{"id":"https://openalex.org/W2898253813","doi":"https://doi.org/10.1109/vlhcc.2018.8506555","title":"Towards Scaffolding Complex Exploratory Data Science Programming Practices","display_name":"Towards Scaffolding Complex Exploratory Data Science Programming Practices","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2898253813","doi":"https://doi.org/10.1109/vlhcc.2018.8506555","mag":"2898253813"},"language":"en","primary_location":{"id":"doi:10.1109/vlhcc.2018.8506555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlhcc.2018.8506555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068961297","display_name":"Mary Beth Kery","orcid":"https://orcid.org/0000-0002-1771-0565"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mary Beth Kery","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5068961297"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":0.1045,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.46102568,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"273","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13197","display_name":"Spreadsheets and End-User Computing","score":0.9962999820709229,"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":0.9824000000953674,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7866605520248413},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5774262547492981},{"id":"https://openalex.org/keywords/scaffold","display_name":"Scaffold","score":0.5308985114097595},{"id":"https://openalex.org/keywords/exploratory-research","display_name":"Exploratory research","score":0.4793894290924072},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4607786536216736},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39914682507514954},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.25684183835983276}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7866605520248413},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5774262547492981},{"id":"https://openalex.org/C89429830","wikidata":"https://www.wikidata.org/wiki/Q735710","display_name":"Scaffold","level":2,"score":0.5308985114097595},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.4793894290924072},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4607786536216736},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39914682507514954},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.25684183835983276},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vlhcc.2018.8506555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlhcc.2018.8506555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2061939373","https://openalex.org/W2108816886","https://openalex.org/W2125083169","https://openalex.org/W2400341429","https://openalex.org/W2610517421","https://openalex.org/W2796040126","https://openalex.org/W2898377472","https://openalex.org/W6755952425"],"related_works":["https://openalex.org/W2087397047","https://openalex.org/W2081717811","https://openalex.org/W2695162732","https://openalex.org/W2884765235","https://openalex.org/W2351880312","https://openalex.org/W3136373005","https://openalex.org/W2349140385","https://openalex.org/W2092217920","https://openalex.org/W1991154725","https://openalex.org/W3174329078"],"abstract_inverted_index":{"Although":[0],"a":[1,41,46],"wide":[2],"range":[3],"of":[4,19,48,59,70,75,81],"professional":[5],"and":[6,34],"end-user":[7],"programmers":[8],"want":[9],"to":[10,39],"engage":[11],"today":[12],"with":[13,62],"data":[14,26,60],"science":[15,27],"programming,":[16],"this":[17,78],"form":[18,80],"programming":[20],"presents":[21],"unique":[22],"challenges.":[23],"For":[24],"instance,":[25],"tasks":[28],"typically":[29],"require":[30],"exploratory":[31],"iterations:":[32],"coding":[33],"running":[35],"many":[36],"different":[37],"approaches":[38],"reach":[40],"desired":[42],"result":[43],"[1]-[3].":[44],"In":[45],"body":[47],"research":[49,65],"building":[50,64],"towards":[51,66],"my":[52],"thesis,":[53],"I":[54],"have":[55],"interleaved":[56],"behavioral":[57],"studies":[58],"scientists":[61],"systems":[63],"scaffolding":[67],"new":[68],"forms":[69],"support":[71],"for":[72],"keeping":[73],"track":[74],"iterations":[76],"during":[77],"experiment-driven":[79],"work.":[82]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}