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Methods from 2017 study
- What fields of academic research are using OGD?
- What types (themes/ formats/ sources) of OGD do researchers use?
- What purposes do OGD serve in academic research?/ What are utilization types of OGD in academic research?
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- Types of utilization: Source data, data for evaluating results, inputs / outputs, ground truthing?
- How much impact has OGD made through advancing academic research?
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- Citation counts - justify the use of citation counts / journal impact factors as a proximate measure of impact.
The goal of lit review is to understand how OGD is being used in academic research and what is the impact of utilization of OGD in research.
I suggest something like: To better understand the transfer of open government data initiatives to academic research and development activities.
- ACM : excluded because cannot do reference search
- IEEE: 263
- Scopus: 1997
- Springer: 226
After removing duplicates and retaining only journal/conferences articles: 2377
Search terms:
- list of open data portals on data.gov https://www.data.gov/open-gov/
for example: "data.seattle.gov" in full text and references
in Scopus:
ALL ( "odaa.dk" OR "open.alabama.gov" OR "data.alberta.ca" OR "cabq.gov/abq-data" OR "alkmaar.nl/opendat" OR "datacatalogs.org/catalog/allerdal" OR "os.amsterdam.nl" OR "data.angers.fr" OR "a2gov.org/data" OR "opendata.antwerpen.be" ) AND PUBYEAR > 2008 AND ( LIMIT-TO ( DOCTYPE , "ar" ) OR LIMIT-TO ( DOCTYPE , "cp" ) ) AND ( LIMIT-TO ( LANGUAGE , "English" ) )
in IEEE:
("odaa.dk" OR "open.alabama.gov" OR "data.alberta.ca" OR "cabq.gov/abq-data" OR "alkmaar.nl/opendat" OR "datacatalogs.org/catalog/allerdal" OR "os.amsterdam.nl" OR "data.angers.fr" OR "a2gov.org/data" OR "opendata.antwerpen.be") and refined by Content Type: Conference Publications Journals & Magazines Early Access Articles Year: 2009-2018
notes: when retrieving 'data.gov' in Scopus, additional conditions used: excluded papers which has 'open government data' in title/keywords/abstract. Otherwise, there are way too many results...
Inclusion Criteria:
- 2009 - Forward (data.gov launched in May, 2009/ )
- Data must be used - and not simply mentioned
- Only peer-reviewed research articles, no abstracts, chapters or books
- Only English
- Only full-text accessible (qualification on this)
Exclusion Criteria:
- Articles describing the importance of open data, describing the OGD platforms(technology/policy/usage)/data holdings but not the actual datasets, or reviewing open data policies (and do not actually analyze data)
- Pre 2009
Question: Does Census data count as open government data? What about data gathered or available from national research laboratories?
- retain for now, but may exclude from further analysis.
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retrieve materials and remove duplicates (August, 4th)
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Nic and Annie examine 50 samples (From Scopus sample 1 ~ 50) to determine in/out (August, 4th)
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Nic and Annie examine anther 98 samples (Springer 1~98) to determine use types (August, 11st)
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Nic and Annie examine anther 52 samples (Springer 99~150) to determine in/out and use types (August, 18st)
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Nic and Annie examine 10 samples (Springer 185, 191-194, 196, 198,199,200,203) to determine usage types (8.29)
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Nic and Annie examine 50 samples (Scopus, 52-114, only those determined as "in") to determine usage types (8.29)
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Write lit retrieval outline (August, 11st)
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Finalize a set of papers to be analyzed (August 11st)
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descriptive analysis (year, subjects, trends) (August 30th)
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classification of utilization (August 30th)
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classification of types/sources of OGD used. (August 30th)
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select and analyse typical use cases (August 30)
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estimate impact via paper citation/journal IF. (September 22)
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draft writing (September 30)
Annie's annotation of first 50 samples: https://docs.google.com/a/uw.edu/spreadsheets/d/1DrfMxdu4L1FjeGx9T7e3JMDp5APZ52lj40awMphG4iU/edit?usp=sharing
Nic and Annie determine in this round:
- whether an article should be included in our analysis according to Inclusion/Exclusion criteria
- what purposes OGD serve in a research paper, see https://github.com/OpenDataLiteracy/ODG-usage-in-Research/wiki/OGD-use-cases-and-usage-types for types of use and examples.
Annie's annotation of second round 100 samples from Springer:
or use copy on Github : https://github.com/OpenDataLiteracy/ODG-usage-in-Research/blob/master/lit_mining/Springer_sample2_20170808_Annie.xlsx
Nic and Annie determine in this round:
- what purposes OGD serve in a research paper, see https://github.com/OpenDataLiteracy/ODG-usage-in-Research/wiki/OGD-use-cases-and-usage-types for types of use and examples.
Third round of annotation of 50 samples from Springer
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Google spreadsheet : https://docs.google.com/a/uw.edu/spreadsheets/d/1AX7C-R4QXs-apq8X2U_h1VLANfLvLyIb0Y571ZcwmZo/edit?usp=sharing
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Github link: https://github.com/OpenDataLiteracy/ODG-usage-in-Research/tree/master/lit_mining
Nic and Annie determine in this round:
- whether an article should be included in our analysis according to Inclusion/Exclusion criteria
- what purposes OGD serve in a research paper, see https://github.com/OpenDataLiteracy/ODG-usage-in-Research/wiki/OGD-use-cases-and-usage-types for types of use and examples.
4th round of annotation, 10 samples: https://docs.google.com/a/uw.edu/spreadsheets/d/1MX2FjN1HyJ3x4RCAPdDmqMeFxsvMTR3loOSRZfpZKBg/edit?usp=sharing
**5th round of annotation, 50 samples: ** https://docs.google.com/a/uw.edu/spreadsheets/d/10Om6eWpjNqiCTJbs1pttKZxJlMKVKXvCHxu8vzfLqYg/edit?usp=sharing
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journal categories: http://www.scimagojr.com/journalrank.php or Scopus Source List from https://www.elsevier.com/solutions/scopus/content
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keywords
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author affiliations
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journal/conference publisher countries
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OGD sources.