSA [Certificate] |
certification:programs [2019/08/08 20:36] ISDSA [Certified Training Programs] |
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| ==== Intermediate Data Scientist ==== | ==== Intermediate Data Scientist ==== | ||
| - | In addition to mastering the skills of a Beginner Data Scientist, an Intermediate Data Scientist distinguishes himself/herself with the knowledge in big data analysis and predictive and machine learning methods. The skills of an Intermediate Data Scientist can often be obtained through a two-year data science master program. An Intermediate Data Scientist is expected to independently implement a data strategy to deal with business challenges in the industry. Only about 30% of the data tasks requires the skills of an Intermediate Data Scientist. | + | In addition to mastering the skills of a Beginner Data Scientist, an Intermediate Data Scientist distinguishes himself/herself with the knowledge in big data analysis and predictive and machine learning methods. The skills of an Intermediate Data Scientist can often be obtained through a two-year data science master program. An Intermediate Data Scientist is expected to independently implement a data strategy to deal with business challenges in the industry. Only about 30% of the data tasks require the skills of an Intermediate Data Scientist. |
| ==== Advanced Data Scientist ==== | ==== Advanced Data Scientist ==== | ||
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| | Skills | Beginner | Intermediate | Advanced | | | Skills | Beginner | Intermediate | Advanced | | ||
| - | | Data ethics | **✓** | **✓** | | | + | | Data ethics | **✓** | **✓** | **✓** | |
| - | | Data management | **✓** | **✓** | | | + | | Data management | **✓** | **✓** | **✓** | |
| - | | Data manipulation | **✓** | **✓** | | | + | | Data manipulation | **✓** | **✓** | **✓** | |
| - | | Basic data visualization | **✓** | **✓** | | | + | | Basic data visualization | **✓** | **✓** | **✓** | |
| - | | Basic statistical methods | **✓** | **✓** | | | + | | Basic statistical methods | **✓** | **✓** | **✓** | |
| - | | Basic programming | **✓** | **✓** | | | + | | Basic programming | **✓** | **✓** | **✓** | |
| - | | Oral communication | **✓** | **✓** | | | + | | Oral communication | **✓** | **✓** | **✓** | |
| - | | Data analysis reports | **✓** | **✓** | | | + | | Data analysis reports | **✓** | **✓** | **✓** | |
| - | | Working with big data | | **✓** | | | + | | Working with big data | | **✓** | **✓** | |
| - | | Predictive models | | **✓** | | | + | | Predictive models | | **✓** | **✓** | |
| - | | Classification and regression tree | | **✓** | | | + | | Classification and regression tree | | **✓** | **✓** | |
| - | | Scientific writing | | **✓** | | | + | | Scientific writing | | **✓** | **✓** | |
| - | | Advanced programming skills using R and/or Python | | **✓** | | | + | | Advanced programming skills using R and/or Python | | **✓** | **✓** | |
| | Text mining | | | **✓** | | | Text mining | | | **✓** | | ||
| | Computer vision | | | **✓** | | | Computer vision | | | **✓** | | ||
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| ==== Certified Training Programs ==== | ==== Certified Training Programs ==== | ||
| - | ISDSA also certifies training programs. A certified training program can issue a certificate to its trainee on behalf of ISDSA. To be certificated, a training program needs to submit its complete curriculum to ISDSA for evaluation. ISDSA evaluates a program based on the qualification of the instructors, design and implementation of courses, the performance of the trainees, and feedback of the trainees. A program needs to be evaluated every three years. Otherwise, it will lose its certified status. The cost of evaluating a program is listed below. If a program does not meet the standards to be certified, half of the cost will be refunded. | + | ISDSA also certifies training programs. A certified training program can issue a certificate to its trainees on behalf of ISDSA. To be certificated, a training program needs to submit its complete curriculum to ISDSA for evaluation. ISDSA evaluates a program based on the qualification of the instructors, design and implementation of courses, the performance of the trainees, and feedback of the trainees. A program needs to be evaluated every three years. Otherwise, it will lose its certified status. The cost of evaluating a program is listed below. If a program does not meet the standards to be certified, half of the cost will be refunded. |
| |Type|Cost| | |Type|Cost| | ||