AREA |
TOPIC |
LO |
VERB |
TYPE |
CULTURE |
what open data are |
State what makes open data open (K) |
|
|
CULTURE |
what open data are |
Describe the basis of open data (K) |
|
|
CULTURE |
what open data are |
Explain the general process, lifecycle, and potential of open data (K) |
|
|
CULTURE |
why I would open up data |
Recall good OD examples (K) |
|
|
CULTURE |
why I would open up data |
Identify key impacts and benefits of opening up data (K) |
|
|
CULTURE |
why I would open up data |
Name the economic benefits (K) |
|
|
CULTURE |
why I would open up data |
Describe where we expect open data to be of value (K) |
|
|
CULTURE |
why I would open up data |
Explain why to open up my research data (K) |
|
|
CULTURE |
why I would open up data |
Determine which data would be beneficial to be opened or published (K) |
|
|
CULTURE |
why I would open up data |
Explain that open data is not an existential threat to the sector (K) |
|
|
CULTURE |
how open data creates value |
Describe the sector-wide benefits of open data (K) |
|
|
CULTURE |
how open data creates value |
Explain how OD creates value (K) |
|
|
CULTURE |
how open data creates value |
Explain how OD creates value in an education setting (K) |
|
|
CULTURE |
who are the key actors in the OD world? |
Recall actors in an open data ecosystem (K) |
|
|
CULTURE |
who are the key actors in the OD world? |
Identify the data community (K) |
|
|
CULTURE |
who are the key actors in the OD world? |
Identify ways to engage with journalists and other relevant public domain actors (K) |
|
|
CULTURE |
what the opportunities are for the public sector |
Recall examples and inspiration for public sector (K) |
|
|
CULTURE |
what the opportunities are for the private sector |
Recall examples and inspiration for private sector (K) |
|
|
CULTURE |
what the opportunities are for the private sector |
Recall success stories of start-ups and businesses built on Open Data (K) |
|
|
CULTURE |
what the opportunities are for the private sector |
Identify ways to start innovating collaboratively (K) |
|
|
CULTURE |
what the opportunities are for the private sector |
Explain the advantages or disadvantages against my business competitors to open my data (K) |
|
|
CULTURE |
what is the value of open data in the social sector |
Recall examples and inspiration for the social sector (K) |
|
|
CULTURE |
what is the value of open data in the social sector |
Explain how OD can address social challenges (K) |
|
|
CULTURE |
what the impact is of open data on society, business and public policy |
Recall examples of OD across sectors (K) |
|
|
CULTURE |
what is the connection between open data and open standards? |
Explain data licenses (K) |
|
|
CULTURE |
what is the connection between open data and open standards? |
Describe semantic interoperability (K) |
|
|
MANAGEMENT |
which of my data are of value/needed/demanded |
Recognize which dataset is in a convenient and modifiable form (K) |
|
|
MANAGEMENT |
which of my data are of value/needed/demanded |
Identify which data sets add the most value to clients (K) |
|
|
MANAGEMENT |
which of my data are of value/needed/demanded |
Identify how the specific dataset provides value (S) |
|
|
MANAGEMENT |
which of my datasets can be used to solve a problem |
Identify which dataset provides the appropriate information (K) |
|
|
MANAGEMENT |
which of my datasets can be used to solve a problem |
Identify the proper dataset (K) |
|
|
MANAGEMENT |
how to collaborate with stakeholders |
Recognize different collaboration methods (K) |
|
|
MANAGEMENT |
how to engage with the (potential) data users in a sustainable way |
Identify ways to engage with users (K) |
|
|
MANAGEMENT |
how to provide feedback possibilities on the data |
Produce feedback possibilities on the data (S) |
|
|
MANAGEMENT |
how to create a community around my data |
Identify ways to create a community (K) |
|
|
MANAGEMENT |
how the users want to access the data (dump, api, interactive table, visualization, storytelling, format) |
Identify ways how users want to access the data (K) |
|
|
MANAGEMENT |
which data format is best for my users |
Identify different data formats (K) |
|
|
MANAGEMENT |
which data format is best for my users |
Choose the right format for my user (S) |
|
|
MANAGEMENT |
how to annotate a dataset so it is easier to be found |
Decide which tags/metadata to use for the specific datasets (K/S) |
|
|
MANAGEMENT |
how to annotate data so that they are correctly understood |
Add metadata about the meaning of the fields, datatypes used, ��_ (S) |
|
|
MANAGEMENT |
how to add proper metadata when publishing |
Provide metadata in a machine readable way (S) |
|
|
MANAGEMENT |
where to find open data that could be useful |
List existing open data portals (K) |
|
|
MANAGEMENT |
where to find open data that could be useful |
Search an open data portal (S) |
|
|
MANAGEMENT |
where to find open data that could be useful |
Identify and evaluate data sources (K/S) |
|
|
MANAGEMENT |
where to find open data that could be useful |
Locate reliable data sources (S) |
|
|
MANAGEMENT |
where to find open data that could be useful |
List relevant keywords (K) |
|
|
MANAGEMENT |
where to find open data that could be useful |
Identify sources that open data can come from (such as government departments, public sector bodies, local councils, universities and research institutions etc.) (K) |
|
|
MANAGEMENT |
what about ethics |
Discuss ethics in relation to OD (K) |
|
|
MANAGEMENT |
what about legalities |
Recall legalities in relation to OD (K) |
|
|
MANAGEMENT |
what about legalities |
Explain rules concerning Intellectual property (K) |
|
|
MANAGEMENT |
what about legalities |
Explain licenses, decrees, basic law, European legislature (K) |
|
|
MANAGEMENT |
what about open data licenses, why and how to apply those |
Choose the right license (S) |
|
|
MANAGEMENT |
what about open data licenses, why and how to apply those |
Verify the license used allows for the re-use the company wants (S) |
|
|
MANAGEMENT |
what about open data licenses, why and how to apply those |
Explain creative commons and open data licenses (K) |
|
|
MANAGEMENT |
what about privacy & security |
Identify the known security issues when using open data (K) |
|
|
MANAGEMENT |
what about privacy & security |
Identify the indirect or circumstantial risks regarding privacy while using open data (K) |
|
|
MANAGEMENT |
what about privacy & security |
Explain what is considered sensitive / private data (K) |
|
|
MANAGEMENT |
how to make a roadmap for OD |
Produce vision setting for open data publication (S) |
|
|
MANAGEMENT |
how to make a roadmap for OD |
Identify the organisational opportunities from open data (K) |
|
|
MANAGEMENT |
how to make a roadmap for OD |
Manage data programs (S) |
|
|
MANAGEMENT |
how to make a roadmap for OD |
Setting clear visions for open data use (S) |
|
|
MANAGEMENT |
how to make a roadmap for OD |
Operate change management (S) |
|
|
MANAGEMENT |
how to get everyone one board (strategy & technical) |
Facilitate relevant workshop sessions (S) |
|
|
MANAGEMENT |
how to get everyone one board (strategy & technical) |
Lead change programs (S) |
|
|
MANAGEMENT |
how to get everyone one board (strategy & technical) |
Communicate about OD in my organisation and with partners (S) |
|
|
MANAGEMENT |
how to get everyone one board (strategy & technical) |
Calculate cost and "profit" (or cost reduction in the long term) (S) |
|
|
MANAGEMENT |
how to get everyone one board (strategy & technical) |
Speak to non-technical audiences about open data (S) |
|
|
MANAGEMENT |
which international standards to use |
Discuss international standards (K) |
|
|
MANAGEMENT |
which international standards to use |
Name the specifications for geographical data e.g. INSPIRE (Infrastructure for Spatial Information in Europe) (K) |
|
|
MANAGEMENT |
which international standards to use |
Summarize abilities on exploiting open data in GIS systems (K) |
|
|
MANAGEMENT |
which international standards to use |
Embed international standards in our work and software (K/S) |
|
|
MANAGEMENT |
how to move to a data-driven decision making process |
Discuss data-driven decision-making approaches (K) |
|
|
MANAGEMENT |
how to share and exchange data? |
Explain how to exchange data (K) |
|
|
MANAGEMENT |
how to share and exchange data? |
Explain how to merge data (K) |
|
|
MANAGEMENT |
how to share and exchange data? |
Explain how to share data (K) |
|
|
BUSINESS |
how to use OD to improve or products/services |
Identify best practices that raise productivity (K) |
|
|
BUSINESS |
how to use OD to improve or products/services |
Uncover consumer preferences, allowing companies to improve new products/services (S) |
|
|
BUSINESS |
how to use open data to create something |
Identify different kinds of applications I can create with open data (K) |
|
|
BUSINESS |
how to use open data to create something |
Identify other application areas where open data can be exploited (K) |
|
|
BUSINESS |
how to use open data to increase our efficiency |
Identify how performance can be enhanced by open data (K) |
|
|
BUSINESS |
how to use open data to increase our efficiency |
Spreading best practices that raise productivity (S) |
|
|
BUSINESS |
how to use open data to increase our efficiency |
Identify benefits from easier access to information, content and knowledge (K) |
|
|
BUSINESS |
how to grow my business using open data |
Analyse patterns and trends using open data (S) |
|
|
BUSINESS |
how to grow my business using open data |
Evaluate business plans using open data (S) |
|
|
BUSINESS |
how to grow my business using open data |
Adapt business models to open data policy (S) |
|
|
BUSINESS |
how to grow my business using open data |
Identify how to reach more customers, or provide enhanced services to existing customers (K) |
|
|
BUSINESS |
how to grow my business using open data |
Identify how open data is supporting growth by revealing opportunities for businesses (K) |
|
|
BUSINESS |
how to start a business with open data |
Set up a business strategy with open data (S) |
|
|
BUSINESS |
how to start a business with open data |
Define the goals of the company and the way in which they are satisfied using open data (S) |
|
|
BUSINESS |
how to make my creation/product/service sustainable |
Identify tools or services that are well-placed to help (K) |
|
|
BUSINESS |
how to make my creation/product/service sustainable |
Identify how the product/service meets customer needs (S) |
|
|
BUSINESS |
how to make my creation/product/service discoverable |
Identify tools or services that are well-placed to help (K) |
|
|
BUSINESS |
how can I contribute to the entrepreneurial sector by using open data |
Identify success stories and ways to engage with the entrepreneurial sector (K) |
|
|
OBTAINING DATA |
where to find OD |
Identify existing open data portals (local, regional, country level) (K) |
|
|
OBTAINING DATA |
where to find OD |
Explain how datasets have been tagged with metadata (K) |
|
|
OBTAINING DATA |
where to find OD |
Search an open data portal (S) |
|
|
OBTAINING DATA |
where to find OD |
Navigate an open data portal (S) |
|
|
OBTAINING DATA |
which data to use |
Identify data of interest (K) |
|
|
OBTAINING DATA |
how to download and explore a dataset |
Download and explore a dataset (S) |
|
|
OBTAINING DATA |
how to blend open data with other |
Identify suitable data for blending (K) |
|
|
OBTAINING DATA |
how to blend open data with other |
Knowledge of tools that allow data blending (Alteryx, Open Refine, ��_) (K) |
|
|
OBTAINING DATA |
how to blend open data with other |
Handle interoperability issues and use existing standards (S) |
|
|
OBTAINING DATA |
how to convert from one format to another |
Convert data files into useful formats (S) |
|
|
OBTAINING DATA |
what about licenses? |
Verify that the license used allows for the re-use the user wants (S) |
|
|
OBTAINING DATA |
how to retrieve data from data stores |
Create queries that fetch data with minimum loading effort (S) |
|
|
OBTAINING DATA |
how to retrieve data from data stores |
Create queries that retrieve data from multiple data stores (S) |
|
|
OBTAINING DATA |
how to retrieve data from data stores |
Describe complex querying concepts (K) |
|
|
OBTAINING DATA |
what are the common OD tools? |
Identify available tools to obtain data (K) |
|
|
SCRUBBING DATA |
how to filter out sensitive data |
Employ anonymizing skills (S) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Discover what the original source of the data is (S) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Reproduce evaluation criteria for good quality of data (K) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Determine the quality level of open data (S) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Untangle data (S) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Identify if my data needs cleaning (S) |
|
|
SCRUBBING DATA |
how can I check the quality of my data |
Deal with unclear/incomplete data (S) |
|
|
SCRUBBING DATA |
understand the validity of open data |
Identify how correct is the information in the datasets (S) |
|
|
SCRUBBING DATA |
understand the validity of open data |
Discover where potential problems are, if any (S) |
|
|
SCRUBBING DATA |
how to clean data |
Explain how to clean data (K) |
|
|
SCRUBBING DATA |
how to clean data |
Perform cleaning methods (S) |
|
|
SCRUBBING DATA |
how to clean data |
Understanding the challenges of messy data (K) |
|
|
SCRUBBING DATA |
how to handle redundancy in data collection |
Perform record deduplication and/or record merging (S) |
|
|
SCRUBBING DATA |
what are the common OD tools? |
Identify available tools to clean my data (K) |
|
|
EXPLORE DATA |
how to analyse data |
Use analytics tools (S) |
|
|
EXPLORE DATA |
how to analyse data |
Identify the proper analysis method to perform based on my objective (K/S) |
|
|
EXPLORE DATA |
how to analyse data |
Perform practical data analysis (S) |
|
|
EXPLORE DATA |
how to analyse data |
Identify different technologies that allow data analysis (K) |
|
|
EXPLORE DATA |
how to analyse data |
Decide what type of analysis is more suitable for my data (K/S) |
|
|
EXPLORE DATA |
how to exploit statistical open data |
Search for statistical open data (S) |
|
|
EXPLORE DATA |
how to exploit statistical open data |
Perform analytics on statistical data (S) |
|
|
EXPLORE DATA |
what are the common OD tools? |
Locate and use practical tools (K/S) |
|
|
EXPLORE DATA |
how to handle a lot of data |
Work with big data sets (S) |
|
|
VISUALIZE DATA |
how to create a visualization |
Identify available technologies for creating visualizations (K) |
|
|
VISUALIZE DATA |
how to create a visualization |
Use visualization software(s) (S) |
|
|
VISUALIZE DATA |
how to create a visualization |
Apply simple ranking of data, proportions and distributions etc. (S) |
|
|
VISUALIZE DATA |
which visualization is best for the type of data/user/problem addressed |
Identify the visualize best suited to a given data set (K/S) |
|
|
VISUALIZE DATA |
which visualization is best for the type of data/user/problem addressed |
Navigate to a service that allows me to view datasets (S) |
|
|
VISUALIZE DATA |
which visualization is best for the type of data/user/problem addressed |
Identify what each type of visualization's added value and purpose (K) |
|
|
VISUALIZE DATA |
how to create visualizations with geographical data (maps) |
Identify methods / technologies required for map visualizations with open data (K) |
|
|
VISUALIZE DATA |
how to work with dashboards |
Create a dashboard (S) |
|
|
VISUALIZE DATA |
what are the common OD tools? |
Identify the OD tools for visualization (K) |
|
|
MODELLING DATA |
how to create predictions on important city issues (e.g. pollution levels, radiation measurements etc.) |
Identify different data analytics methods for creating predictions (K) |
|
|
MODELLING DATA |
how to create predictions on important city issues (e.g. pollution levels, radiation measurements etc.) |
Explain machine learning and other analytics methods (K) |
|
|
MODELLING DATA |
how to create predictions on important city issues (e.g. pollution levels, radiation measurements etc.) |
Identify tools that can perform predictions through Open Data (K) |
|
|
MODELLING DATA |
how to create predictions on important city issues (e.g. pollution levels, radiation measurements etc.) |
Develop prediction services / applications with open data (S) |
|
|
MODELLING DATA |
how to create visualizations that are meaningful (e.g. predictions, statistical analysis etc.) |
Recall existing success stories (K) |
|
|
MODELLING DATA |
how to create visualizations that are meaningful (e.g. predictions, statistical analysis etc.) |
Identify methods and tools that create predictions with complex visualizations (K) |
|
|
MODELLING DATA |
what are the common OD tools? |
Identify the OD tools for modelling (K) |
|
|
INTERPRET DATA |
how to understand the data |
Interpret data (S) |
|
|
INTERPRET DATA |
how to understand the data |
Explain what data means and its value (K) |
|
|
INTERPRET DATA |
how to understand the data |
Explain how data has been structured and organised (K) |
|
|
INTERPRET DATA |
how to interpret findings |
Interpret findings (S) |
|
|
INTERPRET DATA |
how to validate output |
Validate the output / results of e.g. OD visualizations (S) |
|
|
INTERPRET DATA |
what are the common OD tools? |
Identify the OD tools for interpreting (K) |
|
|
PRESENT DATA |
how to present data |
Present data (S) |
|
|
PRESENT DATA |
how to present data |
Determine what statistical methods to use for specific situations (K/S) |
|
|
PRESENT DATA |
how to present data |
Pick a visualization that cleanly and powerfully tells a story from the data (S) |
|
|
PRESENT DATA |
how to present data |
Perform information graphics (S) |
|
|
PRESENT DATA |
how to do storytelling based on my data |
Link my story with Data visualization (S) |
|
|
PRESENT DATA |
what are the common OD tools? |
Identify the OD tools for presenting and storytelling (K) |
|
|
PROGRAMMING SKILLS |
how to use data via API |
Identify available APIs that allow applications creation with Open Data (K) |
|
|
PROGRAMMING SKILLS |
how to use data via API |
Use APIs in creating applications with Open Data (S) |
|
|
PROGRAMMING SKILLS |
how to use data via API |
Create queries that fetch data with minimum loading effort (S) |
|
|
PROGRAMMING SKILLS |
how to use data via API |
Creating queries that retrieve data from multiple data stores (S) |
|
|
PROGRAMMING SKILLS |
how to use data via API |
Apply complex querying concepts (S) |
|
|
PROGRAMMING SKILLS |
how are data structured |
Perform data modelling (S) |
|
|
PROGRAMMING SKILLS |
how are data structured |
Create data structures (S) |
|
|
PROGRAMMING SKILLS |
how to maintain ongoing updated information |
Create dynamic displays that will be updated along with the data (S) |
|
|
PROGRAMMING SKILLS |
how to create live services for my city's citizens |
Identify technologies that allow creation of live services with Open Data (K) |
|
|
LINKED OPEN DATA |
What is Linked data |
Explain what Linked Data is (K) |
|
|
LINKED OPEN DATA |
What is Linked data |
Differentiate between linked data and data on the Web in general (K) |
|
|
LINKED OPEN DATA |
How to work with open linked data |
Retrieve linked data e.g. using SPARQL (S) |
|
|
LINKED OPEN DATA |
How to work with open linked data |
Explain what SPARQL is and how it's different from SQL (K) |
|
|
LINKED OPEN DATA |
How to work with open linked data |
Recall examples with SPARQL (K) |
|
|
LINKED OPEN DATA |
How to combine different data using LOD |
Link different datasets (S) |
|
|
LINKED OPEN DATA |
How to transform open data to linked discoverable data |
Publish open data in a machine readable way so that they become more discoverable (URIs, RDF vocabularies) (S) |
|
|
LINKED OPEN DATA |
How to decide which vocabularies to use for creating RDF data |
Identify different vocabularies and their usage (K) |
|
|
LINKED OPEN DATA |
How to decide which vocabularies to use for creating RDF data |
Determine which vocabularies are more useful (S) |
|
|
LINKED OPEN DATA |
To understand the difference in concept thinking between RDF and relational databases when publishing open data |
Create triples and RDF graphs (S) |
|
|
LINKED OPEN DATA |
To understand the difference in concept thinking between RDF and relational databases when publishing open data |
Visualize a data model using RDF graphs (S) |
|
|
LINKED OPEN DATA |
How to describe open datasets using DCAT |
Describe open datasets using DCAT ��� AP (S) |
|
|
LINKED OPEN DATA |
how to annotate my data with meaning (create RDF) |
Identify existing ontologies that can be used for annotation (K) |
|
|
LINKED OPEN DATA |
how to annotate my data with meaning (create RDF) |
Decide which concepts to use for describing my data (S) |
|
|
LINKED OPEN DATA |
how to annotate my data with meaning (create RDF) |
Identify tools available that help create RDF models of my data (K) |
|
|
LINKED OPEN DATA |
how to annotate my data with meaning (create RDF) |
Create RDF (S) |
|
|
LINKED OPEN DATA |
how to use semantic standards for my data |
Identify available standards for semantically annotating my data (K) |
|
|
LINKED OPEN DATA |
how to use semantic standards for my data |
Describe semantic interoperability (K) |
|
|
LINKED OPEN DATA |
how to use semantic standards for my data |
Use semantic standards (S) |
|
|
LINKED OPEN DATA |
How to identify suitable data for linking |
Search for related datasets (S) |
|
|