The Importance of Data Quality Control in Using Fitbit Device Data From the Research Program is a dataset published in JMIR mhealth and uhealth (2023). On theSindex it has a DataRank of 0.878, placing it in the top 23% of the data-sharing corpus. It has been cited 29 times, with 24 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 23% for downstream scientific impact
DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?
FAIR checklist signals are shown for context only and do not affect DataRank scoring.
Full FAIR picture · advisory
The headline score is computed from the scored criteria — the fact-shaped checks (a repository, an accession, a licence) that two independent models agree on. The advisory criteria below are real FAIR guidance but rest on judgment calls that models read differently, so they inform without moving the number.
The paper does not assign any persistent identifier to its own dataset, as it does not generate one.
RDA-F1-01D — FAIR Data Maturity Model: 'Data is identified by a persistent identifier' (priorit · RDA-F1-02D — FAIR Data Maturity Model: 'Data is identified by a globally unique identifier' · FsF-F1-02D — F-UJI/FAIRsFAIR: 'Data is assigned a persistent identifier'
The paper does not name a repository for its own data, only for the third-party data used.
RDA-F4-01M — FAIR Data Maturity Model: metadata is offered so it can be harvested and indexed ( · NIH DMS Policy Element 4 (NOT-OD-21-014) — name the repository where data will be archived · NSTC Desirable Characteristics of Data Repositories (2022) — 'Long-Term Sustainability', 'Reten
The paper does not cite its own dataset in the reference list or body text.
FORCE11 Joint Declaration of Data Citation Principles (2014) — data should be cited as a first- · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes · FsF-F3-01M — F-UJI: 'Metadata includes the identifier of the data it describes'
Advisory · not in the published score
The data availability statement refers to the All of Us Research Program data used, not to the study's own data, which does not exist. [majority verdict 'no' (3/5 passes agreed)]
Colavizza, Hrynaszkiewicz, Staden, Whitaker & McGillivray (2020), 'The citation advantage of li · Springer Nature research data policy — Data Availability Statements: standard statement templat · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes
The paper does not provide an itemised inventory or description of its own dataset.
RDA-F2-01M — 'Rich metadata is provided to allow discovery' (priority Essential) · FsF-F2-01M — F-UJI: 'Metadata includes descriptive core elements to support data findability' · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data'
The paper does not provide a route to its own data, as it is a viewpoint with no generated dataset.
RDA-A1.1-01D — 'Data is accessible through a free access protocol' · FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · NSTC Desirable Characteristics of Data Repositories (2022) — 'Free and Easy Access'
Advisory · not in the published score
The paper does not label the access level of its own data because it does not generate any data.
FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · RDA-A1-01M — metadata contains information to enable the user to get access to the data · COAR Controlled Vocabularies — Access Rights v1.0 (open / embargoed / restricted / metadata-onl
The paper discusses sensitive data from the All of Us Research Program, but does not name a gatekeeper for its own non-existent data.
NIH Genomic Data Sharing Policy (NOT-OD-14-124) — controlled-access via a Data Access Committee · RDA-A1.2-01D — 'Data is accessible through an access protocol that supports authentication and · NIH DMS Policy Element 5 (NOT-OD-21-014) — Access, Distribution, or Reuse Considerations (conse
The paper does not state any timing or persistence commitment for its own data.
NIH DMS Plan Element 4 (NOT-OD-21-014) — Data Preservation, Access, and Associated Timelines · NSTC Desirable Characteristics (2022), Organizational Infrastructure: 'Retention Policy' · RDA-A2-01M — 'Metadata is guaranteed to remain available after data is no longer available'
The paper does not name any file format for its own data.
FsF-R1.3-02D — F-UJI: 'Data is available in a file format recommended by the target research co · RDA-R1.3-02D — data is expressed in a machine-understandable community standard · RDA-I1-01D — data uses a knowledge representation expressed in a standardised format
Advisory · not in the published score
The paper does not name any data or metadata community standard applied to its own data.
RDA-R1.3-01M — 'Metadata complies with a community standard' (priority Essential) · RDA-R1.3-01D — 'Data complies with a community standard' · RDA-I2-01M — '(Meta)data use vocabularies that follow FAIR principles'
“The controlled tier AoURP version 7 data set (C2022Q4R9) was used to generate Figure 1.”
The paper provides an identifier (C2022Q4R9) for the third-party All of Us Research Program data set it used. [majority verdict 'yes' (3/5 passes agreed)]
RDA-I3-01M — '(meta)data include references to other (meta)data' · RDA-I3-03M — 'metadata includes qualified references to other metadata' · FsF-I3-01M — F-UJI: 'Metadata includes links between the data and its related entities'
The paper does not assign any reuse license to its own data.
RDA-R1.1-01M — 'Metadata includes information about the licence under which the data can be reu · RDA-R1.1-02M — 'Metadata refers to a standard reuse licence' · RDA-R1.1-03M — 'Metadata refers to a machine-understandable reuse licence'
The paper does not provide a version token or date for its own dataset.
DataCite Metadata Schema 4.6 — the 'Version' property · RDA-R1.2-01M — provenance information (which version was used is provenance) · NSTC Desirable Characteristics of Data Repositories (2022) — 'Provenance', 'Retention Policy'
The paper does not provide a locator for any code it wrote; it is a viewpoint without code.
NIH DMS Policy Element 2 (NOT-OD-21-014) — 'Related Tools, Software and/or Code' · FAIR4RS Principles v1.0 (Chue Hong et al., 2022; RDA/FORCE11/ReSA) — FAIR Principles for Resear · FORCE11 Software Citation Principles (Smith, Katz & Niemeyer, 2016, PeerJ CS 2:e86)
“This work was funded by the Data and Research Center (5U2COD023196-05).”
The paper includes an award number for the funding source. [majority verdict 'yes' (3/5 passes agreed)]
DataCite Metadata Schema 4.6 — 'FundingReference' property (funderName, funderIdentifier, award · Crossref Funder Registry — canonical funder identifiers for funding metadata · RDA-F2-01M — rich metadata provided to allow discovery (funding is part of the descriptive reco
Advisory · not in the published score
The paper does not describe the production of its own data; it discusses the general characteristics of Fitbit data.
RDA-R1.2-01M — 'Metadata includes provenance information according to community- specific standa · FsF-R1.2-01M — F-UJI: 'Metadata includes provenance information about data creation or generati · W3C PROV-O (W3C Recommendation, 2013) — the entity/activity/agent model of provenance
The paper does not mention any documentation object accompanying its own data.
RDA-R1-01M — '(Meta)data are richly described with a plurality of accurate and relevant attribu · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data' · NIH DMS Policy Element 3 (NOT-OD-21-014) — Standards (documentation and metadata to accompany t
Calibrated FAIR score — a parallel quality metric, independent of the DataRank citation score. See the full evaluation →
Base Score Contribution
0.510
From this paper's citation signal
Citation Network Contribution
0.368
From 15 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 24 citers.
NIH HHS
Grant: OT2 OD023205
NIH HHS
Grant: OT2 OD025315
NIH HHS
Grant: OT2 OD023206
NIH HHS
Grant: OT2 OD025276
NIH HHS
Grant: OT2 OD026549
NIH HHS
Grant: OT2 OD026552
NIH HHS
Grant: U24 OD023176
NIH HHS
Grant: OT2 OD025337
NIH HHS
Grant: OT2 OD026557
NIH HHS
Grant: U24 OD023121
NIH HHS
Grant: OT2 OD026550
NIH HHS
Grant: OT2 OD026553
NIH HHS
Grant: U24 OD023163
NIH HHS
Grant: OT2 OD026548
NIH HHS
Grant: OT2 OD025277
NIH HHS
Grant: OT2 OD026555
NIH HHS
Grant: OT2 OD026556
NIH HHS
Grant: U2C OD023196
NIH HHS
Grant: OT2 OD026551
NIH HHS
Grant: OT2 OD026554
National Institutes of Health
Grant: 5U24OD023163-02
Adaptive Platform for Personalized Engagement
National Institutes of Health
Grant: 5U24OD023176-04
Technology to Empower Changes in Health (TECH) Network Participant Technologies Center
National Institutes of Health
Grant: 3OT2OD023206-01S2
Communication Implementation and Coordination for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 3OT2OD026557-01S5
Illinois Precision Medicine Consortium
National Institutes of Health
Grant: 1OT2OD026549-01
University of Arizona-Banner Health All of Us Research Program
National Institutes of Health
Grant: 3OT2OD025337-01S3
Research Matters: Creating Possibilities to Achieve Health and Wellness for All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026550-01S3
Trans-America Consortium of the Health Care Systems Research Network for the All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026555-01S5
All of Us Wisconsin
National Institutes of Health
Grant: 3OT2OD023205-01S1
Communications Design and Development for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 3OT2OD026556-01S2
New York City Consortium for Precision Medicine
National Institutes of Health
Grant: 5U2COD023196-05
Data and Research Support Center
National Institutes of Health
Grant: 1OT2OD025315-01
Empowerment-focused Outreach, Education and Enrollment of Tennessee Older Adults in the All of Us Research Program through Community Efforts by FiftyForward
National Institutes of Health
Grant: 3OT2OD026551-01S1
SouthEast Enrollment Center (SEEC)
National Institutes of Health
Grant: 3OT2OD025277-02S1
Healthy Americas: All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026548-01S1
Southern All of Us Network
National Institutes of Health
Grant: 3OT2OD025276-02S7
PRIDEnet for the All of Us Research Program
National Institutes of Health
Grant: 1OT2OD026553-01
The New England Precision Medicine Consortium of the All of Us Research Program
National Institutes of Health
Grant: 3U24OD023121-02S1
Precision Medicine Initiative Cohort Program Biobank
National Institutes of Health
Grant: 3OT2OD026554-01S2
All of Us Pennsylvania
Keywords