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I want to measure the impacts of my initiative on science and technology
…by assessing its impact on data and systems

Aggregate indicator title

Data and systems

Description

Improvement in data quantity, quality and accessibility

Domain

Science & Technology

Qualitative/Quantitative

Quantitative & Qualitative

Primary/Secondary data

Primary and Secondary data

Source of data

Not specified

Time series

Yes, ex ante and ex post

Unit of measurement (observation)

Absolute values & nominal 

Unit of analysis

Project

Analytical level (logic model)

Process & Output

Links with indicators in other domains

N/A

Data collection method(s)

Not specified

Data collection item(s)
  • Does the project have clear processes defined to validate and guarantee high data quality? 
  • Does the data adhere to common standards?
  • Does the project have a data management plan, IPR strategy and ethical guidelines?
  • Are data ownership and access rights clear and transparent?
  • Is the data handling process transparent?
  • Do citizens know what the data is used for, and where it is stored and shared?
  • Does the project have open interfaces to connect to other systems and platforms?
  • Is the generated data shared publicly and if so, under which conditions?
  • Is the project data appropriately archived for future analysis?
Indicator building
  • Data quality and standards
  • Ethics, data protection, Intellectual Property Rights (IPR)
  • Openness, interfaces
Availability of data

Low

Feasibility

Insufficient information to judge

Comments/caveats
Source of indicator definition

Kieslinger et al. (2017; 2018