{"id":"https://openalex.org/W7171767873","doi":"https://doi.org/10.48550/arxiv.2607.26198","title":"How Wrangling Tools Shape Wrangling: A Technical Dimensions Analysis","display_name":"How Wrangling Tools Shape Wrangling: A Technical Dimensions Analysis","publication_year":2026,"publication_date":"2026-07-28","ids":{"openalex":"https://openalex.org/W7171767873","doi":"https://doi.org/10.48550/arxiv.2607.26198"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2607.26198","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.26198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2607.26198","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045720293","display_name":"Shiyi He","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"He, Shiyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004937696","display_name":"El Kindi Rezig","orcid":"https://orcid.org/0000-0002-5187-3499"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rezig, El Kindi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144003770","display_name":"Paul Rosen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rosen, Paul","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5127970919","display_name":"Andrew M. McNutt","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McNutt, Andrew M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13197","display_name":"Spreadsheets and End-User Computing","score":0.21160000562667847,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13197","display_name":"Spreadsheets and End-User Computing","score":0.21160000562667847,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.15649999678134918,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.1436000019311905,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/affordance","display_name":"Affordance","score":0.7777000069618225},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.7139999866485596},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6272000074386597},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6129000186920166},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.5932999849319458},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5371000170707703},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.4449999928474426}],"concepts":[{"id":"https://openalex.org/C194995250","wikidata":"https://www.wikidata.org/wiki/Q531136","display_name":"Affordance","level":2,"score":0.7777000069618225},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.7139999866485596},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6424999833106995},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6272000074386597},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6129000186920166},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.5932999849319458},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5371000170707703},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5339000225067139},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.4449999928474426},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43309998512268066},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3165000081062317},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.27549999952316284},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25609999895095825},{"id":"https://openalex.org/C2780977526","wikidata":"https://www.wikidata.org/wiki/Q42417149","display_name":"Data exploration","level":3,"score":0.25209999084472656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2607.26198","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.26198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2607.26198","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.26198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Wrangling":[0],"consumes":[1],"a":[2,14,38,81,141,168,177],"disproportionate":[3],"share":[4],"of":[5,16,43,73,92,114,120],"the":[6,31,70,90,95],"effort":[7],"associated":[8],"with":[9,136,167],"any":[10,115],"data":[11,44,182],"project.":[12],"While":[13],"variety":[15],"tools":[17,49,123,164],"support":[18],"it,":[19],"relatively":[20],"little":[21],"is":[22,110,144],"known":[23],"about":[24],"how":[25,181],"their":[26],"differing":[27],"interface":[28,52,87],"forms":[29],"shape":[30],"way":[32],"people":[33],"actually":[34],"wrangle.":[35],"We":[36,65],"conduct":[37],"between-subjects":[39],"(N=40)":[40],"observational":[41],"study":[42],"cleaning":[45,155],"tasks":[46],"performed":[47],"in":[48,162,180],"spanning":[50],"distinct":[51],"paradigms:":[53],"Jupyter":[54],"(notebook),":[55],"Excel":[56],"(spreadsheet),":[57],"ChatGPT":[58],"(conversational":[59],"AI),":[60],"and":[61,133,147],"OpenRefine":[62],"(visual":[63],"wranglers).":[64],"situate":[66],"our":[67,93,126],"observations":[68],"within":[69,122],"Technical":[71],"Dimensions":[72],"Programming":[74],"Systems":[75],"framework,":[76],"which":[77],"we":[78,130],"use":[79],"as":[80],"conceptual":[82],"scaffold":[83],"for":[84],"comparing":[85],"across":[86,125],"paradigms.":[88],"Within":[89],"context":[91],"study,":[94],"results":[96,121],"suggest":[97],"that":[98],"tool":[99],"affordances":[100],"steer":[101],"user":[102],"strategies":[103],"but":[104],"do":[105],"not":[106],"determine":[107],"outcomes.":[108],"There":[109],"no":[111],"consistent":[112],"advantage":[113],"single":[116],"tool,":[117],"nor":[118],"convergence":[119],"observed":[124,137],"outcome":[127],"measures.":[128],"Instead,":[129],"identify":[131],"trade-offs":[132],"connect":[134],"them":[135],"practice.":[138],"For":[139],"example,":[140],"key":[142],"tension":[143],"between":[145],"data-":[146],"abstraction-centered":[148],"interfaces,":[149],"where":[150],"data-centered":[151],"interfaces":[152],"encourage":[153],"opportunistic":[154],"rather":[156],"than":[157],"systematic,":[158],"planned":[159],"transformations":[160],"found":[161],"abstraction-focused":[163],"(but":[165],"come":[166],"cognitive":[169],"burden).":[170],"Tool":[171],"design,":[172],"beyond":[173],"mere":[174],"functionality,":[175],"plays":[176],"structuring":[178],"role":[179],"work":[183],"unfolds.":[184]},"counts_by_year":[],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2026-07-31T00:00:00"}
