Skills requiring development comparison
| Total 2014 (%) | Rank | Total 2018 (%) | Rank | |
|---|---|---|---|---|
| Data curation skills | 74 | 1 | 73 | 1 |
| Knowledge of a variety of research methods (e.g. data analysis, etc.) | 65 | 4 | 66 | 2 |
| Data description and documentation | 72 | 2 | 64 | 3 |
| Legal, policy and advisory skills (e.g. intellectual property, etc.) | 71 | 3 | 61 | 4 |
| Technical and ICT skills (e.g. data storage, infrastructure, etc.) | 60 | 5 | 59 | 5 |
| Understanding of research integrity, reproducibility and transparency principles | na | na | 55 | 6 |
| Knowledge of the research lifecycle | 58 | 6 | 42 | 7 |
| Subject and or disciplinary knowledge | 36 | 7 | 40 | 8 |
| Total 2014 (%) | Rank | Total 2018 (%) | Rank | |
|---|---|---|---|---|
| Data curation skills | 74 | 1 | 73 | 1 |
| Knowledge of a variety of research methods (e.g. data analysis, etc.) | 65 | 4 | 66 | 2 |
| Data description and documentation | 72 | 2 | 64 | 3 |
| Legal, policy and advisory skills (e.g. intellectual property, etc.) | 71 | 3 | 61 | 4 |
| Technical and ICT skills (e.g. data storage, infrastructure, etc.) | 60 | 5 | 59 | 5 |
| Understanding of research integrity, reproducibility and transparency principles | na | na | 55 | 6 |
| Knowledge of the research lifecycle | 58 | 6 | 42 | 7 |
| Subject and or disciplinary knowledge | 36 | 7 | 40 | 8 |
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