{"id":"https://openalex.org/W4285131575","doi":"https://doi.org/10.1109/access.2022.3171807","title":"On the Design of Student Assessment Model Based on Intelligence Quotient Using Machine Learning","display_name":"On the Design of Student Assessment Model Based on Intelligence Quotient Using Machine Learning","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285131575","doi":"https://doi.org/10.1109/access.2022.3171807"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3171807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171807","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09766237.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09766237.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017781492","display_name":"Nikhila Kathirisetty","orcid":"https://orcid.org/0000-0001-5616-9997"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nikhila Kathirisetty","raw_affiliation_strings":["Department of Information Technology, Vardhaman College of Engineering, Hyderabad, India"],"raw_orcid":"https://orcid.org/0000-0001-5616-9997","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Vardhaman College of Engineering, Hyderabad, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020182808","display_name":"Rajendrasinh Jadeja","orcid":"https://orcid.org/0000-0003-3466-203X"},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajendrasinh Jadeja","raw_affiliation_strings":["Department of Electrical Engineering, Marwadi University, Rajkot, Gujarat, India"],"raw_orcid":"https://orcid.org/0000-0003-3466-203X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Marwadi University, Rajkot, Gujarat, India","institution_ids":["https://openalex.org/I3132999081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080945795","display_name":"Deepak Garg","orcid":"https://orcid.org/0000-0002-7243-3599"},"institutions":[{"id":"https://openalex.org/I3129773123","display_name":"Bennett University","ror":"https://ror.org/00an5hx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129773123"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepak Garg","raw_affiliation_strings":["Department of Computer Science and Engineering, Bennett University, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bennett University, Noida, India","institution_ids":["https://openalex.org/I3129773123"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050290363","display_name":"Hiren Kumar Thakkar","orcid":"https://orcid.org/0000-0002-4196-7651"},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Hiren Kumar Thakkar","raw_affiliation_strings":["Department of Computer Engineering, Marwadi University, Rajkot, Gujarat, India"],"raw_orcid":"https://orcid.org/0000-0002-4196-7651","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Marwadi University, Rajkot, Gujarat, India","institution_ids":["https://openalex.org/I3132999081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.4714,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.93480502,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"48733","last_page":"48746"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9158999919891357,"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/salary","display_name":"Salary","score":0.6950735449790955},{"id":"https://openalex.org/keywords/quotient","display_name":"Quotient","score":0.6124449968338013},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5592923760414124},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5572143197059631},{"id":"https://openalex.org/keywords/intelligence-quotient","display_name":"Intelligence quotient","score":0.5350500345230103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5165716409683228},{"id":"https://openalex.org/keywords/bachelor","display_name":"Bachelor","score":0.51570063829422},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4726264178752899},{"id":"https://openalex.org/keywords/aptitude","display_name":"Aptitude","score":0.46131181716918945},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.3996354341506958},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30139216780662537},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22870159149169922},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14638635516166687}],"concepts":[{"id":"https://openalex.org/C2780090960","wikidata":"https://www.wikidata.org/wiki/Q194489","display_name":"Salary","level":2,"score":0.6950735449790955},{"id":"https://openalex.org/C199422724","wikidata":"https://www.wikidata.org/wiki/Q41118","display_name":"Quotient","level":2,"score":0.6124449968338013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5592923760414124},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5572143197059631},{"id":"https://openalex.org/C166047926","wikidata":"https://www.wikidata.org/wiki/Q170277","display_name":"Intelligence quotient","level":3,"score":0.5350500345230103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5165716409683228},{"id":"https://openalex.org/C2777626052","wikidata":"https://www.wikidata.org/wiki/Q516445","display_name":"Bachelor","level":2,"score":0.51570063829422},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4726264178752899},{"id":"https://openalex.org/C48561166","wikidata":"https://www.wikidata.org/wiki/Q1347367","display_name":"Aptitude","level":2,"score":0.46131181716918945},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.3996354341506958},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30139216780662537},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22870159149169922},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14638635516166687},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3171807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171807","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09766237.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2eda3586b39648f4afc86e72063e2707","is_oa":true,"landing_page_url":"https://doaj.org/article/2eda3586b39648f4afc86e72063e2707","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 48733-48746 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3171807","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171807","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09766237.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285131575.pdf","grobid_xml":"https://content.openalex.org/works/W4285131575.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1597268399","https://openalex.org/W1850883201","https://openalex.org/W2021601071","https://openalex.org/W2562149795","https://openalex.org/W2746645520","https://openalex.org/W2750973204","https://openalex.org/W2768506495","https://openalex.org/W2894931406","https://openalex.org/W2903630407","https://openalex.org/W2929963574","https://openalex.org/W2965700737","https://openalex.org/W2974010432","https://openalex.org/W2979883511","https://openalex.org/W2996399622","https://openalex.org/W2997240483","https://openalex.org/W3014421158","https://openalex.org/W3168549681","https://openalex.org/W3168585198","https://openalex.org/W3169552150","https://openalex.org/W3208049922","https://openalex.org/W3210598765","https://openalex.org/W4297825239","https://openalex.org/W6802829112"],"related_works":["https://openalex.org/W2368582007","https://openalex.org/W2381014559","https://openalex.org/W2417552221","https://openalex.org/W4391259602","https://openalex.org/W2350975767","https://openalex.org/W1973090915","https://openalex.org/W1981102511","https://openalex.org/W1554933186","https://openalex.org/W290001368","https://openalex.org/W2374312677"],"abstract_inverted_index":{"The":[0,148,182],"goal":[1],"of":[2,36,46,66,113,146,186,194,213],"this":[3,152],"research":[4],"is":[5,174],"to":[6,10,24,32,52,88,155,162,176],"figure":[7],"out":[8],"how":[9],"calculate":[11],"academic":[12,30,50],"achievements":[13],"and":[14,57,75,84,134,196],"students\u2019":[15,26,49],"cognitive":[16],"quotients":[17,28],"for":[18,202],"placement.":[19],"This":[20],"study":[21],"will":[22],"attempt":[23],"forecast":[25],"intelligence":[27,180],"or":[29],"grades":[31],"measure":[33],"the":[34,82,86,90,114,131,139,169,187,203,208,214],"IQ":[35,184],"a":[37,40,64,100,144,160,166,178,192,197,210],"student":[38,115,161,204],"in":[39,165],"holistic":[41],"manner":[42],"using":[43],"all":[44,70],"kinds":[45],"parameters,":[47],"from":[48,54],"records":[51],"input":[53],"their":[55,59,107,117],"professors":[56],"even":[58],"family":[60],"background,":[61],"thus":[62],"creating":[63],"dataset":[65],"9000":[67],"instances":[68],"with":[69],"these":[71],"data.":[72],"We":[73],"implemented":[74],"trained":[76],"multiple":[77],"machine":[78],"learning":[79],"algorithms":[80],"on":[81,109,143,191],"data":[83],"collected":[85],"outcomes":[87],"select":[89],"best":[91],"algorithm.":[92],"Students\u2019":[93],"quantitative":[94],"reasoning":[95],"ability":[96],"was":[97,154,189,205],"selected":[98],"as":[99],"parameter":[101],"that":[102],"could":[103],"be":[104,163],"assessed":[105],"by":[106],"performance":[108],"aptitude":[110],"tests.":[111],"Certifications":[112],"during":[116],"bachelor\u2019s":[118],"degree":[119],"have":[120],"been":[121],"considered,":[122],"which":[123],"would":[124],"also":[125],"give":[126],"us":[127],"an":[128],"idea":[129,212],"about":[130],"student\u2019s":[132,179,215],"critical":[133],"logical":[135],"thinking":[136],"ability.":[137],"All":[138],"parameters":[140,158],"were":[141],"rated":[142],"scale":[145,193],"1-10.":[147],"driving":[149],"motivation":[150],"behind":[151],"investigation":[153],"discover":[156],"what":[157],"force":[159],"placed":[164],"company":[167,209],"then":[168],"final":[170,183],"overall":[171],"\u201cstudent":[172],"score\u201d":[173],"calculated":[175],"determine":[177],"quotient.":[181],"score":[185],"student-generated":[188],"graded":[190],"0-3":[195],"suitable":[198],"salary":[199],"package":[200],"range":[201],"estimated":[206],"giving":[207],"good":[211],"capability.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
