Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,532
datasets available to search
ShareScore release 0.9.0
Dataset results
1,532 results for “skill”
Data and software from: Decomposition of skill scores for conditional verification – Impact of AMO phases on the predictability of decadal temperature forecasts
<p>Data and software from "Decomposition of skill scores for conditional verification – Impact of AMO phases on the predictability of decadal temperature forecasts"</p> <ul> <li>synthetic data and score computation routine</li> <li>data from MiKlip decadal prediction systems preop-dcpp-HR, preop-LR and observational HadCRUT4 data used for the conditional verification</li> <li>AMO calculation routine</li> <li>AMO data and phases defining the ocean state used in the conditional verification</li> </ul> <p>The computation routines from the conditional verification of decadal predcition systems is publicly available as the Freva plug-in "ProblEMS" at <a href="https://doi.org/10.5281/zenodo.10469658">https://doi.org/10.5281/zenodo.10469658</a></p> <p> </p>
Training, executive, attention and motor skills (TEAMS) training versus standard treatment for preschool children with attention deficit hyperactivity disorder: a randomised clinical trial
<p>This is the dataset used in the trial entitled Training, executive, attention and motor skills (TEAMS) training versus standard treatment for preschool children with attention deficit hyperactivity disorder, published in BMC Research Notes.</p>
A project-based learning approach for enhancing learning skills and motivation in software engineering
<p>Supplementary material for: <strong>A project-based learning approach for enhancing learning skills and motivation in software engineering</strong></p> <ul> <li><strong>DTSIPBLData.txt</strong>- Data set</li> <li><strong>ScriptRPBL.R:</strong> R Script tp perform the analysis of data.</li> <li><strong>Supplementary material- R Script.docx</strong>: Documented R Script</li> </ul>
Replication Kit: "Skill Models for Programming Language Concepts"
<p><strong>Structure</strong></p> <ul> <li><strong>data</strong>: contains the data we used for our case study <ul> <li><strong>skillmodels</strong>: data sets generated from the raw data in the database</li> <li><strong>raw</strong>: raw data collected in SmartAPE [1] containing the source code of the students as well as the assessment results of the system</li> </ul> </li> <li><strong>results</strong>: contains the complete results of our case study <ul> <li>Results of AUC and RMSE for each meta-parametrization and each skill model in .csv and .Rda format</li> <li>boxplots of our AUC and RMSE distributions for each skill model and each meta-parameter in .pdf format</li> </ul> </li> <li>calculation scripts: <ul> <li><strong>sm_trainer.R</strong>: script to fit different models for different meta-parametrizations and test them using different performance metrics. Uses <em>data/skillmodels </em>as input</li> <li><strong>comparison.R</strong>: script that performs statistical tests to compare meta-parameters. Uses <em>results//results_pfa.Rda, results//results_afm.Rda, and results/results_prop.Rda</em> as input</li> </ul> </li> </ul> <p><strong>References</strong></p> <p>[1] Albrecht, Ella et al. “Experiences in Introducing Blended Learning in an Introductory Programming Course.” <em>ECSEE</em> (2018).</p>
Skills and Competency Framework for Research Community Managers (Figure)
<p><strong><span>Figure 3: RCM Skills and Competency Framework: </span></strong><span>This figure illustrates a framework comprising five overarching competencies, described with 13 skills each. A total of 65 skills are categorised into core competencies in communications and engagement, and peripheral competencies in strategic contributions, technical skills, and accountability. </span></p>
Soft skills found in job adverts in Cyprus from ESEM 2024 paper (analysis results)
<p>This dataset contains results from the analysis on Soft skills requested in the software industry found in job adverts in Cyprus collected in early 2023 and early 2024.</p> <p>The dataset contains the following:</p> <ul> <li>Soft skills found in all job adverts</li> <li>Soft skills differences between 2023 and 2024 job adverts</li> <li>Job positions categories in the job adverts</li> <li>Soft skills per job position category</li> <li>Soft skills per company size</li> </ul> <p>The relevant publication has been accepted in the 18th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM 2024 - <a href="https://conf.researchr.org/track/esem-2024/esem-2024-technical-track#event-overview">https://conf.researchr.org/track/esem-2024/esem-2024-technical-track#event-overview</a>):</p> <p><em>Georgia Kapitsaki, Loukas Chatzivasili, Maria Papoutsoglou, Matthias Galster, "An Exploratory Study on Soft Skills present in Software Positions in Cyprus: a quasi-Replication Study", ESEM 2024.</em></p>
Testing the Skill-based Approach: Consolidation strategy impacts Attentional Blink performance
<p>Data accompanying the journal article Testing the Skill-based Approach: Consolidation strategy impacts Attentional Blink performance published in PLOS ONE. It contains the datasets (without personal information) for both experiments and a small R file that can be used to read in the data.</p>
Soft skills required from software professionals in New Zealand (supplementary material)
<p>This repository contains supplementary material for the manuscript "Soft skills required from software professionals in New Zealand" published in Information and Software Technology (https://doi.org/10.1016/j.infsof.2023.107232):</p> <ul> <li>adverts.zip: PDF or HTML files of analyzed adverts.</li> <li>adverts_and_soft_skills.xlsx: Mapping of adverts to identified soft skills.</li> <li>hiring_companies_details.xlsx: Details about each hiring company that posted adverts, including their size (number of employees), core business (software/non-software), domain (standard sector), domain (non-standard sector [if applicable]), geographic distribution and target markets.</li> <li>recruitment_agencies.txt: Names of recruitment agencies that posted adverts.</li> </ul>
Cross-education of Skill: Assessment of Overhand Throwing Using Product- and Process-oriented Assessment.
<p>Data used for Cross-education of Skill: Assessment of Overhand Throwing Using Product- and Process-oriented Assessment.</p>
A multi-model ensemble of baseline and process-based models improves the predictive skill of near-term lake forecasts: data, forecasts, and scores
<p>This data publication contains zipped parquet from the Falling Creek Reservoir multi-model ensemble (MME) forecasting work using the FLARE (Forecasting Lake And Reservoir Ecosystems) system and baseline models: drivers.zip contains NOAA driver forecast files, targets.zip contains in-situ water temperature observations, forecasts.zip contains forecast parquet files generated from the MME workflow (FLARE & baseline models), and scores.zip contains forecast skill metrics required for analysis.</p>
One-Day Life Skills Workshop for Veterans With TBI, Pain and Psychopathology
ClinicalTrials.gov study NCT02844946. IPD Sharing: NO. Countries: 1. Publications: 1.
Palliative Care Consultations in the Skilled Nursing Facility (SNF) Setting
ClinicalTrials.gov study NCT03958552. IPD Sharing: NO. Countries: 1. Publications: 13.
Implementing a Skills Training Evidence-Based Treatment for Posttraumatic Stress Disorder in Primary Care
ClinicalTrials.gov study NCT04937504. IPD Sharing: NO. Countries: 1. Publications: 1.
Knee Arthroplasty Pain Coping Skills Training (KASTPain): A Randomized Trial
ClinicalTrials.gov study NCT01620983. IPD Sharing: YES. Countries: 1. Publications: 7.
Proficiency Based Robotics Training Curriculum: Skill Acquisition & Transferability of Skills to Live Porcine Models
ClinicalTrials.gov study NCT02895347. IPD Sharing: YES. Countries: 1. Publications: 9.
Assessing the Efficacy of Enhanced Versus Standard 3D Training Models in Laparoscopic Skills Acquisition: A Randomised Controlled Trial
ClinicalTrials.gov study NCT06184854. IPD Sharing: YES. Countries: 1. Publications: 1.
Treatment of Posttraumatic Stress Disorder in Kosovar High School Students Using Mind-Body Skills Groups
ClinicalTrials.gov study NCT00136357. IPD Sharing: Not stated. Countries: 1. Publications: 2.
IMproving Pain Using Peer RE-inforced Self-management Skills
ClinicalTrials.gov study NCT01748227. IPD Sharing: Not stated. Countries: 1. Publications: 2.
Adjusting to Chronic Conditions Using Education, Support, and Skills
ClinicalTrials.gov study NCT01149772. IPD Sharing: Not stated. Countries: 1. Publications: 10.
A Pilot Study to Examine the Efficacy of Internet-Delivered Skills Training in Affective and Interpersonal Regulation (i-STAIR) for Individuals With Adverse Childhood Experiences and Subsyndromal Depr
ClinicalTrials.gov study NCT07118072. IPD Sharing: UNDECIDED. Countries: 1. Publications: 10.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.