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- @prefix dave: <http://theme-e.adaptcentre.ie/dave#> .
- @prefix dcat: <http://www.w3.org/ns/dcat#> .
- @prefix dc: <http://purl.org/dc/elements/1.1/> .
- @prefix dct: <http://purl.org/dc/terms/>.
- @prefix owl: <http://www.w3.org/2002/07/owl#> .
- @prefix qb: <http://purl.org/linked-data/cube#>.
- @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
- @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
- @prefix sdmx-measure: <http://purl.org/linked-data/sdmx/2009/measure#> .
- @prefix sdmx-attribute: <http://purl.org/linked-data/sdmx/2009/attribute#> .
- @prefix sdmx-dimension: <http://purl.org/linked-data/sdmx/2009/dimension#> .
- @prefix voaf: <http://purl.org/vocommons/voaf#>.
- @prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
- @prefix foaf: <http://xmlns.com/foaf/0.1/>.
- @prefix vann: <http://purl.org/vocab/vann/> .
- # VOCABULARY
- dave:
- a owl:Ontology, voaf:Vocabulary ;
- dct:title """Data Value Vocabulary (DaVe)"""@en ;
- dc:description """The Data Value Vocabulary (DaVe) is an extensible core vocabulary that allows user to use custom data value dimensions and metrics to characterise data value in a specific context. This flexibility allows for the comprehensive modelling of data value. As a data value model, DaVe allows users to monitor data value as it occurs within a data exploitation or value creation process (data value chain)"""@en ;
- dct:creator [
- foaf:name "Judie Attard";
- foaf:mbox <mailto:attardj@scss.tcd.ie>
- ] ;
- dct:contributor [
- foaf:name "Rob Brennan";
- foaf:homepage <https://www.tcd.ie/research/profiles/?profile=rbrenna>
- ] ;
- dct:modified "2019-06-12"^^xsd:date ;
- dct:language "en"^^xsd:language ;
- vann:preferredNamespaceUri "http://theme-e.adaptcentre.ie/dave#";
- vann:preferredNamespacePrefix "dave";
- foaf:homepage <http://theme-e.adaptcentre.ie/dave/> .
- # CLASSES
- dave:DataValue
- a rdfs:Class, owl:Class ;
- rdfs:comment """Defines an aggregation of data value dimensions that characterise data value for a specific context of data use."""@en ;
- rdfs:label """Data Value Characterisation"""@en .
- dave:Toolset
- a rdfs:Class, owl:Class ;
- rdfs:comment """Identifies a specific framework or toolset that implements data value metrics"""@en ;
- rdfs:label """Framework or Toolset"""@en .
- dave:Description
- a rdfs:Class, owl:Class ;
- rdfs:comment """Describes a data value metric, including the context of use, the expected result, and the approach taken within the Metric to assess data value"""@en ;
- rdfs:label """Metric Description"""@en .
- dave:ValueMeasurement
- a rdfs:Class, owl:Class ;
- rdfs:subClassOf qb:Observation ,
- [ rdf:type owl:Restriction ;
- owl:onProperty sdmx-dimension:timePeriod ;
- owl:cardinality "1"^^xsd:nonNegativeInteger
- ] ,
- [ rdf:type owl:Restriction ;
- owl:onProperty dave:computedOn ;
- owl:cardinality "1"^^xsd:nonNegativeInteger
- ] ,
- [ rdf:type owl:Restriction ;
- owl:onProperty dave:hasReading ;
- owl:cardinality "1"^^xsd:nonNegativeInteger
- ] ,
- [ rdf:type owl:Restriction ;
- owl:onProperty dave:hasValue ;
- owl:cardinality "1"^^xsd:nonNegativeInteger
- ] ;
- rdfs:comment """Contains the measurement (quantification) of a data value metric for assessing a data resource or dataset, as well as details about the assessment execution."""@en ;
- rdfs:label """Value Measurement"""@en .
- #ABSTRACT CLASSES
- dave:Dimension
- a rdfs:Class, owl:Class ;
- rdfs:subClassOf qb:DataSet ;
- rdfs:comment """This represents the highest level of the characterisation of data value. A Dimension contains a number of data value Metric Groups. Dimensions are provided as subclasses of this abstract class, which is not intended for direct usage."""@en ;
- rdfs:label """Dimension"""@en .
- dave:MetricGroup
- a rdfs:Class, owl:Class ;
- rdfs:comment """A metric group is the second level of characterisation of data value, and represents a group of metrics that are related to each other, e.g. by being a recognised set of independent proxies for a given data value dimension. Each Metric Group is a part of a larger group called dimension (See dave:Dimension). MetricGroups are provided as subclasses of this abstract class, which is not intended for direct usage."""@en ;
- rdfs:label """Metric Groups"""@en .
- dave:Metric
- a rdfs:Class, owl:Class ;
- rdfs:subClassOf
- [ rdf:type owl:Restriction ;
- owl:onProperty dave:ValueMeasurement ;
- owl:minCardinality "1"^^xsd:nonNegativeInteger
- ] ;
- rdfs:comment """This is the smallest unit of characterisation of data value. It is part of a larger group called Metric Group (See dave:MetricGroup). This concept represents metrics that are heuristics designed to fit a specific assessment situation. Metrics are provided as subclasses of this abstract class, which is not intended for direct usage."""@en ;
- rdfs:label "Metric"@en .
- # PROPERTIES
- dave:datasetOwner
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "Dataset Owner"@en ;
- rdfs:comment """This property indicates the owner of the data resource or dataset ."""@en ;
- rdfs:domain dcat:Dataset ;
- rdfs:range foaf:Agent .
- dave:relevantToDataset
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "Relevant to Dataset"@en ;
- rdfs:comment """This property indicates the data resource or dataset that the data value metadata describes."""@en ;
- rdfs:domain dave:DataValue ;
- rdfs:range dcat:Dataset .
- dave:computedOn
- a rdf:Property, owl:ObjectProperty, qb:DimensionProperty ;
- rdfs:label "computed on"@en ;
- rdfs:comment """This property indicates the data resource or dataset that is being analysed using a Data Value metric."""@en ;
- rdfs:domain dave:ValueMeasurement ;
- rdfs:range dcat:Dataset .
- dave:hasValueDimension
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "has Value Dimension"@en ;
- rdfs:comment """This property will link a Data Value object (dave:DataValue) to any data value dimensions it contains. """@en ;
- rdfs:domain dave:DataValue ;
- rdfs:range dave:Dimension .
- dave:hasValueGroup
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "has Value Group"@en ;
- rdfs:comment """This property will link a Dimension (dave:Dimension) to data metric groups (dave:MetricGroup)."""@en ;
- rdfs:range dave:MetricGroup ;
- rdfs:domain dave:Dimension .
- dave:hasValueMetric
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "has Value Metric"@en ;
- rdfs:comment """This property will link a data metric group (dave:MetricGroup) to the related metrics (dave:Metric)."""@en ;
- rdfs:domain dave:MetricGroup ;
- rdfs:range dave:Metric .
- dave:implementsMetric
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "Implements Metric"@en ;
- rdfs:comment """This property will link a toolset to any metrics it implements."""@en ;
- rdfs:domain dave:Toolset ;
- rdfs:range dave:Metric .
- dave:hasDescription
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "has Description"@en ;
- rdfs:comment """This property will link a metric with its relevant description."""@en ;
- rdfs:domain dave:Metric ;
- rdfs:range dave:Description .
- dave:hasValueMeasurement
- a rdf:Property, owl:ObjectProperty ;
- rdfs:label "has Value Measurement"@en ;
- rdfs:comment """This property provides a link between a metric, and any number of measurements for the implementation of this metric."""@en ;
- rdfs:domain dave:Metric ;
- rdfs:range dave:ValueMeasurement .
- dave:hasValue
- a rdf:Property, owl:DatatypeProperty, qb:MeasureProperty ;
- rdfs:label "has Value"@en ;
- rdfs:comment """Each metric will return a quantification of value as a percentage. This property links this quantification to the respective metric. """@en ;
- rdfs:domain dave:ValueMeasurement .
- dave:basedOnReading
- a rdf:Property, owl:DatatypeProperty, qb:MeasureProperty ;
- rdfs:label "based on Reading"@en ;
- rdfs:comment """Each metric needs a variable to be calculated. This property will link to the relevant variable. Since there will be different return types for different metrics, this property will link a metric with a value object, including boolean, double, literal, etc."""@en ;
- rdfs:domain dave:ValueMeasurement .
- sdmx-dimension:timePeriod
- a qb:DimensionProperty ;
- rdfs:domain dave:ValueMeasurement ;
- rdfs:comment """This property is used to link a Value Measurement to a timestamp"""@en ;
- rdfs:range xsd:dateTime .
- #----------------------------------------------------------
- #Quality Dimension
- dave:Quality
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to quality" ;
- rdfs:label "Quality".
- #INTRINSIC Quality Metric Group ****************************
- dave:IntrinsicQuality
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess intrinsic data value aspects that are related to quality" ;
- rdfs:label "Intrinsic Quality".
- dave:Completeness
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the completeness of a data asset";
- rdfs:label "Completeness".
- dave:Format
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the format of a data asset" ;
- rdfs:label "Format" .
- dave:Accuracy
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the accuracy of a data asset" ;
- rdfs:label "Accuracy" .
- dave:Clarity
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the clarity of a data asset" ;
- rdfs:label "Clarity" .
- dave:Consistency
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on any (logical/formal) contradictions with respect to particular knowledge representation and inference mechanisms" ;
- rdfs:label "Consistency" .
- #EXTRINSIC Quality Metric Group ****************************
- dave:ExtrinsicQuality
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess extrinsic data value aspects that are related to quality" ;
- rdfs:label "Extrinsic Quality".
- dave:Timeliness
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the timeliness of a data asset for a particular use case" ;
- rdfs:label "Timeliness" .
- dave:Accessibility
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the ability to access to and retrieve the data asset" ;
- rdfs:label "Accessibility" .
- dave:Usability
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the usability of a data asset" ;
- rdfs:label "Usability" .
- #----------------------------------------------------------
- #Impact Dimension
- dave:Impact
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to impact" ;
- rdfs:label "Impact".
- #Business Impact Metric group ****************************
- dave:BusinessImpact
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the business impact" ;
- rdfs:label "Business Impact".
- dave:Utility
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the utility or meaning to business of a data asset" ;
- rdfs:label "Utility" .
- dave:Relevance
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the relevance of a data asset (to the context of use)" ;
- rdfs:label "Relevance" .
- #Data Impact Metric group ****************************
- dave:DataImpact
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the data impact" ;
- rdfs:label "Data Impact".
- dave:Uniqueness
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the uniqueness of a data asset (when compared to other existing data assets)" ;
- rdfs:label "Uniqueness" .
- dave:DegreeOfChange
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the degree of change that a data asset provides, when compared to older/existing data assets" ;
- rdfs:label "Degree of Change" .
- #----------------------------------------------------------
- #Usage Dimension
- dave:Usage
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to usage" ;
- rdfs:label "Usage" .
- #Data Usage Related Metric group ****************************
- dave:DataUsage
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess usage data value aspects that are related to the data in a data asset" ;
- rdfs:label "Data Usage" .
- dave:FrequencyOfAccess
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the number of accesses to a data asset" ;
- rdfs:label "Frequency of access" .
- dave:LastModificationDate
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the last date on which a data asset was modified" ;
- rdfs:label "Last Modification Date" .
- dave:ExpectedUsage
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the predicted use of a data asset" ;
- rdfs:label "Expected Usage" .
- dave:NumberOfApplications
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the number of applications using a data asset" ;
- rdfs:label "Number of Applications" .
- dave:CreatedOn
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the date the asset was created" ;
- rdfs:label "Creation Date" .
- #User Usage Related Metric group ****************************
- dave:UserUsage
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess usage data value aspects that are related to the users of a data asset" ;
- rdfs:label "User Usage" .
- dave:NumberOfUsers
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the number of users of a data asset" ;
- rdfs:label "Number of Users" .
- dave:CreatedBy
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the creator of the asset" ;
- rdfs:label "Created by" .
- dave:ClassOfCreator
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the class of the creator of a data asset. `Higher' classes (e.g. manager) = more value" ;
- rdfs:label "Class of Creator" .
- dave:ClassOfUsers
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating data asset value based on the classes of the users of a data asset. `Higher' classes (e.g. manager) = more value" ;
- rdfs:label "Class of Users" .
- #----------------------------------------------------------
- #Infrastructure Dimension
- dave:Infrastructure
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to the infrastructure" ;
- rdfs:label "Infrastructure".
- #USAGE Related Infrastructure Metric group ****************************
- dave:UsageInfrastructure
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the usage/business infrastructure" ;
- rdfs:label "Usage Infrastructure" .
- dave:BusinessScope
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric used to specify the business scope (domain) of the data asset";
- rdfs:label "Business Scope".
- dave:Distribution
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the amount of distribution/sharing of the data asset";
- rdfs:label "Distribution".
- #DATA Related Infrastructure Metric group ****************************
- dave:DataInfrastructure
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the data infrastructure" ;
- rdfs:label "Data Infrastructure" .
- dave:DataManagement
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the capability maturity level for data management on the data asset";
- rdfs:label "Data Management".
- dave:Integration
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the level of integration of a data asset with other data assets";
- rdfs:label "Integration".
- #----------------------------------------------------------
- #Financial Dimension
- dave:Financial
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to finance" ;
- rdfs:label "Financial".
- #COST Related Metric group ****************************
- dave:CostFinancial
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the cost of data assets" ;
- rdfs:label "Cost Finance" .
- dave:MaintenanceCost
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the cost of maintenance the data asset";
- rdfs:label "Maintenance Cost".
- dave:AcquisitionCost
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the cost of buying/generating the data asset";
- rdfs:label "Acquisition Cost".
- #PROFIT Related Infrastructure Metric group ****************************
- dave:ProfitFinancial
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to the profit resulting from using data assets" ;
- rdfs:label "Profit Finance" .
- dave:ReturnOnInvestment
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the ROI of the data asset";
- rdfs:label "Return on Investment".
- #----------------------------------------------------------
- #Data Dimension
- dave:Data
- a rdfs:Class ;
- rdfs:subClassOf dave:Dimension ;
- rdfs:comment "Encompasses data value aspects that are related to the data within the data asset" ;
- rdfs:label "Data".
- #Intrinsic Data Metric group ****************************
- dave:IntrinsicData
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to intrinsic aspects about the data within data assets" ;
- rdfs:label "Intrinsic Data" .
- dave:Volume
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the size of a data asset" ;
- rdfs:label "Volume" .
- dave:Contents
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the contents of a data asset" ;
- rdfs:label "Contents" .
- #Extrinsic Data Metric group ****************************
- dave:ExtrinsicData
- a rdfs:Class ;
- rdfs:subClassOf dave:MetricGroup ;
- rdfs:comment "Encompasses metrics that assess data value aspects that are related to extrinsic aspects about the data within data assets" ;
- rdfs:label "Extrinsic Data" .
- dave:Trust
- a rdfs:Class ;
- rdfs:subClassOf dave:Metric ;
- rdfs:comment "A metric calculating the data asset value based on the trust of a user in a data asset" ;
- rdfs:label "Trust" .
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