{"id":"https://openalex.org/W4404173008","doi":"https://doi.org/10.1145/3686990","title":"\"Math is a pain!\": Understanding challenges and needs of the Machine Learning community on Stack Overflow","display_name":"\"Math is a pain!\": Understanding challenges and needs of the Machine Learning community on Stack Overflow","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4404173008","doi":"https://doi.org/10.1145/3686990"},"language":"en","primary_location":{"id":"doi:10.1145/3686990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686990","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3686990","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101392876","display_name":"Zihan Fang","orcid":"https://orcid.org/0009-0009-2151-2922"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zihan Fang","raw_affiliation_strings":["Vanderbilt University, Nashville, TN, USA"],"raw_orcid":"https://orcid.org/0009-0009-2151-2922","affiliations":[{"raw_affiliation_string":"Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055069752","display_name":"Yu Huang","orcid":"https://orcid.org/0000-0003-2730-5077"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Huang","raw_affiliation_strings":["Vanderbilt University, Nashville, TN, USA"],"raw_orcid":"https://orcid.org/0000-0003-2730-5077","affiliations":[{"raw_affiliation_string":"Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I200719446"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23334654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"CSCW2","first_page":"1","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9908000230789185,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9908000230789185,"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"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9677000045776367,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9623000025749207,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/stack","display_name":"Stack (abstract data type)","score":0.790704607963562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4993875026702881},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3561092019081116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34688931703567505},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23940333724021912},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.13914453983306885}],"concepts":[{"id":"https://openalex.org/C9395851","wikidata":"https://www.wikidata.org/wiki/Q177929","display_name":"Stack (abstract data type)","level":2,"score":0.790704607963562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4993875026702881},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3561092019081116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34688931703567505},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23940333724021912},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.13914453983306885}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3686990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686990","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3686990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686990","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404173008.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W34312267","https://openalex.org/W1564623840","https://openalex.org/W1982759407","https://openalex.org/W2008750507","https://openalex.org/W2049240872","https://openalex.org/W2051204868","https://openalex.org/W2073755771","https://openalex.org/W2088749333","https://openalex.org/W2101446126","https://openalex.org/W2148540129","https://openalex.org/W2336395599","https://openalex.org/W2401290433","https://openalex.org/W2547709956","https://openalex.org/W2576683119","https://openalex.org/W2774988559","https://openalex.org/W2801371430","https://openalex.org/W2807285274","https://openalex.org/W2900954917","https://openalex.org/W2910096450","https://openalex.org/W2923271003","https://openalex.org/W2955669146","https://openalex.org/W2963008249","https://openalex.org/W2969174677","https://openalex.org/W2995191368","https://openalex.org/W3000770417","https://openalex.org/W3022530152","https://openalex.org/W3085258507","https://openalex.org/W3100221827","https://openalex.org/W3104128335","https://openalex.org/W3131105603","https://openalex.org/W3132670815","https://openalex.org/W3170152309","https://openalex.org/W3181472047","https://openalex.org/W3195255266","https://openalex.org/W3201153983","https://openalex.org/W3215235441","https://openalex.org/W3216296953","https://openalex.org/W4200074939","https://openalex.org/W4211033381","https://openalex.org/W4221162673","https://openalex.org/W4225378553","https://openalex.org/W4226484208","https://openalex.org/W4297094728","https://openalex.org/W4302446233","https://openalex.org/W4384662252"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2380576232","https://openalex.org/W2937054111","https://openalex.org/W2066223521","https://openalex.org/W2013178899","https://openalex.org/W373327546","https://openalex.org/W2321534397","https://openalex.org/W2058958858"],"abstract_inverted_index":{"Stack":[0],"Overflow":[1],"(SO)":[2],"is":[3],"a":[4,16,25,43,159],"widely":[5],"recognized":[6],"online":[7,48,205,232],"question-and-answer":[8,206],"platform":[9],"for":[10,27,115,126,152,224],"programming,":[11],"which":[12,120],"has":[13,52],"also":[14,193],"fostered":[15],"substantial":[17],"community":[18,144],"dedicated":[19],"to":[20,32,38,65,106],"machine":[21],"learning":[22],"(ML),":[23],"providing":[24],"space":[26],"both":[28],"novices":[29],"and":[30,35,71,90,98,111,135,148,179,239],"experts":[31],"exchange":[33,238],"ideas":[34],"find":[36],"solutions":[37],"ML-related":[39],"problems.":[40],"However,":[41],"as":[42],"relative":[44],"minority":[45],"of":[46,87,141,198,217,228],"this":[47,185,218],"programming":[49],"platform,":[50],"research":[51],"demonstrated":[53],"lower":[54,108],"engagement":[55,70],"in":[56,162],"the":[57,69,100,107,122,130,138,142,149,155,167,195,215,222,226,242],"ML":[58,74,116,128,143,181,211,229,243],"community,":[59],"but":[60],"it":[61],"remains":[62],"largely":[63],"unexplored":[64],"understand":[66],"what":[67],"hinders":[68],"contribution":[72],"from":[73],"users'":[75],"perspectives.":[76],"This":[77],"paper":[78],"presents":[79],"an":[80],"empirical":[81],"study":[82,157,170,219],"based":[83],"on":[84,96,118,204,210,231],"22":[85],"hours":[86],"semi-structured":[88],"interviews":[89],"131":[91],"survey":[92],"responses":[93],"with":[94,188],"users":[95,230],"SO":[97],"reveals":[99,158],"key":[101],"factors":[102],"that":[103,172],"may":[104],"lead":[105],"response":[109],"rate":[110],"extended":[112],"waiting":[113],"time":[114,133],"questions":[117],"SO,":[119],"includes":[121],"unique":[123],"quality":[124],"requirement":[125],"posting":[127,178],"questions,":[129,182],"discrepancy":[131],"between":[132],"invested":[134],"benefits":[136],"gained,":[137],"dispersed":[139],"nature":[140],"across":[145],"various":[146],"platforms":[147],"desired":[150],"improvement":[151],"SO.":[153],"Moreover,":[154],"qualitative":[156],"declining":[160],"friendliness":[161],"SO's":[163],"culture":[164],"over":[165],"time;":[166],"subsequent":[168],"quantitative":[169],"corroborates":[171],"newcomers":[173],"frequently":[174],"encounter":[175],"stress":[176,186],"when":[177],"answering":[180],"even":[183],"though":[184],"diminishes":[187],"increased":[189],"experience.":[190],"Additionally,":[191],"we":[192],"explored":[194],"potential":[196],"influence":[197],"generative":[199],"AI":[200],"tools":[201],"(e.g.,":[202],"ChatGPT)":[203],"platforms,":[207,233],"specifically":[208],"focusing":[209],"Q&A.":[212],"We":[213],"hope":[214],"results":[216],"can":[220],"pave":[221],"way":[223],"enhancing":[225],"experience":[227],"ultimately":[234],"facilitating":[235],"improved":[236],"knowledge":[237],"collaboration":[240],"within":[241],"domain.":[244]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}