# Read about fixtures at http://api.rubyonrails.org/classes/ActiveRecord/Fixtures.html related_policies: text: "Questions to consider:
Guidance:
List any other relevant funder, institutional, departmental or group policies on data management, data sharing and data security. Some of the information you give in the remainder of the DMP will be determined by the content of other policies. If so, point/link to them here.
" themes: related_policies existing_data: text: "Questions to consider:
Guidance:
Check to see if there are any existing data that you can reuse, for examples by consulting relevant repositories.
When creating new data sources, explain why existing data sources cannot be re-used.
A list of repositories is provided by Databib or Re3data .
" themes: existing_data licensing_of_existing_data: text: "Questions to consider:
Guidance:
If purchasing or reusing existing data sources, explain how issues such as copyright and IPR have been addressed.
" themes: licensing_of_existing_data relationship_to_existing_data: text: "Questions to consider:
Guidance:
Consider the relationship between the data that you will capture and existing data available in public repositories or elsewhere.
" themes: relationship_to_existing_data description_of_data_content: text: "Questions to consider:
Guidance:
Give a brief description of the data that will be created, noting its content and coverage
" themes: description_of_data_content data_format: text: "Questions to consider:
Guidance:
Outline and justify your choice of format e.g. SPSS, Open Document Format, tab-delimited format, MS Excel.
Decisions may be based on staff expertise, a preference for Open formats, the standards accepted by data centres or widespread usage with a given community. Using standardised and interchangeable or open lossless data formats ensures the long-term usability of data.
See UKDA Guidance on recommended data formats.
" themes: data_format data_volumes: text: "Questions to consider:
Guidance:
Consider the implications of data volumes in terms of storage, backup and access.
Estimate the volume of data in KB/MB/GB and how this will grow to make sure any additional storage and technical support required can be provided.
" themes: data_volumes data_type: text: "Questions to consider:
Guidance:
Outline the types of data that are expected to be produced from the project e.g. quantitative, qualitative, survey data, experimental measurements, models, images, audiovisual data, samples…
Include the raw data arising directly from the research, the reduced data derived from it, and published data.
" themes: data_type data_capture_methods: text: "Questions to consider:
Guidance:
Outline how the data will be collected/generated and which community data standards (if any) will be used at this stage.
" themes: data_capture_methods data_organisation: text: "Questions to consider:
Guidance:
Indicate how the data will be organised during the project, mentioning for example naming conventions, version control and folder structures. Consistent, well-ordered research data will be easier for the research team to find, understand and reuse.
" themes: data_organisation data_quality: text: "Questions to consider:
Guidance:
Explain how the consistency and quality of data collection will be controlled and documented.
This may include processes such as calibration, repeat samples or measurements, standardised data capture or recording, data entry validation, peer review of data or representation with controlled vocabularies.
" themes: data_quality documentation: text: "Questions to consider:
Guidance:
Describe the types of documentation that will accompany the data to provide a secondary users with any necessary details to prevent misuse, misinterpretation or confusion. This may include information on the methodology used to collect the data, analytical and procedural information, definitions of variables, units of measurement, any assumptions made, the format and file type of the data.
" themes: documentation metadata_capture: text: "Questions to consider:
Guidance:
Metadata should be created to describe the data and aid discovery. Consider how you will capture this information and where it will be recorded e.g. in a database with links to each item, in a ‘readme’ text file, in file headers.
" themes: metadata_capture metadata_standards: text: "Questions to consider:
Guidance:
Researchers are strongly encouraged to utilise community standards to describe and structure data, where these are in place. The DCC offers a catalogue of disciplinary metadata standards.
" themes: metadata_standards discovery_by_users: text: "Questions to consider:
Guidance:
Indicate how potential new users can find out about your data and identify whether they could be suitable for their research purposes. For example, you may provide basic discovery metadata online, such as title, author, subjects, keywords and publisher.
" themes: discovery_by_users ethical_issues: text: "Questions to consider:
Guidance:
Investigators carrying out research involving human participants must ensure that consent is obtained to share data. Managing ethical concerns may include: anonymisation of data; referral to departmental or institutional ethics committees; and formal consent agreements. Ethical issues may affect how you store data, who can see/use it and how long it is kept. You should show that you’re aware of this and have planned accordingly.
See UKDA Guidance on Consent, Confidentiality and Ethics.
" themes: ethical_issues ipr_ownership_and_licencing: text: "Questions to consider:
Guidance:
State who will own the copyright and IPR of any new data that you will generate. For multi-partner projects, IPR ownership may be worth covering in a consortium agreement. Outline any restrictions needed on data sharing e.g. to protect proprietary or patentable data.
See DCC How to license research data.
" themes: ipr_ownership_and_licencing active_data_storage: text: "Questions to consider:
Guidance:
Storing data on laptops, computer hard drives or external storage devices alone is very risky. The use of robust, managed storage provided by university IT teams is preferable.
See UKDA Guidance on Data Storage.
" themes: active_data_storage backup_procedures: text: "Questions to consider:
Guidance:
Describe the data back-up procedures that you will adopt to ensure the data and metadata are securely stored during the lifetime of the project. You may need to discuss your institution’s policy on back-ups. It is better to use automatic backup services provided by university IT than rely on manual processes.
See UKDA Guidance on Data Backup.
" themes: backup_procedures data_security: text: "Questions to consider:
Guidance:
If your data is sensitive (e.g. detailed personal data, politically sensitive information or trade secrets) you should discuss any appropriate security measures that you will be taking. Note the main risks and how these will be managed. Identify any formal standards that you will comply with e.g. ISO 27001.
See DCC Briefing Paper on Information Security Management - ISO 27000.
See UKDA Guidance on Data Security.
" themes: data_security data_selection: text: "Questions to consider:
Guidance:
Indicate which data you intend to preserve beyond the period of funding. This should be based on what has long-term value and is economically viable to keep. Consider how long you wish to keep the data and what will happen to it e.g. deposit in a data repository to enable reuse.
See DCC How to appraise and select research data.
" themes: data_selection preservation_plan: text: "Questions to consider:
Guidance:
Researchers should consider how datasets that have long-term value will be preserved and curated beyond the lifetime of the grant. Also outline the plans for preparing and documenting data for sharing and archiving.
If you do not propose to use an established repository, the data management plan should demonstrate that resources and systems will be in place to enable the data to be curated effectively beyond the lifetime of the grant.
" themes: preservation_plan period_of_preservation: text: "Questions to consider:
Guidance:
This may depend on the type of data. Most research funders expect data to be retained for a minimum of 10 years from the end of the project. For data that by their nature cannot be re-measured, efforts should be made to retain them indefinitely.
" themes: period_of_preservation data_repository: text: "Questions to consider:
Guidance:
Most research funders recommend the use of established data repositories, community databases and related initiatives to aid data preservation, sharing and reuse.
An international list of data repositories is available via Databib or Re3data.
" themes: data_repository audience: text: "Questions to consider:
Guidance:
Where possible outline the types of users you expect and estimate numbers.
" themes: audiencethe expected_reuse: text: "Questions to consider:
Guidance:
You should think about the possibilities for re-use of your data in other contexts and by other users, and connect this as appropriate with your plans for dissemination and Pathways to Impact. Where there is potential for reuse, you should use standards and formats that facilitate this.
" themes: expected_reuse method_for_data_sharing: text: "Questions to consider:
Guidance:
Consider where, how, and to whom the data should be made available. Will you share data via a data repository, handle data requests directly or use another mechanism?
The methods used to share data will be dependent on a number of factors such as the type, size, complexity and sensitivity of data. Mention earlier examples to show a track record of effective data sharing.
" themes: method_for_data_sharing timeframe_for_data_sharing: text: "Questions to consider:
Guidance:
Data (with accompanying metadata) should be shared in a timely fashion. It is generally expected that timely release would generally be no later than the release through publication of the main findings and should be in-line with established best practice in the field.
" themes: timeframe_for_data_sharing embargo_period: text: "Questions to consider:
Guidance:
The value of data often depends on timeliness. Researchers have a legitimate interest in benefiting from their investment of time and effort in producing data, but not in prolonged exclusive use. Research funders typically allow embargoes in line with practice in the field, but expect these to be outlined and justified.
" themes: embargo_period restrictions_on_sharing: text: "Questions to consider:
Guidance:
Outline any expected difficulties in data sharing, along with causes and possible measures to overcome these. Restrictions to data sharing may be due to participant confidentiality, consent agreements or IPR. Strategies to limit restrictions may include: anonymising or aggregating data; gaining participant consent for data sharing; gaining copyright permissions; and agreeing a limited embargo period.
" themes: restrictions_on_sharing managed_access_procedures: text: "Questions to consider:
Guidance:
Indicate whether external users are (will be) bound by data sharing agreements, licenses or end-user agreements. If so, set out the terms and key responsibilities to be followed.
Note how access will be controlled, for example by the use of specialist services. A data enclave provides a controlled secure environments in which eligible researchers can perform analyses using restricted data resources.
Where a managed access process is required, the procedure should be clearly described and transparent.
" themes: managed_access_procedures responsibilities: text: "Questions to consider:
Guidance:
Outline the roles and responsibilities for all activities e.g. data capture, metadata production, data quality, storage and backup, data archiving & data sharing. Individuals should be named where possible. For collaborative projects you should explain the co-ordination of data management responsibilities across partners.
See UKDA Guidance on data management roles and responsibilities.
" themes: responsibilities resourcing_skills_and_training: text: "Questions to consider:
Guidance:
Carefully consider any resources needed to deliver the plan. Where dedicated resources are needed, these should be outlined and justified.
Outline any relevant technical expertise, support and training that is likely to be required and how it will be acquired.
" themes: resourcing_skills_and_training resourcing_hardware_and_software: text: "Questions to consider:
Guidance:
Carefully consider any resources needed to deliver the plan. Where dedicated resources are needed, these should be outlined and justified.
Provide details and justification for any hardware or software which will be used to support the project’s research methodology, which is additional or exceptional to conventional desk-based research and institutional provision. This includes additional storage and backup costs that may be charged by IT services.
" themes: resourcing_hardware_and_software resourcing_preservation_and_data_sharing: text: "Questions to consider:
Guidance:
Carefully consider any resources needed to deliver the plan. Where dedicated resources are needed, these should be outlined and justified.
Funding should be included to cover any charges applied by data repositories, for example to handle data of exceptional size or complexity. Also remember to cost in time and effort to prepare data for deposit and ensure it is adequately documented to enable reuse.
If you are not depositing in a data repository, ensure you have appropriate resources and systems in place to share and preserve the data.
See UKDA How to cost data management.
" themes: resourcing_preservation_and_data_sharing ahrc_funder_guidance: text: "sample funder guidance ahrc" themes: embargo_period bbsrc_funder_guidance: text: "sample funder guidance bbsrc" themes: embargo_period aru_institution_guidance: text: "sample institution guidance aru" themes: embargo_period au_institution_guidance_1: text: "sample institution guidance au 1" themes: embargo_period au_institution_guidance_2: text: "sample instiution guidance au 2" themes: embargo_period bu_institution_guidance_1: text: "sample institution guidance bu 1" themes: embargo_period bu_institution_guidance_2: text: "sample institution guidance bu 2" themes: embargo_period one: text: "one" themes: embargo_period