https://metadatagamechangers.com/blog daily 0.75 2026-02-16 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1732588019380-EVZ2DEBI9IV792SXFI2E/dataCiteModel_V6.jpg Blog https://metadatagamechangers.com/blog/2026/2/13/datacite-project-use-cases monthly 0.5 2026-02-22 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/0ae1abd7-0770-47f3-8abf-61d1ae1a1d33/projectTeams.png Blog - DataCite Project Use Cases - Make it stand out Figure 1. The Project Items use case for the Metadata Game Changers Projects demonstrates the capabilities of the DataCite metadata Schema for tracking the kinds of items that are connected to projects. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/96dc75f3-9edd-44a8-bcd6-9b10a23de0c6/projectItems.png Blog - DataCite Project Use Cases - Make it stand out Figure 1. The Project Items use case for the Metadata Game Changers Projects demonstrates the capabilities of the DataCite metadata Schema for tracking the kinds of items that are connected to projects. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b91a259f-6b17-49b7-bfbb-11bb15722869/projectRelations.png Blog - DataCite Project Use Cases - Make it stand out Figure 3. The Project Relations use case for the Metadata Game Changers Projects demonstrates the capabilities of the DataCite metadata Schema for tracking the relation types for items that are connected to projects. https://metadatagamechangers.com/blog/2026/1/15/from-recommendation-to-action-a-new-tool-for-measuring-metadata-completeness monthly 0.5 2026-02-22 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ce60904e-9354-4538-92ca-6b7920dbfd8e/Figure+1+-+Continuous+Improvement.png Blog - From Recommendation to Action: A New Tool for Measuring Metadata Completeness - Make it stand out Figure 1. Continuous enhancement is an iterative process of planning, action, and measurement that improves metadata over time. Recommendations play the critical role of targets for these improvement iterations. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f584a508-1de6-4b23-9b01-8a6ca54f07e7/figure_2-processSchematic.png Blog - From Recommendation to Action: A New Tool for Measuring Metadata Completeness - Make it stand out Figure 2. Repository metadata improvement process driven by use cases and measurement. Tracking example from the Dryad repository. Large increases in FAIRness during 2019 are related to ROR adoption and launch of the “New Dryad”. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/c1cdccad-52bf-4157-84b5-a4079d78c699/Figure+3+Radar+Plot.png Blog - From Recommendation to Action: A New Tool for Measuring Metadata Completeness - Make it stand out Figure 3. Completeness of metadata elements in the Text Use Case. The elements are arranged around the edge of the plot with completeness going from 0% in the middle of the plot to 100% at the edge. Elements that are complete, i.e. filled to the edge of the plot, are accomplishments. Elements that are missing, or only partially filled, are opportunities for improvement. https://metadatagamechangers.com/blog/2026/1/9/datacite-bright-spots-repositories-consortia-and-improvements monthly 0.5 2026-01-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/e936df87-cfbc-4f8a-9828-fa5945cc5271/Overall_2026Annotated.png Blog - DataCite Bright Spots – Repositories, Consortia, and Improvements - Make it stand out Figure 1. Total metadata completeness for all FAIR use cases and 3414 DataCite Repositories. Repositories with > 10,000 records are on the right x-axis. The mandatory fields yield an overall completeness of 12%, the clear minimum for most of these sets. The mean completeness is 24%, shown by the dashed line and two standard deviations above the mean is 40%, shown by the light box. Several repositories outstanding for their size are identified. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/6fcfd9b2-d7ea-43e7-82f6-06f0705120a8/consortiumCompletenessAnnotated.png Blog - DataCite Bright Spots – Repositories, Consortia, and Improvements - Make it stand out Figure 1. Minimum, average, and maximum total completeness for DataCite Consortia with ten or more members. The light box shows completeness > 40%, the overall bright spot level shown in Figure 1. https://metadatagamechangers.com/blog/2026/1/6/using-award-numbers-to-check-funder-identifiers monthly 0.5 2026-01-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/6b8354ce-9d3f-49f5-aeea-b56b6a7867bc/method.png Blog - Using Award Numbers to Check Funder Identifiers - Make it stand out Figure 1. Schematic diagram of method used to check funder identifiers with award numbers. https://metadatagamechangers.com/blog/2025/10/27/award-metadata-datacite monthly 0.5 2026-01-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/6d9bde06-c7ec-4cef-9810-8ecfd6fd4e03/awardDataJourney.png Blog - Award Metadata @ DataCite - Make it stand out Figure 1. The award journey to the global research infrastructure. A-C indicate gates along the journey that can act as obstacles to funder metadata along the way. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/a8c8523b-9237-4129-8cda-284e7865b9c3/identifierTypesYears.png Blog - Award Metadata @ DataCite - Make it stand out Figure 1. Counts of Crossref Funder IDs and RORs for the U.S. National Science Foundation in DataCite. https://metadatagamechangers.com/blog/2025/10/12/crossref-metadata-evolution-2019-2025 monthly 0.5 2026-01-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b7dc3b2c-54cd-4cf5-b0ae-d01157ac4bb7/2025vs2019_journalArticleAverage.png Blog - Crossref Metadata Evolution - 2019 - 2025 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2025/10/2/temporal-coverage-for-awards-instruments-and-projects-in-datacite monthly 0.5 2026-01-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1dc71380-3429-4503-a3b4-c3af687fcab5/projectVersionsAnnotated.png Blog - Temporal Coverage for Awards, Instruments and Projects in DataCite - Make it stand out Figure 1. Relations for two versions of a project (purple) that share some team members (light green) and a funder (dark green) with different award numbers. These two versions occurred at different times, so have different temporal coverages, and the earlier project has one published output (blue). https://metadatagamechangers.com/blog/2025/6/14/metadata-game-changers-datacite-bright-spots monthly 0.5 2025-08-19 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/adcc08ff-6ca0-4bd8-8d2b-c7ec662a9fb2/totalCompletenessAllReposityories.png Blog - DataCite Bright Spots - Make it stand out Figure 1. Overall FAIRness completeness scores for 3066 DataCite Repositories. Repositories in the green box are Bright Spots. The average completeness (23%) and the Bright Spot limit (2 standard deviations above mean, 38%) are shown. Random samples of 5000 were taken for repositories with > 5000 records (13% of the repositories). https://metadatagamechangers.com/blog/2025/6/9/datacite-metadata-continues-to-add-capabilities monthly 0.5 2025-06-22 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b6d77ed3-e617-4057-b8d8-62d4ff4d49a5/dataCiteMetadataEvolution_2025.png Blog - DataCite Metadata Continues to Add Capabilities - Make it stand out Figure 1. Schematic of DataCite metadata evolution through time. https://metadatagamechangers.com/blog/2025/4/28/datasets-back-in-the-drivers-seat monthly 0.5 2025-07-30 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/07547a83-c219-4680-8c77-67fb17dbcf5e/DataCiteResourceTypesBar_202504.png Blog - How Many When (2025 Update): Dataset Bright Spot in the Driver's Seat - Make it stand out Figure 1. Number of DataCite Resources and resourcetypes / year. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/e496d3df-7f25-4030-a365-0d30a7c79940/DataCiteResourceTypesStackedBarAnnotated_202504.png Blog - How Many When (2025 Update): Dataset Bright Spot in the Driver's Seat - Make it stand out Figure 2. The % of DOIs/year for the top ten resourceTypes in DataCite. Note the huge influx of samples (grey) during 2023 and the dominance of Datasets (blue) during 2024 and 2025. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4ae5e206-05de-40d7-bc0b-3854db4e0fb0/2024DatasetPieChartAnnotated.png Blog - How Many When (2025 Update): Dataset Bright Spot in the Driver's Seat - Make it stand out Figure 3. Distribution of datasets registered by the ten top dataset contributors during 2024. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/92012ea0-ecfd-4283-8549-888c54ebe1e7/spiralSummary_Datasets_2024Annotated.png Blog - How Many When (2025 Update): Dataset Bright Spot in the Driver's Seat - Make it stand out Figure 4. Completeness of metadata for four FAIRness use cases and total in ten repositories that contributed over 130,000 datasets to DataCite during 2024. The NIFS metadata in the Text and Identifier use cases are more complete than all of the other repositories and they match the maximum in the other two use cases . https://metadatagamechangers.com/blog/2025/3/14/connecting-pids-in-datacite-metadata monthly 0.5 2025-04-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4d3064ca-6e23-4f78-b25b-01c07ef81980/relationTypeCounts.png Blog - Connecting PIDs in DataCite Metadata - Make it stand out Figure 1. Number of occurrences of relationTypes in DataCite metadata repository. Those with more than 500,000 occurrences are shown. Those with < 500,000 are listed in text. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b190a58c-f1bc-489d-83d6-fa9b69101adb/SpectrumOfDataCiteMetadataDetail.png Blog - Connecting PIDs in DataCite Metadata - Make it stand out Figure 1. DataCite metadata elements provide a spectrum of detail about datasets and other resources. This example illustrates levels of detail for instrument metadata. Items marked in red are mandatory, all others are recommended or optional. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5eef7a35-12ae-4b8e-bc10-f224fe826296/SouthernCrossUniversityConnectivity.png Blog - Connecting PIDs in DataCite Metadata - Make it stand out Figure 3. Southern Cross University Connectivity for six identifiers. The bars give % of repository DOIs. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/046caa65-7c61-4327-a86c-a46b0e8eed86/AustralianUniversityConnectivity.png Blog - Connecting PIDs in DataCite Metadata - Make it stand out Figure 4. Creator affiliation identifier connectivity for 21 Australian universities. Repositories with more complete connectivity (Brightspots) are clear near the bottom of the plot. https://metadatagamechangers.com/blog/2025/2/2/datacite-facets-and-metadata-completeness monthly 0.5 2025-04-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/878add1f-66fd-433f-9d94-b4cb2e707f42/facetsAndCompleteness.jpg Blog - DataCite Facets and Metadata Completeness - Make it stand out Figure 1. The relationship between the number of facets (facet number), the number of records with facets (facet total) and completeness varies with facet number and the facet total. https://metadatagamechangers.com/blog/2025/1/11/data-journeys-through-the-global-research-infrastructure monthly 0.5 2025-04-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/9727e15e-7811-427c-85b1-4173f836777b/AwardsAndDOIsFromCHORUS+AndPAR.png Blog - Data Journeys Through the Global Research Infrastructure - Make it stand out Figure 1. A sample of 51,602 awards with 308,549 associated articles (DOIs) was selected from CHORUS and searched for in PAR. We found that 32,543 (63%) of the awards and 127,218 (41%) of the DOIs were in PAR. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/24e7a35d-3041-407f-894e-de39e319018a/AwardReferenceTimeSeriesStackedBar.png Blog - Data Journeys Through the Global Research Infrastructure - Make it stand out Figure 2. Time history of award references in CHORUS and PAR. https://metadatagamechangers.com/blog/2024/11/20/re-curating-the-gump-south-pacific-field-station monthly 0.5 2025-12-07 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f1ecf495-3739-42f8-8265-c63f60683081/dataJourney.png Blog - Re-Curating the Gump South Pacific Field Station - Make it stand out Figure 1. The data journey included searchers for Works using the orcid api and metadata using the crossref and datacite APIs. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4e1e5119-024c-4fcd-825b-e37cd84b5636/authorNamesAndORCIDs.png Blog - Re-Curating the Gump South Pacific Field Station - Make it stand out Figure 2. Multiple names for target individuals in this pilot. The large numbers are the total number of name occurrences including names without ORCIDS. Difference between these numbers and the sums in the Table are the number of missing ORCIDs. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/013fd208-21a2-4f9a-b127-490a583a785e/GumpORCIDSAndRORs_IdentifiersNames.png Blog - Re-Curating the Gump South Pacific Field Station - Make it stand out Figure 3. Graph connecting researcher names (red), ORCIDs (blue), and organizations (yellow). Note multiple names connected to the same ORCID and multiple affiliations conNected to those names. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/9d555768-1929-48d9-9b99-40d7dcc92976/curatedAuthorsORCIDSAffiliations.png Blog - Re-Curating the Gump South Pacific Field Station - Make it stand out Figure 4. Graph connecting consistent researcher names (red), ORCIDs (orange), and organizations (yellow). All researchers are represented by a single name and ORCID and are affiliated with standard names for their research organizations. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b7742519-f148-49f8-b854-cc0b25c68d1c/connectivityAnnotated.png Blog - Re-Curating the Gump South Pacific Field Station - Make it stand out Figure 5. DOI Connectivity for ORCIDs and Organizations before (Baseline) and after Re-Curation of six researchers. The percentage of DOIs with all possible identifiers (Complete), some identifiers (Partial), and with no identifiers (Missing) are shown before (Baseline) and after Re-curation. https://metadatagamechangers.com/blog/2024/10/30/university-and-college-connectivity-datacite monthly 0.5 2025-04-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611773675264-Z5S0DF4GVC5L3642TMEE/Slide1.png Blog - University and College Connectivity @ DataCite - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611773765220-OE35QRWMD1D0JSKPR3D0/Slide2.png Blog - University and College Connectivity @ DataCite - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/3bf8e656-748f-4433-9953-6ee06d1e8ec4/RepositoryConnectivityDistribution_202410.png Blog - University and College Connectivity @ DataCite - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/e57d5a19-0818-46a5-a9a8-a0eac2ddda6a/connectivityAllRepositoriesAverages_JanOct.png Blog - University and College Connectivity @ DataCite - Make it stand out Figure 4. Visual representation of the connectivity for all authors (top) and organizations (bottom) for samples during January and October 2024. The % of resources with Complete, Partial, and Missing Connectivity are indicated by green, yellow, and red portions of the bars. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1b40a43f-6cbc-4b13-bc78-65b949625050/BathLeedsOldenburgImprovement.png Blog - University and College Connectivity @ DataCite - Make it stand out Figure 5. Improvements in connectivity for organizations and authors made during 2024 by three institutional repositories. https://metadatagamechangers.com/blog/2024/9/22/brightspots-get-brighter monthly 0.5 2024-11-01 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/52d7e706-7074-4416-9ed9-262a3ec20b95/UniversityOfBath-before.png Blog - BrightSpots Get Brighter - Make it stand out Figure 1. University of Bath FAIR Assessment - January 2024. Radar plots on the left show completeness for 58 metadata elements in four FAIR use cases. Use case scores are also shown on the right. The total score of 46% was the highest observed in 387 repositories. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/97b5740e-b1cb-41be-a7a8-51943d625dd1/UniversityOfBath-after.png Blog - BrightSpots Get Brighter - Make it stand out Figure 2. University of Bath FAIR Assessment – September 2024. Radar plots on the left show completeness for 58 metadata elements in four FAIR use cases. Use case scores are also shown on the right. The total score increased to 59% while the use case scores for findable text and AIR contacts (green) each increased by more than 30%. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/6a0a696d-c5dd-41e4-87c3-3724d88622dc/UniversityOfBath-Details.png Blog - BrightSpots Get Brighter - Make it stand out Figure 3. Details of metadata improvements at the University of Bath. https://metadatagamechangers.com/blog/2024/9/16/the-global-research-infrastructure-and-the-nsf-public-access-repository monthly 0.5 2024-10-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/134655bf-41ae-4f9b-a630-c048e253ddee/SimplePARInterface.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 1. Simple CHORUS search interface. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/487181a5-407a-4d7d-ac2a-b5c8eaa5fb42/PAR+User+Interface.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 2. Advanced PAR search interface. Note specific input field for Award ID. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/e8d067ae-3459-4c63-9012-018b5598063a/PARQueryResponseLengths.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 3. Response lengths for 300,000+ PAR queries for awards and DOIs. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/be8f21a1-3f71-4bb6-8952-a27071bc5ce8/CHORUSAwardsAndDOIsVsPAR.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 4. Numbers of CHORUS Awards and DOIs found in PAR for a test set of 51,602 awards. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/900b0537-07cc-45fc-95a1-45a54a3c1bd5/CHORUS_PAR_DOI_StackedTimeseries.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 5. Stacked timeseries of DOIs associated with NSF awards from CHORUS and PAR, CHORUS only, and Not Included by Award Effective Date. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/343a910e-9683-46e5-b29d-4a1f4c44681b/CHORUS_PAR_DOI_StackedBarsAnnotated.png Blog - The Global Research Infrastructure and the NSF Public Access Repository - Make it stand out Figure 6. % of DOIs / year found in CHORUS (blue), CHORUS and PAR (green) and not included in the test (grey). Note the jump in PAR coverage during 2017. https://metadatagamechangers.com/blog/2024/9/12/instrumentsdatacite monthly 0.5 2024-10-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/91518695-d78a-44e7-9341-1edac9794b54/DiscoverAndConnect.png Blog - Instruments@DataCite - Make it stand out Figure 1. Two schema changes were made to support instruments: a new resourceTypeGeneral = Instrument and new relationTypes Collects and IsCollectedBy. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/43ae0748-7414-4415-93d4-ee1dd0e1f49a/metadataContentAnnotated.png Blog - Instruments@DataCite - Make it stand out Figure 2. Content of 78 Instrument records from sources listed in Table 1. Mandatory elements are orange, funding metadata are light blue, descriptive metadata are green, identifiers are red, and other elements are blue. The concept names in this Figure map to 1) specific DataCite elements, e.g., Resource Title, 2) to relatedIdentifier.relationTypes, e.g., DocumentedBy, 3) to contributorTypes, e.g., Distributor, or to descriptionTypes, e.g. Abstract. See Habermann, 2024 for the details of this mapping. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/d50c40f1-18da-47ce-b2e0-316b260a4af0/dataCiteDescriptions.png Blog - Instruments@DataCite - Make it stand out Figure 3. DataCite metadata elements that provide resource descriptions at several levels of detail (top row) and connections to identified resources, contributors, and funders (bottom row) for instruments and other resources. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f9345100-cda6-4dea-9b29-ae7177c28bc8/BESSY_all_Identifiers.png Blog - Instruments@DataCite - Make it stand out Figure 4. Connected instruments, organizations and publications for the BESSY II light source at HZB. Identifiers are used to label nodes and show just suffixes for display simplicity. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/fa86b4e6-042d-46dc-9598-f663c8e84d98/BESSY_resourceTypes.png Blog - Instruments@DataCite - Make it stand out Figure 5. Connected instruments, organizations and publications for the BESSY beamline at HZB. In this case, identifiers are replaced by resourceTypes for instruments (blue). HZB uses resourceTypes to identify light sources and associated experiment stations for the instruments, BESSY II in this case. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/028c0a65-db8d-46aa-ba82-c93d9e92f35a/BESSY_titles.png Blog - Instruments@DataCite - Make it stand out Figure 6. Connected instruments, organizations and publications for the BESSY beamline at HZB. In this case, titles/names are used for organizations, articles and instruments, allowing specific instruments and other resources to be identified by human users. https://metadatagamechangers.com/blog/2024/7/25/projectsdatacite-revisited monthly 0.5 2024-10-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/adaadc46-de1b-4edc-be38-99d6e655bb30/NumberOfConceptsPerRepository_Annotated.png Blog - Projects@DataCite Revisited - Make it stand out Figure 1. The number of concepts included in each repository (bars) and the number of records (bar labels). Shading shows mandatory concepts + resourceType which all repositories include. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ee284262-4c2e-4190-87c0-50b1549b6855/numberOfRepositoriesPerConcept_Annotated.png Blog - Projects@DataCite Revisited - Make it stand out Figure 2. The number of repositories that include metadata elements corresponding to the documentation concepts examined in this work. Mandatory fields and the resourceType field occur in all 42 repositories. identifier Concepts are green. Connection concepts are yellow. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/d3c29a71-ef00-4a20-9bea-d87f7166bdbe/metadataGameChangersProjects.png Blog - Projects@DataCite Revisited - Make it stand out Figure 3. Metadata Game Changers projects and connections. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/240cad09-ff9e-44d8-8606-1979fdd53c71/relationTypesPie.png Blog - Projects@DataCite Revisited - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2024/6/25/instrument-identifiers-better-science monthly 0.5 2024-07-10 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5c288318-83b5-4e8b-9f26-3db8c3ca3f4f/metadataModel.png Blog - Instrument Identifiers = Better Science - Make it stand out DataCite metadata can be combined with other documentation resources to provde a complete picture of the instrument, the measurements it makes, and the accuracy of those measurements https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b47b0512-8016-421d-aed9-29500d60a623/talkScreenShot.png Blog - Instrument Identifiers = Better Science - Make it stand out ocean heat, XBTs, and instrument identifiers https://metadatagamechangers.com/blog/2024/6/12/fair-metadata-university-and-college-bright-spots monthly 0.5 2024-08-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4fde6de4-a1c7-4b1d-92a1-fc89ef8763e7/minimumMetadata.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 1. Completeness visualization for four FAIR use cases and score for a repository that includes only the six mandatory elements and the resource URL. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4ad838f0-ec8c-4afd-b598-fcda0cfc3139/Average.radarPlots.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 2. Average completeness over 387 repositories for four use cases. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/3d90c11c-746e-4b03-b7b5-39a6943f1e55/overallAnnotated.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 3. Overall completeness scores vs. repository size for 387 university and college repositories. The line shows the average score of 23%. Repositories at 14,500 are repositories with > 14,000 records. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/e1dae82b-9791-4fb6-b243-9d19a4440419/bl.bath.all.radarPlots.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 4. Completeness visualization for the University of Bath bright spot. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5352a455-9973-4e81-9281-93d13a0bbe4e/figshare.oxford.all.radarPlots.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 5. Completeness visualization for the University of Oxford bright spot. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/20526448-a986-4cbb-a170-9fba68db007f/figshare.uct.all.radarPlots.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 6. Completeness visualization for the University of Cape Town bright spot. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/71cb5d44-8afa-406b-b72e-e45486bbb19f/continuousImprovement.png Blog - FAIR DataCite Metadata - University and College Bright Spots - Make it stand out Figure 7. Schematic model of metadata improvement cycles. https://metadatagamechangers.com/blog/2024/4/12/funder-acronyms-are-still-not-enough monthly 0.5 2024-08-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ae960ec6-7c36-4be4-b86e-8c3bcb177f8d/counts.png Blog - Funder Acronyms Are Still Not Enough - Make it stand out Figure 1. Counts of DOIs, Awards, and funder names in Crossref metadata retrieved by CHORUS for the U.S. National Science Foundation. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ab3239c6-f2c0-4a1b-bb30-c00898a34e0b/Commons-SriLanka.png Blog - Funder Acronyms Are Still Not Enough - Make it stand out Figure 2. DataCite Commons page (https://commons.datacite.org/ror.org/010xaa060) for National Science Foundation of Sri Lanka with information on connections across the global research infrastructure. https://metadatagamechangers.com/blog/2024/5/2/making-the-invisible-visible-celebrating-the-year-of-open-science monthly 0.5 2024-05-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f89bbef6-1bae-49ef-bc0b-ba5b2eafa90d/FourUseCasesLines.png Blog - Making the Invisible Visible: Celebrating the Year of Open Science - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/8d504f80-ba54-48aa-97b6-d71b00b35d32/awardNumbersFound.png Blog - Making the Invisible Visible: Celebrating the Year of Open Science - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/8a626002-2e7c-40c9-bf6b-f8793cc74d8f/denominators.png Blog - Making the Invisible Visible: Celebrating the Year of Open Science - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2023/12/25/chorus-data-journeys monthly 0.5 2024-08-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b3b6e9c7-c750-407f-8a25-bdb88cb1a9cf/CHORUSDashboardAndReports.png Blog - CHORUS Data Journeys - Make it stand out Figure 1. CHORUS data are available in reports that provide analysis ready data for answering many questions about federally funded research. We will focus on the All, Author Affiliation and Dataset reports. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/31468391-8837-4264-a19b-d2cfffb175b5/CHORUS_Report_Parameters.png Blog - CHORUS Data Journeys - Make it stand out Figure 2. CHORUS reports considered here and documentation concepts they include. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/666b7442-7037-4833-a823-6e704e67f301/CHORUSDataJourney.png Blog - CHORUS Data Journeys - Make it stand out Figure 3. The CHORUS Data Journey. https://metadatagamechangers.com/blog/2023/12/21/2023-recap monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b5f8c7df-d401-4086-a34b-5fff53eab1b5/Connecting+Place-based+Research+Back+to+the+Place-Project+Metadata+in+DataCite.png Blog - 2023 Recap - Make it stand out Multiple resource types connected i the datacite metadata model. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1154890a-13ad-48a4-b490-5833f80e4f4a/INFORMATE_Schematic.png Blog - 2023 Recap - Make it stand out INFORMATE Project schematic https://metadatagamechangers.com/blog/2023/12/17/repository-re-curation-for-open-science monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5d8c469c-d2ce-40ae-99dd-c7d497274ec9/PublilisherCounts.png Blog - Repository Re-Curation for Open Science - Make it stand out Number of publishers found by searching datacite commons for 92 repositories (20,483 works) meeting the criteria shown here using rors. The rors added to dryad for many of these organizations connected contributions by their researches visible to the global research infrastructure. https://metadatagamechangers.com/blog/2023/9/20/informate-metadata-game-changers-and-chorus-collaborate-to-make-the-invisible-visible monthly 0.5 2024-08-13 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1154890a-13ad-48a4-b490-5833f80e4f4a/INFORMATE_Schematic.png Blog - INFORMATE: Metadata Game Changers and CHORUS Collaborate to Make the Invisible Visible - Make it stand out Schematic diagram of informate project structure and tasks https://metadatagamechangers.com/blog/2023/7/17/how-many-when-update monthly 0.5 2024-08-21 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/37949d65-ffaa-4ae7-9866-e944efdbf551/resourceHistory.png Blog - How Many When (Update) - Make it stand out DISTRIBUTION OF DATACITE RESOURCETYPES / YEAR. THE FIVE MOST COMMON TYPES ARE LABELED (PPRNT = PREPRINT). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/8d4b62da-a8bc-47a9-89a3-f43029af3887/Connecting+Place-based+Research+Back+to+the+Place-Project+Metadata+in+DataCite.png Blog - How Many When (Update) - Make it stand out Connecting Place-based Research Back to the Place: Project Metadata in DataCite (https://doi.org/10.6084/m9.figshare.23671917.v1). https://metadatagamechangers.com/blog/2023/6/6/orcid-profiles-whats-there-and-where-did-it-come-from monthly 0.5 2024-05-14 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/aff24243-6ead-4101-bc95-5d00f3626da4/profileItems.png Blog - ORCID Profiles – What’s There and Where Did It Come From? - Make it stand out Figure 1. Items in UCAR ORCID Profiles. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/76f62400-644b-4e78-9da8-71341eef1065/DataSources.png Blog - ORCID Profiles – What’s There and Where Did It Come From? - Make it stand out Figure 2. UCAR ORCID Profile Sources https://metadatagamechangers.com/blog/2023/5/2/project-metadata-in-datacite monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5d26fd4b-e284-4e80-a222-8ce501ea1483/connectedProjects3.png Blog - Project Metadata in DataCite - Make it stand out Figure 1. Several projects with diverse relations and some inter-connections https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f07dab44-3345-4ed8-9941-d8bd7db8a158/justUniqueAndShared.png Blog - Project Metadata in DataCite - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2023/4/30/fair-island-experiments-with-connecting-project-resources-in-datacite monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b2e96cb4-7170-4fd8-85b3-17109b93e9f4/creatorList.png Blog - FAIR Island Experiments with Connecting Project Resources in DataCite - Make it stand out Figure 1. Creators with affiliations in list on DataCite Commons Project page. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f767dd68-820f-4474-b54c-e418cafa7bb0/program-fieldStation-Project.png Blog - FAIR Island Experiments with Connecting Project Resources in DataCite - Make it stand out Figure 2. Program, project and field station connections. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/afa6ad10-2e96-4013-9a5c-826b5ba327d3/contributorList.png Blog - FAIR Island Experiments with Connecting Project Resources in DataCite - Make it stand out Figure 3. Field stations as Sponsor type contributors in project metadata. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/54eec2a3-647d-44c3-9707-f9b0fc935c47/allResearchObjects.png Blog - FAIR Island Experiments with Connecting Project Resources in DataCite - Make it stand out Figure 4. All connected research objects. https://metadatagamechangers.com/blog/2023/2/28/responding-to-the-nelson-memorepository-re-curation-for-open-science monthly 0.5 2024-04-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ec8a85f2-cd75-40c5-a2cc-041633f801fe/ReCurationSchematic.png Blog - Responding to the Nelson Memo:Repository Re-Curation for Open Science - Make it stand out Re-Curation means “Curate again”. The process adds new content to repository metadata to improve the metadata in several ways. It can be used in situations where existing metadata and users can benefit from new content. in this talk we focus primarily on adding various kinds of identifiers to metadata to improve compliance with the Nelson memo and connectivity for the described resources. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/cbf79f31-62d1-4a34-a682-164db93381f6/DryadReCuration.png Blog - Responding to the Nelson Memo:Repository Re-Curation for Open Science - Make it stand out Two kinds of re-curation have been done in the dryad data repository: 1) adding affiliations and rors for authors and 2) adding funder names, identifiers, and award numbers. In both cases, elements of the global research infrastructure were used as sources for this metadata and all improvements were added to datacite metadata to allow connections in the datacite commons. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5f5cab75-301e-4703-9710-f3e89f9f5290/RADSMetadataImprovement.png Blog - Responding to the Nelson Memo:Repository Re-Curation for Open Science - Make it stand out institutional repositories work hard with researchers to create rich metadata during the intial curation of datasets and other research objects being submitted to the repository. many times This initial step includes submitting minimum metadata to datacite to get a doi. we explored improved submission tools for re-curation of the datacite metadata to add all of the existing rich metadata from the institutional repositories to datacite. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/590741b2-611e-43cf-add2-d6757f948244/fieldStationConnections.png Blog - Responding to the Nelson Memo:Repository Re-Curation for Open Science - Make it stand out many field station information systems are focused on internal processes and logistics without connections to the global research infrastructure. this makes it difficult to find and share work done at the field stations or results of that work. we are working to create identifiers for the field stations and project and data management plans and making the connections needed to integrate these organizations and scientific results into the global research infrastructure. https://metadatagamechangers.com/blog/2022/10/17/the-university-of-chicago-pressdryad-journal-connectivity monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ff07e78d-37ab-4920-bda6-5b4922ea71b1/Figure+1+DOIsPerYear.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 1. University of Chicago Press Dryad Datasets / Year https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ca5cb601-fb01-4bcc-8b1a-b9f976514fd7/PartyCount.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 2. Number of authors (termed parties) / year for University of Chicago Press datasets in Dryad. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/7703060c-2e34-461b-90b9-0b2813b5fe4c/PrimaryArticle-Before.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 3. Number of related articles (blue) compares to the number of parties (red dashed) for University of Chicago Press datasets in Dryad. If all datasets had related articles, these curves would be on top of each other. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f61a568a-75d9-4749-9e0a-a8ec6ed884c3/articleGap.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 4. A gap in related articles is apparent after 2019. In total 614 related articles are missing. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/a1f9490d-f4d0-419b-a6b0-d2ed682cf295/A-AI-Gap.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 5. Number of Affiliations (grey) and Affiliation Identifiers (orange) / year in Dryad. If all parties had affiliations and affiliation identifiers these three curves would be on top of each other. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/84d840bc-054a-4d91-9214-eda79581bab8/metadataArcheology.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 6. The Metadata Archeology Process. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5f00fd61-d91f-4963-a02a-6e4277634176/articleGap-After.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 7. The number of article connections / year in the Dryad Repository. Note that the gap shown in Figure 4 is nearly filled. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/830859c8-b59e-48c2-865f-ec8a4138ecc8/A-AI-After.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 7. Affiliation and affiliation identifiers after search. Note almost complete closure of the affiliation gap in Figure 5. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/d70b4941-694a-4af5-8b98-b055c5e43c8b/ConnectivityImprovements.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 9. Increase in connectivity for Primary Articles, Affiliations, and Affiliation Identifiers. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/6a4c60b0-b768-4a32-829b-a5bb340acaae/visualizingImprovement.png Blog - Journal Connectivity@Dryad: The University of Chicago Press - Make it stand out Figure 10. Dryad DOI connectivity improvements for articles (above) and affiliation identifiers (below). The colors show the % of DOIs with complete (all identifiers, green), partial (some identifiers, yellow), and missing (no identifiers, red) connectivity. https://metadatagamechangers.com/blog/2022/7/22/missing-rors monthly 0.5 2024-04-26 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/affc7e10-95e5-4f75-8257-b3b3e97dae19/RORsVsTime.png Blog - ROR Identifiers That Have Disappeared - Make it stand out Figure 1. Number of GRID RORs vs. Time https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/143fce5f-3ad8-4cb2-b33c-4e4fbcb467d3/MissingRORErrorMessage.png Blog - ROR Identifiers That Have Disappeared - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2022/6/30/rorretriever monthly 0.5 2024-04-26 https://metadatagamechangers.com/blog/2022/6/23/universitiesdatacite monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/92ad25c4-9391-41bb-85de-f627985c6fab/resourceTypeCounts.png Blog - Universities@DataCite - Make it stand out Figure 1. Distribution of resourceTypes in University Repositories. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/c596a694-52b3-436f-8d3b-3a2146e04e18/mostCommonResourceTypes.png Blog - Universities@DataCite - Make it stand out Figure 2. Distribution of most common resourceTypes in University RepositorieS https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/76baec78-0e44-468e-a4c9-b1d3cfc24ba8/affiliationHomogeneity.png Blog - Universities@DataCite - Make it stand out Figure 3. Affiliation homogeneity in university repositories. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/2237d95e-424f-483d-8ee9-1513f2fea72a/affiliationIdentifierHomogeneity.png Blog - Universities@DataCite - Make it stand out Figure 4. Affiliation identifier homogeneity in university repositories. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/5d23df3c-7f81-4230-84eb-2fa38bf8a381/affiliationsAndIdentifiersAnnotated.png Blog - Universities@DataCite - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2022/6/20/ror-in-a-database monthly 0.5 2024-04-26 https://metadatagamechangers.com/blog/2022/5/29/how-many-when-version-2 monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/33d3e087-75f2-40fc-aad2-013562f7a411/resourceTypeCounts.png Blog - How Many When (All Time) - Make it stand out Counts of DataCite resourceTypes vs. Time. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/c5c63f56-35ea-41e2-b9db-77eb3ce32449/resourceTypeDistributionAnnotated.png Blog - How Many When (All Time) - Make it stand out Distribution of DataCite resourceTypes / year. The five most common types are labeled (P. Obj. = PhysicalObject, Pprint = Preprint). Legend the same as Figure 1. https://metadatagamechangers.com/blog/2022/5/24/how-many-when monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b06fd8b3-b32b-42b1-b31f-40bbc812764f/ResourceTypeCounts.png Blog - How Many When? - Make it stand out Figure 1. Counts of DataCite resource types. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/f0817456-8a8a-499c-8036-2590f1fa7215/resourcesVsTime.png Blog - How Many When? - Make it stand out Figure 2. Number of resources / year in DataCite (maximum value of 2.7 million for Datasets (blue) during 2021 is cut off to show more detail). https://metadatagamechangers.com/blog/2022/5/18/datacite-facets-understanding-datacite-usage monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/88bc7841-2a9e-43a0-a748-7789b8ee7c25/FacetsInSearch.png Blog - DataCite Facets: Understanding DataCite Usage - Make it stand out DataCite search results for “Landslide” with facet results on the right. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/2e4924b6-7dab-4950-9e02-4197a820170c/resourceTypeGeneralHistoryAnnotated.png Blog - DataCite Facets: Understanding DataCite Usage - Make it stand out History of DataCite resource types. Note large increase during 2021. https://metadatagamechangers.com/blog/2022/3/7/ivfrlw6naf7am3bvord8pldtuyqn4r monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/55d351b3-3ad7-4b56-8aa4-e1bb0c21a229/figure1.png Blog - Metadata Life Cycle: Mountain or Superhighway? - Make it stand out Figure 1. Layers of documentation and metadata in the DRUM repository. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/0cf27d3e-698c-4f94-b9eb-f0d479f9957c/FAIRnessComparison.png Blog - Metadata Life Cycle: Mountain or Superhighway? - Make it stand out Figure 2. Comparison of FAIRness for DataCite metadata from institutional repositories (dashed lines) and from datasets submitted by institutional researchers to other repositories (solid lines). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/50aec59e-ac3a-42d2-a02f-3806b995bd14/MountainVsSuperhighway.jpg Blog - Metadata Life Cycle: Mountain or Superhighway? - Make it stand out Figure 3. Valuable metadata collected by institutional repositories needs to be included in the global research infrastructure to achieve their potential. The full content needs to be included through the entire life cycle. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/22c905c3-a33f-40c6-8b9e-3dee305af023/original__20220221_15.radarPlots.png Blog - Metadata Life Cycle: Mountain or Superhighway? - Make it stand out Figure 4. Completeness of fifty-seven DataCite metadata elements related to Findability and Access, Interoperability, and Reusability (AIR) in the DRUM repository. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/0a3ba566-8279-4447-959a-7c2757329cf1/updated__20220221_15.radarPlots.png Blog - Metadata Life Cycle: Mountain or Superhighway? - Make it stand out Figure 5. Completeness of fifty-seven DataCite metadata elements related to Findability and Access, Interoperability, and Reusability (AIR) in the DataCite metadata. https://metadatagamechangers.com/blog/2022/2/2/funder-metadata-identifiers-and-award-numbers monthly 0.5 2024-04-24 https://metadatagamechangers.com/blog/2022/1/10/the-others monthly 0.5 2024-04-28 https://metadatagamechangers.com/blog/2021/12/2/dois-for-output-management-plans monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/dfcb6641-f935-45c0-a96a-1efb5c87df46/Connections.png Blog - Connecting DMPs and Research Outputs in DataCite Metadata - Make it stand out Figure 1. Connections from Zenodo and California output management plans. https://metadatagamechangers.com/blog/2021/9/28/metadata-game-changers-stanford-university-and-dryad-receive-nsf-funding-to-improve-metadata-quality-and-connect-repositories monthly 0.5 2024-04-25 https://metadatagamechangers.com/blog/2021/7/16/acronyms-are-definitely-not-enough monthly 0.5 2024-04-26 https://metadatagamechangers.com/blog/2021/5/14/improving-domain-repository-connectivity-closing-the-circle monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1621024845416-1548PZ30B2OIPMBGWJB8/AfterArticleORCIDsAnnotated.png Blog - Improving Domain Repository Connectivity: Closing the Circle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1621024791775-1K3ZILXRVHUPWSUTJJ0I/RORsAfterArticleORCIDsAnnotated.png Blog - Improving Domain Repository Connectivity: Closing the Circle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://metadatagamechangers.com/blog/2021/4/27/metadata-archeology-article-metadata monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1619552226368-SDPDDFD9K32LZJZ0L766/googleDOISearch.png Blog - Improving Domain Repository Connectivity: Article Metadata Archeology Figure 1. Searching Goole for titles and scraping a DOI from the page metadata (<meta> tags). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1619552153429-SGMU1PS5GT5SME2BFSBS/ArticleConnectivityBaseline.png Blog - Improving Domain Repository Connectivity: Article Metadata Archeology Figure 2. Baseline connectivity of this collection for affiliations and people using the same visualization used earlier for the DataCite metadata collection. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1619552310910-KVC9ZT7VDTMORV20HQIK/DOIConnectivityVsTime.png Blog - Improving Domain Repository Connectivity: Article Metadata Archeology Figure 3. Connectivity in the article metadata for affiliations (orange) and ORCIDs (blue). https://metadatagamechangers.com/blog/2021/4/14/can-communities-improve-metadata monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1618426734309-50VL7OOUZUL75U623C5B/FAIRMetricsVsTime.png Blog - Can Communities Improve Metadata? Figure 1. Metadata Metrics for the FAIR Principles in Arctic Data Center metadata on submission (dots) and publication (solid) as a function of time. The brackets show improvements made by the community (red) and the repository (black). https://metadatagamechangers.com/blog/2021/4/6/improving-domain-repository-connectivity-person-or-organization monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1617719472023-4Q3FTIKIUMZYU6ODXUJG/afterUNAVCOCommunity.png Blog - Improving Domain Repository Connectivity: Person or Organization? Figure 1. Connectivity for parties in UNAVCO DataCite metadata through time (increasing upward). Note the large improvement resulting in adding the identifier for the UNAVCO Community. https://metadatagamechangers.com/blog/2021/3/26/identifying-organizations monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1616786309417-VWFCONKENODJ47JQ3RSY/SpreadingIdentifiers.jpg Blog - Improving Domain Repository Connectivity: Identifying Organizations Figure 1. Spreading identifiers through metadata collections. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1616786486998-CPEFNXXVDIIE14695OJJ/improvedUNAVCORORConnectivity.png Blog - Improving Domain Repository Connectivity: Identifying Organizations Figure 2. Bar showing the portion of UNAVCO DataCite metadata records with organizations with known RORs. https://metadatagamechangers.com/blog/2021/3/16/improving-domain-repository-connectivity-establishing-a-baseline monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615908971719-1GVIKINBB2CL9I6H2ZAD/UNAVCODOIsVsTime.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 1. The number of UNAVCO datasets registered in DataCite per year. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615912995531-FDOMS87QIQFX68TMH1L1/VisualizingConnectivity.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 2. Visualizing connectivity as the % of items with all identifiers (green, left), with some identifiers (yellow, middle), and with no identifiers (red, right). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615913979949-OD4NQCHC7TKY0VF4KCSM/InitialORCIDConnectivity.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 3. Initial (baseline) connectivity for ORCIDs in UNAVCO DataCite metadata. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615914376281-ZAM9ENONT9U6U0UBXHEI/ConnectivityVsTime.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 5. Average connectivity for ORCIDs (orange) and affiliations (blue) per year. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615916272520-7YFI5QKYVR9MQ7HICJMM/AuthorConnectivity.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 6. Author connectivity in UNAVCO DataCite metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1615916441367-T1OD8NT550KIX3OGDWNA/ImprovedUNAVCOORCIDConnectivity.png Blog - Improving Domain Repository Connectivity: Establishing a Baseline Figure 7. Improvement in ORCID connectivity associated with spreading known ORCIDS to metadata without ORCIDs. https://metadatagamechangers.com/blog/2021/3/10/metadata-game-changers-partners-with-openscapes-in-new-nasa-funded-project monthly 0.5 2021-03-10 https://metadatagamechangers.com/blog/2021/2/2/a-pid-feast-for-research-pidapalooza-2021 monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612278827030-UUZKDBU89ZG4AUTNHGP1/Slide1.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 1. Completeness for metadata elements in the Findable Essential (red) and support (blue) recommendations as a function of number of records in each repository. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612278923665-N5QDO5ZC85NYSI3I23RT/Slide3.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 2. Completeness for metadata elements in the Findable Essential (left) and Support (right) recommendations in a bright spot repository, a good example for others in the collection. Total completeness is shown in the titles of each plot. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612278898307-JDAWMXCQL42RQFMETY48/Slide2.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 3. Completeness for metadata elements in the AIR Essential (red) and Support (blue) recommendations as a function of number of records in each repository. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612279048213-R9R8V0YFOGP34L8L4ISF/Slide4.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 4. Completeness of metadata elements in the AIR Essential Recommendation for a bright spot repository. Note the consistency across this repository, i.e., six of the seven elements are complete across all records. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612279102729-NKRO9KQIK1FR23ZYJ43I/Slide5.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 5. Completeness of metadata elements in the AIR Essential Recommendation for a bright spot repository. Note the consistency across this repository, i.e., six of the seven elements are complete across all records. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1612286149808-4AT0ASA3DIS7HSX8V189/Average.radarPlots.png Blog - A PID Feast for Research – PIDapalooza 2021 Figure 6. Average completeness across all repositories for metadata elements in all four recommendations. https://metadatagamechangers.com/blog/2021/1/27/connectivity monthly 0.5 2024-04-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611774994808-FVYWY5QKO09YHYNZY8OB/beforeAndAfter.png Blog - Power of PIDS: Measuring Connectivity https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611773675264-Z5S0DF4GVC5L3642TMEE/Slide1.png Blog - Power of PIDS: Measuring Connectivity https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611773765220-OE35QRWMD1D0JSKPR3D0/Slide2.png Blog - Power of PIDS: Measuring Connectivity https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1611774407656-5KVA14WSRFXGCGMB7RRF/Slide3.png Blog - Power of PIDS: Measuring Connectivity https://metadatagamechangers.com/blog/2021/1/11/fair-datacite-metadata-evolution monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1610394860785-9BHX8RBCY7BPBVRRAQZK/DataCiteHistory.png Blog - DataCite Metadata: Evolving to FAIRness Figure 1. Schematic of DataCite metadata evolution through time. https://metadatagamechangers.com/blog/2021/1/1/can-repositories-improve-metadata monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609774717332-Q3D0CMN97O9O7UZWJI95/SnowyPath.jpg Blog - Can Repositories Improve Metadata? A difficult path through deep snow https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609616336668-Y024NEHUVFL1F088FB8N/HomogeneityIndex.png Blog - Can Repositories Improve Metadata? Figure 1. The Affiliation Homogeneity index (AFI) formula. If a set of metadata only has one affiliation, AFI = 100%. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609616162717-NTFNJNRXFCUK2447SJ06/AHIData.png Blog - Can Repositories Improve Metadata? Figure 2. The % of DataCite clients with affiliation homogeneity indices in some range. The huge peak at 100% shows that 43% of clients with affiliations in their metadata only have one. https://metadatagamechangers.com/blog/2020/12/23/minimum-metadata monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609785083873-4094VG0BHZA5BTZIXWQY/Figure1.png Blog - Minimum Metadata Occurrence of metadata elements essential for Findability in DataCite metadata. https://metadatagamechangers.com/blog/2020/7/13/datacite-subject-metadata monthly 0.5 2024-04-28 https://metadatagamechangers.com/blog/2020/4/21/sometimes-a-name-is-not-enough-update monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1587490439547-E5CIL28RILJOFJV3SBLM/wilhelm-gunkel-eGdkIB-Xyhw-unsplash.jpg Blog - Sometimes a Name is Not Enough - Update Photo by Wilhelm Gunkel on Unsplash https://metadatagamechangers.com/blog/2020/3/5/early-adopters-of-organizational-identifiers monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1583453481466-5MJIK62BLHO1UUJFBHFJ/AnnotatedAffiliationsPerRepository.png Blog - Early Adopters of Organizational Identifiers in DataCite The number of creators/contributor affiliations included in DataCite metadata repositories. The data show that 108 of these repositories only have one affiliation, suggesting that adoption of identifiers in these repositories is straight forward. https://metadatagamechangers.com/blog/2019/11/10/how-many-rors-do-we-need monthly 0.5 2024-10-30 https://metadatagamechangers.com/blog/2019/10/24/sometimes-a-name-is-not-enough monthly 0.5 2024-04-26 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1571939243651-KY55CK2EWVXG9RUHC08D/IMG_5756.JPG Blog - Sometimes a Name is Not Enough Winter coming early in Colorado - good day to snuggle up with some RORs! https://metadatagamechangers.com/blog/2019/9/14/metadig-recommendations-for-fair-datacite-metadata monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1568499358840-Q3MERFMUM61X9I7BCQ64/Figure+1.png Blog - MetaDIG recommendations for FAIR DataCite metadata Figure 1. Dialect Recommendations, like the DataCite Recommendations, are created by dialect managers and are tightly coupled to a dialect. Dialect-Independent Recommendations, like we are developing here, must be mapped to metadata elements to be used with a specific dialect. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1568499590060-UZRJZNLGZSPFP6FDZE6W/Figure+2.png Blog - MetaDIG recommendations for FAIR DataCite metadata Figure 2. Existence and completeness of Findable Essential metadata elements https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1568499677625-ZW7VSSZ9VZJO50ILUZ0C/Figure+3.png Blog - MetaDIG recommendations for FAIR DataCite metadata Figure 3. % or records in DataCite sample that include each concept. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1568499760741-S9PYTVT6S0P43WMPERDY/Figure+4.png Blog - MetaDIG recommendations for FAIR DataCite metadata Figure 4. Findable Essential Index minima, average, and maxima for 138 DataCite providers. The average index (7.57) is shown by the dashed line and the number of Data Centers for each provider are indicated by braces and counts below the data. https://metadatagamechangers.com/blog/2019/9/2/the-metadata-game monthly 0.5 2019-09-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567461085138-07T21VSPRJZM97IHH78Z/MetadataGamePoster.jpg Blog - The Metadata Game The first Metadata Game poster at FORCE18. https://metadatagamechangers.com/blog/2019/8/15/metadata-archeology-hunting-affiliations-and-rors-in-datacite-metadata monthly 0.5 2024-04-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1565890011353-68V01DC4Y2O11NUUKYJX/globalXplorer.png Blog - Metadata Archeology: Hunting Affiliations and RORs in DataCite Metadata - Finding Affiliations in metadata Satellite image of archeological site in Peru from GlobalXplorer https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1565890163718-W5L3OYP6Z5QU2IJNW9IU/PublishersPerDataCenter.png Blog - Metadata Archeology: Hunting Affiliations and RORs in DataCite Metadata Figure 1. The number of Publishers in DataCite Data Center metadata. Note that a large portion of the Data Centers have very few unique publishers. This will simplify the process of assigning identifiers to these organizations. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1565890394707-0RXPAFOYAD0JX6R7T7BP/CreatorContributorPerDataCenter.png Blog - Metadata Archeology: Hunting Affiliations and RORs in DataCite Metadata Figure 2. The number of Creators / Contributors in DataCite Data Center metadata. Note that a large portion of the Data Centers have very few unique creators / contributors. This will simplify the process of assigning identifiers to these organizations. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1565890508274-EQRPE60GVYTZAI3NHU49/FundersPerDataCenter.png Blog - Metadata Archeology: Hunting Affiliations and RORs in DataCite Metadata Figure 1.. The number of Funders in DataCite Data Center metadata. Note that a large portion of the Data Centers have very few unique funders. This will simplify the process of assigning identifiers to these organizations. https://metadatagamechangers.com/blog/2019/6/19/metadata-archeology-finding-dryad-affiliations-in-crossref-metadata monthly 0.5 2025-10-08 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1560952955306-8RD66K7S3BG8FSS90Q1N/Korean%2BAssociation%2Bof%2BQuality%2BAssurance%2Bfor%2BClinical%2BLaboratory.jpg Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata Figure 1. Metadata completeness for the Korean Association of Quality Assurance for Clinical Laboratory. Note the large increase in completeness between the backfile (orange) and current (blue) periods. Also note that 100% of the metadata records in the current collection contain affiliations and many other elements. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1560953112657-1WFJDMMX8L9VN4JQ3DS9/Information+Processing+Society+of+Japan+1.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata Figure 2. Metadata completeness for the Information Processing Society of Japan. Note the large increase in completeness for affiliations and similarity checking between the backfile (orange) and current (blue) periods. Also note the focus on three elements: affiliations, references, and affiliations. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1560953241763-ZFZ73SKJOGLH330WQPGZ/University%2Bof%2BChitral.jpg Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata Figure 3. Metadata completeness for the University of Chitral, a relatively new member of Crossref with very complete metadata. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388273347-PHSPHX15L6S0KH0U7XWG/CPR_Evolution_101.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388273544-1IFMFK58X4UPX30YWZGF/CPR_Evolution_100.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388273764-0D7Z75SO8JJGJOWNQ11D/CPR_Evolution_99.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388273826-S5ABS1P2TGADEWF4942H/CPR_Evolution_98.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274092-MSEZVZORJINV8V85LJ8E/CPR_Evolution_97.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274164-HRCRDCW3T00V5Z6AT84B/CPR_Evolution_96.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274442-5DIUTJQ936NEMCML8WXZ/CPR_Evolution_95.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274513-ABIBMN5H6QXDR795A8XX/CPR_Evolution_94.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274767-CDIIFN1G40RGN1EHYPKL/CPR_Evolution_93.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388274829-FJC5L0CCTV1QO6AGT74B/CPR_Evolution_92.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275126-UDKOPOD5VFP32D19IT3M/CPR_Evolution_91.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275158-T9MF861O58I3AKOSCBO1/CPR_Evolution_90.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275357-V066XBB6LV547ZFZUK4F/CPR_Evolution_89.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275488-7T6Y0R8SRLFVB4BWLNE3/CPR_Evolution_88.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275684-GQOUIZBBWD7NKYUUCKDH/CPR_Evolution_87.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388275864-CFG694HE40BSQ9IKICNA/CPR_Evolution_86.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388276198-HJ399R99FZRL69PFY5C2/CPR_Evolution_85.png Blog - 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Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388294781-ODEOAJJZRX3NRGF80PXD/CPR_Evolution_18.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388296241-52USSJMVTZXNH4IK8872/CPR_Evolution_17.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388296309-HYE6KIHCNY6TW7IU57SQ/CPR_Evolution_16.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388297628-WHVR2JG4T3NV9XDO86LY/CPR_Evolution_15.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388297731-SIPF341T6I5PL902DFM2/CPR_Evolution_14.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388297887-DMXJN2D04K2DYBL9CSBH/CPR_Evolution_13.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388298022-O1PPB1CSHZZ10Y9FKDN9/CPR_Evolution_12.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388298176-IQVCG169L5Z4Z6KXDFD3/CPR_Evolution_11.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388298440-8IX4QLDCMZYJDQP3SONI/CPR_Evolution_10.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388300402-44RKX8C6UBCIJTPJ6QM3/CPR_Evolution_9.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388300529-M1QLG1QDOIGLA4ZQ33U1/CPR_Evolution_8.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388300892-3VPKJCQTDRV85F53M458/CPR_Evolution_7.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388301134-FMUULH3X3WQZZNMH05ZY/CPR_Evolution_6.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388301400-88MPPY3B9GSNNW0XQR86/CPR_Evolution_5.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388301601-LCUGSGEJTSIJ9HJ33TKV/CPR_Evolution_4.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388303330-X8YPLXI6IP0QE2YZBT3T/CPR_Evolution_3.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388303494-5MIQNKR6EQIII6HUIJ9X/CPR_Evolution_2.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1561388304861-G52YLDD5QL1BJ4GLZ8PR/CPR_Evolution_1.png Blog - Metadata Archeology – Finding Affiliations in Crossref Metadata https://metadatagamechangers.com/blog/2019/3/25/the-big-picture-how-has-crossref-metadata-completeness-improved monthly 0.5 2025-10-11 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1553531777695-OY0RKC76APWFDG20LBNQ/AllJournalArticles.png Blog - The Big Picture - Has CrossRef metadata completeness improved? Average completeness % for all CrossRef Journal-Article collections during the backfile (orange) and current (blue) time periods. The difference between these two time periods, i.e. the change in completeness, is positive for all metadata elements. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1553531869667-OF43WC0NMK3G7ZB7DM7M/JournalArticleCollectionsWithContent.png Blog - The Big Picture - Has CrossRef metadata completeness improved? The % of CrossRef collections that include metadata elements during the backfile (orange) and current (blue) time periods. Note that this percentage has increased for all metadata elements except references. While completeness of references has decreased by 7%, completeness of Open References has increased by 13%. This indicates migration of the entire collection towards open-references. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1553531969630-58UFIZ2EOYFZ4K69AQNT/JournalArticleCollectionsWithCompleteContent.png Blog - The Big Picture - Has CrossRef metadata completeness improved? The % of CrossRef collections that are almost complete (90+%) during the backfile (orange) and current (blue) time periods. The % of Open References shows the largest increase (13%). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1553532020263-A1FB3D61JEW16ZXNT7Q3/AlmostCompleteCollectionsRadar.png Blog - The Big Picture - Has CrossRef metadata completeness improved? A comparison of the % of collections that currently have content (light blue) and those that are almost compete (dark blue) for each element. When these two numbers are close (as in the Open References case, it indicates that collections that include an element include it in almost all records in the collection. https://metadatagamechangers.com/blog/2019/3/1/metadata-evolution-metadata-completeness-agility-and-collection-size monthly 0.5 2025-10-11 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1551471945084-VG5GF1S1K7LWUG9WMT1J/CompletenessVsSize.png Blog - Metadata Evolution - Metadata Completeness, Agility, and Collection Size Figure 1. Collection completeness vs. size for journal articles from the current time period. Large collections (size > 4000) are plotted on the right axes for clarity. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1551472020361-BKP3NR4274II998VWRX3/CompletenessDistribution.png Blog - Metadata Evolution - Metadata Completeness, Agility, and Collection Size Figure 2. Distribution of number of collections with completeness. Note the large number of collections without any of the metadata elements included in the CrossRef Participation Reports (completeness = 0), the paucity of collections with completeness between ~6 and ~8, and the concentration of collections with integer values of completeness. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1551472112547-IUL9KQO3YWKKGRHHNI2V/ChangeVsSize.png Blog - Metadata Evolution - Metadata Completeness, Agility, and Collection Size Figure 3. Current completeness - backfile completeness as a function of collection size (blue) and running average of change for 54 points. The mean change is 0.8 and the majority of collections are improving. The running average suggests a small increase in change with size. https://metadatagamechangers.com/blog/2019/2/11/metadata-for-using-and-understanding-software monthly 0.5 2019-09-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1549931838728-BU30YWJKQWCF85A2T4GC/Mapping%2BISO%2BMetadata%2BStandards%2Bto%2BCodemeta%2B-%2BHabermann%2B-%2BFigure%2B1.jpg Blog - Metadata for Using and Understanding Software This Figure shows the number of codeMeta terms that are included in mappings to many dialects. The red line shows the average number for many of these dialects (11.2). The two bars on the left show codeMeta and ISO 191156-1. The ISO mapping includes sixty-for of sixty-eight codeMeta terms. This similarity reflects the fact that both of these dialects include metadata to help users use and understand software as well as cite it. https://metadatagamechangers.com/blog/2019/2/19/metadata-evolution-crossref-participation-reports monthly 0.5 2025-10-11 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1550610276899-7FJR4F4WFCQ4RVZPSI69/UniversityOfChitral.jpg Blog - Metadata Evolution - CrossRef Participation Reports Figure 1. Data for University of Chitral - This is the CrossRef member in my sample with the largest difference between the backfile and the current time periods. Note that there is no data during the backfile period and that current content is complete (on the outside of the circle) for all elements that have content. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1550610309465-TVOXJ0XNSNONLDSF5UEE/RockefellerUniversityPress.jpg Blog - Metadata Evolution - CrossRef Participation Reports Figure 2. Rockefeller University Press shows the largest increase in completeness for members with in my sample with data in the backfile and current time periods. Note that content was introduced for many elements and continued at a high level of completeness for others. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1550610344081-289A9GGSNUWDTVKZZNHP/BaywardPublishingCompany.jpg Blog - Metadata Evolution - CrossRef Participation Reports Figure 3. Bayward Publishing has very complete content during the backfile time period, but no data during the current time period. This results in a negative change of -5.57. https://metadatagamechangers.com/blog/2019/2/11/dryad-data-packages-and-files-1 monthly 0.5 2024-04-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1549916799465-ZY5826UGSJ2H06D2H9UA/DataFiles.png Blog - Dryad Data Packages and Files - Data Files These four elements occur only in Dryad DataFile metadata (see discussion below). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1549916885830-O2PSDIRUGFCFOFX6JEK5/Shared.png Blog - Dryad Data Packages and Files - Shared Terms These five elements occur in Dryad DataFile and DataPackage metadata (see discussion below). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1549916902653-F016OO0RFEXOJRRLHZYZ/MostlyDataPackages.png Blog - Dryad Data Packages and Files - Mostly Data Packages These five elements occur mostly in Dryad DataPackage metadata (see discussion below). https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1549916942422-YU2D1RXBOILTOTGACEMK/AllFilesAndPackages.png Blog - Dryad Data Packages and Files - All Files and Packages These five elements occur in all Dryad DataFile and DataPackage metadata (see discussion below). https://metadatagamechangers.com/blog/2018/12/6/understanding-iso-metadata-citations-and-identifiers monthly 0.5 2019-02-11 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1544130641497-7SCK297S3GWTHD3X89QG/InformationHub.png Blog - Discovery Through Links Metadata as an Information Hub. https://metadatagamechangers.com/blog/2018/10/17/understanding-iso-metadata-objects-and-properties monthly 0.5 2018-10-28 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1540497518815-LDB4RY2AWAXSS7RMH0YQ/TheDoeFamily.png Blog - Understanding ISO Metadata - Objects and Properties https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1540738220473-UK0V1QG8LOJQ4009XCNO/TheDoeFamilyMetadata.png Blog - Understanding ISO Metadata - Objects and Properties https://metadatagamechangers.com/blog/2018/9/17/talking-and-thinking-about-metadata monthly 0.5 2018-09-17 https://metadatagamechangers.com/blog/documentationormetadata monthly 0.5 2018-09-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1393806202262-62STOOC5XIXC9PO1D578/MetadataAndDocumentation.gif Blog - Documentation or Metadata? 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https://metadatagamechangers.com/metadata2020 daily 0.75 2018-09-05 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1536165686197-HBR81MG0RSMQS3WXGGZ6/RecommendationsAndDialects.png Metadata 2020 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1536165686197-HBR81MG0RSMQS3WXGGZ6/RecommendationsAndDialects.png Metadata 2020 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1536165840071-SB4EOG726I0U80YAXWJC/CanWeAgreeHistogram.png Metadata 2020 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1536165734517-R1AU1KGZULYRJE61E5O5/Metadata2020Thread.png Metadata 2020 https://metadatagamechangers.com/softwarecitation daily 0.75 2018-09-07 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1536176552082-GVDA2AENY8J8D2MV4F55/HowIsHDFReferenced.png Software Citation 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https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608850861278-IGAF6JPKOH45KXGVVCWV/OurTeam.jpg Work with Us https://metadatagamechangers.com/work-with-us-blog/2020/12/23/measuring-metadata monthly 0.5 2024-09-27 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/71cb5d44-8afa-406b-b72e-e45486bbb19f/continuousImprovement.png Work with Us - Measuring Metadata - Continuous Improvement and Bright Spots Universities with the most complete FAIR DataCite metadata are identified using a community convention for FAIR DataCite metadata that support findability with text and identifiers, connections and contacts. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608839051952-B45E740FKQYMQ57ETQ5B/makeImprovementVisible.png Work with Us - Measuring Metadata - Make Improvement Visible Adding ORCIDS connects people to the PID Graph! 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The Heath brothers provided some great insight into organizational change in their great book Switch. This talk applies some of their insights to metadata improvement. https://metadatagamechangers.com/work-with-us-blog/2020/12/23/metadata-improvement monthly 0.5 2024-06-25 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608760009407-7ARUTY9SQCJCLTCMVQS0/image-asset.jpeg Work with Us - Metadata Improvement https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1702838561464-AMYIQAXE51EBZPUMHOVJ/PublilisherCountsAnnotated.png Work with Us - Metadata Improvement - Repository Re-Curation for Open Science The presentation given at the AGU fall meeting by Ted Habermann focused on how repository re-curation could help repositories of all kinds respond to the guidance in the OSTP Public Access Memo published during August 2022. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609695956200-36KLHAA5BIUX38GFB065/FieldsOfScience.png Work with Us - Metadata Improvement - Got Subjects? 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Game Changers - Openscapes https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608763276244-YW78EIZ7ZZT7GZPMNHXB/USGS_logo.png Metadata Game Changers https://metadatagamechangers.com/services daily 0.75 2020-12-23 https://metadatagamechangers.com/archive-1 daily 0.75 2019-09-02 https://metadatagamechangers.com/the-metadata-game/home daily 0.75 2024-03-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609002890483-PA9XZR68GIZVUSHE4NB0/IMG_1949.png Metadata Game https://metadatagamechangers.com/the-metadata-game/board-elements daily 0.75 2019-09-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608835216263-21G4P7U3OTZGWTS9P0UZ/MetadataGameAtCSVConf.jpg Board Elements https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567440930874-R9PPYDW5DKTHG6Q6ATF8/Website+Pictures.png Board Elements The Metadata Game Board https://metadatagamechangers.com/the-metadata-game/selection-rules-first-round daily 0.75 2019-09-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608835679296-OZXF6P8VIEPAV5QE42XV/montrealGroup.jpg Selection Rules - First Round https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567441980510-1AR85H3EGTJVLBKPRXIJ/SelectionRulesFirstRound.png Selection Rules - First Round - Selection Rules The first player (Red) selects one of the F’s in the start area and fills in the F in the first record of the repository. https://metadatagamechangers.com/the-metadata-game/selection-rules-subsequent-rounds daily 0.75 2019-09-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608835785131-3MX6NH2V46S84FNOE3RM/selectionSubsequent.jpg Selection Rules - Subsequent Rounds https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567442530362-MP0MORP4B2M78YCCJTVG/SelectionRulesSubsequentRounds.png Selection Rules - Subsequent Rounds - Selection Rules The first record was filled completely during the first round. 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Now Red can jump to the left (to A) or down (to F) to start the second round. https://metadatagamechangers.com/the-metadata-game/metric-examples daily 0.75 2020-12-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608838349347-ES06SUBMY8PKW3Z855R2/ThreeCrossrefPictures.png Metric Examples https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567446884926-CP1LDT0EDB59MGLA3ECM/metricExample1.png Metric Examples - After first round One complete record with collaboration = 6. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567447237879-G347CXPVRR1NNSU9UX18/metricExample2.png Metric Examples - After second round After the second round the repository has one complete record (record 1) with collaboration and two incomplete records (records 2 and 3) with four empty fields (shaded). The cumulative metric is 6 – 4 = 2. This metric is recorded in the second row of the metric record element of the board. Records 2 and 3 do not get scored until they are completed (with or without collaboration) in subsequent rounds. https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567447796037-1ASOAHBF73Q4C56X7FJI/metricExample3.png Metric Examples - After three rounds After three rounds the repository contains three complete records, one with collaboration. The metrics for each complete record are written in the top row of the repository 6 + 4 + 4 = 14. https://metadatagamechangers.com/the-metadata-game/repository-rules-adjacent-fields daily 0.75 2024-03-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608836415472-VV59IGVLPSDLL8VPZK30/TedAndKarl.jpg Repository Rules - Adjacent Fields https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567448980874-5BJYXDVA8PUZDJ0G1A2C/RepositoryRules-adjacentFields.png Repository Rules - Adjacent Fields - Selection Rules The Adjacent Fields Repository Rule controls where selected metadata elements can be added to the repository. If adjacent fields is yes (simple game), Red can add an F to record 2 in the second round. If adjacent fields is no, and red selects an F, it must be played in record 3. https://metadatagamechangers.com/the-metadata-game/repository-rules-next-available daily 0.75 2024-03-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608836574709-23KNC8NULZWL8EM41AQH/GameAtESIPPoster2.jpg Repository Rules - Next Available https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567449369995-BS1OKFP16VYX3R9Y123Q/RepositoryRules-nextAvailable.png Repository Rules - Next Available - Selection Rules The Next Available Repository Rule controls where selected metadata elements can be added to the repository. If next available is no (simple game), Blue can add an A to record 3 in order to preserve a possible collaboration bonus for record 2. If next available is yes (default), Blue must play the A in record 2 which eliminates the collaboration bonus for record 2. https://metadatagamechangers.com/the-metadata-game/repository-rules-updates daily 0.75 2024-03-17 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608836803808-LX91VJ4ZNZSMFCG33M8U/montrealGroup2.png Repository Rules - Updates https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1567449901452-LPKX30M4TYSS23CRLGF9/RepositoryRules-updates.png Repository Rules - Updates - Selection Rules The Update Repository Rule controls where selected metadata elements can be added to the repository. If updates is yes (simple game and default), Green can add an F, I, or R to record 2. If updates is no (expert game), Green must play A, I, or R in record 3 and record 2 will always contain missing fields. https://metadatagamechangers.com/nonuniquerornames daily 0.75 2019-10-24 https://metadatagamechangers.com/about-erin daily 0.75 2021-01-13 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608764212629-S00T6GBNHEWB9ECRS3QS/DE12C6A8-963B-4714-B27A-52CD9A9C690A.jpeg Erin Robinson https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1610505246251-2V2TN7LD4TFYY0HUDS9V/ErinTopOfSlalom.jpg Erin Robinson Erin near the top of Slalom trail overlooking breckenridge https://metadatagamechangers.com/our-team daily 0.75 2020-12-24 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608850861278-IGAF6JPKOH45KXGVVCWV/OurTeam.jpg Our Team https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608764170868-Q3USINS0V9XNWVB100DL/TedSkeptic.jpg Our Team - Ted Habermann, Ph.D. Co-Founder & Chief Game Changer @TedHabermann https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1608764212629-S00T6GBNHEWB9ECRS3QS/DE12C6A8-963B-4714-B27A-52CD9A9C690A.jpeg Our Team - Erin Robinson Co-Founder & CEO @connector_Erin https://metadatagamechangers.com/new-page daily 0.75 2021-01-02 https://metadatagamechangers.com/logos daily 0.75 2021-01-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609610547926-EVR84WTGI2ZF7YDJ7KXY/LinkedInLogoLeft.png logos https://metadatagamechangers.com/ldeometadataassessment daily 0.75 2021-01-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1606276353450-R434CDYK8B0DLP1IVUUP/tib.leopoldina.radarPlots.png LDEO Metadata Assessment https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1609612400747-8LNMKFSKO0KZDIANNE9Z/tib.ldeo.all.radarPlots.png LDEO Metadata Assessment https://metadatagamechangers.com/sharedfiles daily 0.75 2024-05-13 https://metadatagamechangers.com/open-source-software daily 0.75 2024-11-26 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1732588019380-EVZ2DEBI9IV792SXFI2E/dataCiteModel_V6.jpg Open Source Software https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/07b570d2-509d-4ca1-9ab3-88a58fd558d5/Violet.jpeg Open Source Software https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/17af3276-1183-4fd1-9e36-a95614130b60/diamond+facets.png Open Source Software https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/040f4262-87a3-4c27-956a-a96d7a7a53e7/ROR+square.png Open Source Software https://metadatagamechangers.com/recuration-roundtable daily 0.75 2024-09-27 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/3d90c11c-746e-4b03-b7b5-39a6943f1e55/overallAnnotated.png Recuration Roundtable https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/ec8a85f2-cd75-40c5-a2cc-041633f801fe/ReCurationSchematic.png Recuration Roundtable https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/c6470707-0bb4-40ba-8e03-c8507ae1365a/continuousImprovement+%281%29.png Recuration Roundtable https://metadatagamechangers.com/testimonials-five daily 0.75 2025-05-09 https://images.squarespace-cdn.com/content/v1/56cb3cba59827e93fe59b7ff/1456938953605-64M27TNZ3BKT4PTE7VE2/header-testimonials-JessieWebster_Treehouse_20.jpg Testimonials https://images.squarespace-cdn.com/content/v1/56cb3cba59827e93fe59b7ff/1456860801571-YRX56NCYQBA7X6F56RVM/image-asset.png Testimonials https://images.squarespace-cdn.com/content/v1/56cb3cba59827e93fe59b7ff/1456860814473-EFM4C03QYY29DX49N3X8/image-asset.png Testimonials https://images.squarespace-cdn.com/content/v1/56cb3cba59827e93fe59b7ff/1456860866781-KQRKUA5211IJ8UQ32Z8G/image-asset.png Testimonials https://images.squarespace-cdn.com/content/v1/56cb3cba59827e93fe59b7ff/1456860882885-VEAFMYL7ZKEMVNFFNPY5/image-asset.png Testimonials https://metadatagamechangers.com/offerings daily 0.75 2024-11-26 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/1732586375996-CUE6GKIY81TC8ZENRJFP/continuousImprovement.jpg MGC Offerings https://metadatagamechangers.com/offerings/connectivity-repository-analysis monthly 0.5 2025-02-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/b7742519-f148-49f8-b854-cc0b25c68d1c/connectivityAnnotated.png MGC Offerings - Connectivity Insights (DataCite Metadata) https://metadatagamechangers.com/offerings/baseline-repository-analysis monthly 0.5 2025-02-02 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/4ad838f0-ec8c-4afd-b598-fcda0cfc3139/Average.radarPlots.png MGC Offerings - FAIR Repository Insights (DataCite Metadata) https://metadatagamechangers.com/offerings/leadership-coaching monthly 0.5 2024-11-26 https://images.squarespace-cdn.com/content/v1/52ffa419e4b05b374032e6d9/9a9e4eb9-7d2d-463d-8f9b-61472e2d0479/IMG_7553.jpeg MGC Offerings - Leadership Coaching