cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ze6afh
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eryngium pandanifolium Cham. & Schltdl.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 552 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006791-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/28246
title: Chandra X-ray Observatory ObsId 28246

description: Constraining the supermassive black hole occupation fraction with post-merger galaxies
DOI: 10.5281/zenodo.15161413
title: Dataset for "From Rationality to Intuition: The Effect of Business Intelligence Information Uncertainty on Decision-Making Processes"

description: Title

Business Intelligence Information Uncertainty and Decision-Making: Experimental Dataset and Outputs



Description (Summary)

This repository contains the raw and processed data from an experimental study investigating how different levels of Business Intelligence (BI) information uncertainty influence decision-making styles (intuitive vs. rational), and the moderating effect of user experience. The experiment involved 72 professionals and used scenario-based vignettes to simulate varying levels of uncertainty.

Included in the archive are:





SurveyResponses.sav: Raw data from participant responses, originally collected in French, with variable labels aligned to the manuscript.




SPSS output files grouped by analysis type:





Reliability analyses (Cronbach's alpha)




Normality tests




Wilcoxon and Friedman tests




Moderation and correlation analysis






README_BI_Decision_Uncertainty.md: Provides an overview of the dataset structure, English variable names, Likert coding, and the mapping of computed variables to hypotheses Ha, Hb, and Hc.




All statistical output files are labeled in French; an accompanying README provides translations and interpretations.



This dataset supports the findings reported in the article: From Rationality to Intuition: The Effect of Business Intelligence Information Uncertainty on Decision-Making Processes by Anas El Ouarzadi and Karim Charaf (2025).



Keywords





Business Intelligence




Decision-Making




Information Uncertainty




Intuition




Rationality




Experimental Study




SPSS




Dual-Process Theory




User Experience




Behavioral Decision-Making





Authors

Anas El OuarzadiResearcher, ISCAE Business School – Laboratory of Finance and Management ControlEmail: aelouarzadi_doct21@groupeiscae.ma

Karim CharafProfessor and Director, Doctoral Center, ISCAE Business School



Recommended Citation

[dataset] El Ouarzadi, A., & Charaf, K. (2025). Business Intelligence Information Uncertainty and Decision-Making: Experimental Dataset and Outputs. Zenodo. https://doi.org/10.5281/zenodo.15161414
DOI: 10.5281/zenodo.15161414
title: Dataset for "From Rationality to Intuition: The Effect of Business Intelligence Information Uncertainty on Decision-Making Processes"

description: Title

Business Intelligence Information Uncertainty and Decision-Making: Experimental Dataset and Outputs



Description (Summary)

This repository contains the raw and processed data from an experimental study investigating how different levels of Business Intelligence (BI) information uncertainty influence decision-making styles (intuitive vs. rational), and the moderating effect of user experience. The experiment involved 72 professionals and used scenario-based vignettes to simulate varying levels of uncertainty.

Included in the archive are:





SurveyResponses.sav: Raw data from participant responses, originally collected in French, with variable labels aligned to the manuscript.




SPSS output files grouped by analysis type:





Reliability analyses (Cronbach's alpha)




Normality tests




Wilcoxon and Friedman tests




Moderation and correlation analysis






README_BI_Decision_Uncertainty.md: Provides an overview of the dataset structure, English variable names, Likert coding, and the mapping of computed variables to hypotheses Ha, Hb, and Hc.




All statistical output files are labeled in French; an accompanying README provides translations and interpretations.



This dataset supports the findings reported in the article: From Rationality to Intuition: The Effect of Business Intelligence Information Uncertainty on Decision-Making Processes by Anas El Ouarzadi and Karim Charaf (2025).



Keywords





Business Intelligence




Decision-Making




Information Uncertainty




Intuition




Rationality




Experimental Study




SPSS




Dual-Process Theory




User Experience




Behavioral Decision-Making





Authors

Anas El OuarzadiResearcher, ISCAE Business School – Laboratory of Finance and Management ControlEmail: aelouarzadi_doct21@groupeiscae.ma

Karim CharafProfessor and Director, Doctoral Center, ISCAE Business School



Recommended Citation

[dataset] El Ouarzadi, A., & Charaf, K. (2025). Business Intelligence Information Uncertainty and Decision-Making: Experimental Dataset and Outputs. Zenodo. https://doi.org/10.5281/zenodo.15161414
DOI: 10.15468/dl.bkzkrs
title: Occurrence Download

description: A dataset containing 1035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina flabelliformis Kearney)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1035 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006792-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29737
title: Chandra X-ray Observatory ObsId 29737

description: REVEALING THE X-RAY PROPERTIES OF NEW BINARY CANDIDATES AMONG UNIDENTIFIED FERMI-LAT SOURCES
DOI: 10.5281/zenodo.15161445
title: Data Kuisioner Penelitian Kopi Tuku 2025

description: Dataset ini berisi hasil survei kuantitatif terhadap 120 responden mengenai persepsi konsumen terhadap brand Kopi Tuku. Data dikumpulkan menggunakan kuesioner Google Form pada bulan Maret 2025.
DOI: 10.5281/zenodo.15161446
title: Data Kuisioner Penelitian Kopi Tuku 2025

description: Dataset ini berisi hasil survei kuantitatif terhadap 120 responden mengenai persepsi konsumen terhadap brand Kopi Tuku. Data dikumpulkan menggunakan kuesioner Google Form pada bulan Maret 2025.
DOI: 10.15468/dl.uxn9sb
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Pezizomycetes"
 ]
}

 The dataset includes 129 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006793-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/42518
title: Chandra X-ray Observatory ObsId 42518
DOI: 10.15468/dl.r9vfen
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plecturocebus ornatus (Gray, 1866)"
 ]
}

 The dataset includes 306 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006795-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbnkvh
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina subumbrans (Hassk.) Merr.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 295 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006794-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9n2pu
title: Occurrence Download

description: A dataset containing 33328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyps coprotheres (J.R.Forster, 1798)"
 ]
}

 The dataset includes 33328 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006796-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tc59m
title: Occurrence Download

description: A dataset containing 4777 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron simsii Planch."
 ]
}

 The dataset includes 4777 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006798-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9zq8a
title: Occurrence Download

description: A dataset containing 1127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina ×sykesii Barneby & Krukoff)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1127 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006799-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmay88
title: Occurrence Download

description: A dataset containing 8883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erucastrum gallicum (Willd.) O.E.Schulz)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 8883 records from 282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006800-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m8kvd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Heracleum sosnowskyi occurrences in Arkhangelsk and Murmansk regions of Russia"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006801-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drnc4x
title: Occurrence Download

description: A dataset containing 81358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2025-2025"
 ]
}

 The dataset includes 81358 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006797-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/3mx2-3904
title: Dynamic Background Inertial Gesture Dataset 

description:  This dataset contains synchronized accelerometer and gyroscope data  from 5 participants performing 0-9 hand gestures during standing, walking and running conditions. Each sample includes precise temporal annotations in seg_label.txt indicating gesture onset/offset times (in seconds), specifically designed for training CAM-based attention models to localize gestures in dynamic environments. The dataset provides raw inertial signals with movement metadata while preserving participant anonymity.
DOI: 10.15468/dl.k3tsg4
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Stelis parvilabris Lindl."
 ]
}

 The dataset includes 54 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006803-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3us4x
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stelis parvilabris Lindl."
 ]
}

 The dataset includes 32 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006804-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9ttw5
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-111.2 45.1,-109.7 45.1,-109.7 44.0,-111.2 44.0,-111.2 45.1))",
 "TaxonKey is Canis lupus Linnaeus, 1758"
 ]
}

 The dataset includes 610 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006805-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28736900.v1
title: Nodes list data

description: This dataset includes the node lists and information for each MSA analyzed in this research.
DOI: 10.15468/dl.wens68
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Metallura eupogon (Cabanis, 1874)"
 ]
}

 The dataset includes 575 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006807-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7nexr
title: Occurrence Download

description: A dataset containing 2865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Pitcairnia L'Hér."
 ]
}

 The dataset includes 2865 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006806-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14740919
title: Data of the sediment core CJ04‐57 from the Ninetyeast Ridge
DOI: 10.15468/dl.yf9s8f
title: Occurrence Download

description: A dataset containing 30698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-111.2 45.1,-109.7 45.1,-109.7 44.0,-111.2 44.0,-111.2 45.1))",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 30698 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006808-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymmcpy
title: Occurrence Download

description: A dataset containing 1593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ctenosaura pectinata (Wiegmann, 1834)",
 "Country is Mexico"
 ]
}

 The dataset includes 1593 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfc7vy
title: Occurrence Download

description: A dataset containing 19162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Hemidactylus turcicus (Linnaeus, 1758)"
 ]
}

 The dataset includes 19162 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055522-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.247d92
title: Occurrence Download

description: A dataset containing 2960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Agrilus planipennis Fairmaire, 1888"
 ]
}

 The dataset includes 2960 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032262-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7cxuk
title: Occurrence Download

description: A dataset containing 2706 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heraclides Hübner, 1819"
 ]
}

 The dataset includes 2706 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez6ppf
title: Occurrence Download

description: A dataset containing 2194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arion rufus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2194 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbg3mc
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Drosophila suzukii (Matsumura, 1931)"
 ]
}

 The dataset includes 45 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025921-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.41yeq9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arundo donax var. coleotricha Hack."
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgr7c8
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Trichechus Linnaeus, 1758"
 ]
}

 The dataset includes 184 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025909-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdyl3y
title: Occurrence Download

description: A dataset containing 1616455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is Spain",
 "Year is less than or equal to 2017"
 ]
}

 The dataset includes 1616455 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmurzf
title: Occurrence Download

description: A dataset containing 179688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odocoileus virginianus (Zimmermann, 1780)"
 ]
}

 The dataset includes 179688 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032229-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9ogm5
title: Occurrence Download

description: A dataset containing 65530 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crataegus laevigata (Poir.) DC."
 ]
}

 The dataset includes 65530 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9dwdj
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Tejidos de anfibios y reptiles de la ventana piloto Paz de Ariporo - Hato Corozal"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039564-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggozae
title: Occurrence Download

description: A dataset containing 6606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Rwanda",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 6606 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfywhs
title: Occurrence Download

description: A dataset listing the 24 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Peces asociados al ecosistema de manglar en el Parque Nacional Natural Sanquianga"
 ]
}

 The dataset's 24 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025923-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.