{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T15:08:33Z","timestamp":1743088113087,"version":"3.40.3"},"publisher-location":"Cham","reference-count":8,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030843397"},{"type":"electronic","value":"9783030843403"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-84340-3_7","type":"book-chapter","created":{"date-parts":[[2021,9,17]],"date-time":"2021-09-17T00:49:44Z","timestamp":1631839784000},"page":"81-99","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Analyzing and Predicting Colombian Undergrads Performance on Saber-Pro Test: A Data Science Approach"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8151-2654","authenticated-orcid":false,"given":"Eugenia","family":"Arrieta Rodr\u00edguez","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6008-1728","authenticated-orcid":false,"given":"Paula Mar\u00eda","family":"Almonacid","sequence":"additional","affiliation":[]},{"given":"Santiago","family":"Cort\u00e9s","sequence":"additional","affiliation":[]},{"given":"Rafael","family":"Deaguas","sequence":"additional","affiliation":[]},{"given":"Nohora","family":"Diaz","sequence":"additional","affiliation":[]},{"given":"Maria Paula","family":"Aroca","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,9,17]]},"reference":[{"key":"7_CR1","unstructured":"Acceso a bases de datos y diccionarios - portal icfes. https:\/\/www.icfes.gov.co\/investigadores-y-estudiantes-posgrado\/acceso-a-bases-de-datos"},{"key":"7_CR2","unstructured":"Barrera Osorio, F., Maldonado, D., Rodr\u00edguez Orgales, C.: Calidad de la educaci\u00f3n b\u00e1sica y media en colombia: diagn\u00f3stico y propuestas, Technical report, Universidad del Rosario (2012)"},{"key":"7_CR3","doi-asserted-by":"crossref","unstructured":"Camacho, A., Messina, J., Uribe Barrera, J.: The expansion of higher education in Colombia: bad students or bad programs? Documento CEDE (2017\u201313) (2017)","DOI":"10.2139\/ssrn.2921965"},{"issue":"29","key":"7_CR4","doi-asserted-by":"publisher","first-page":"128","DOI":"10.33571\/rpolitec.v15n29a10","volume":"15","author":"AIO Carrascal","year":"2019","unstructured":"Carrascal, A.I.O., Giraldo, J.J.: Miner\u00eda de datos educativos: An\u00e1lisis del desempe\u00f1o de estudiantes de ingenier\u00eda en las pruebas saber-pro. Revista Polit\u00e9cnica 15(29), 128\u2013140 (2019)","journal-title":"Revista Polit\u00e9cnica"},{"key":"7_CR5","first-page":"63","volume":"74","author":"M Castro-\u00c1vila","year":"2018","unstructured":"Castro-\u00c1vila, M., Ruiz-Linares, J., Guzm\u00e1n-Pati\u00f1o, F.: Cruce de las pruebas nacionales saber 11 y saber pro en antioquia, colombia: una aproximaci\u00f3n desde la regresi\u00f3n geogr\u00e1ficamente ponderada (gwr). Revista Colombiana de Educaci\u00f3n 74, 63\u201379 (2018)","journal-title":"Revista Colombiana de Educaci\u00f3n"},{"key":"7_CR6","unstructured":"Garz\u00f3n Gonz\u00e1lez, M.A., Vega Bonilla, S.: Modelo estad\u00edstico de correlaci\u00f3n de resultados examen Saber 11 (ICFES) y Saber Pro (ECAES). Ph.D. thesis, Universidad del Rosario (2014)"},{"key":"7_CR7","doi-asserted-by":"publisher","first-page":"59","DOI":"10.13043\/dys.78.2","volume":"78","author":"LA Melo-Becerra","year":"2017","unstructured":"Melo-Becerra, L.A., Ramos-Forero, J.E., Hern\u00e1ndez-Santamar\u00eda, P.O.: La educaci\u00f3n superior en colombia: situaci\u00f3n actual y an\u00e1lisis de eficiencia. Revista Desarrollo y sociedad 78, 59\u2013111 (2017)","journal-title":"Revista Desarrollo y sociedad"},{"issue":"1","key":"7_CR8","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1016\/j.jdeveco.2011.09.006","volume":"99","author":"JE Saavedra","year":"2012","unstructured":"Saavedra, J.E.: Resource constraints and educational attainment in developing countries: Colombia 1945\u20132005. J. Dev. Econ. 99(1), 80\u201391 (2012)","journal-title":"J. Dev. Econ."}],"container-title":["Lecture Notes in Computer Science","Computer Information Systems and Industrial Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-84340-3_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,9,17]],"date-time":"2021-09-17T00:50:40Z","timestamp":1631839840000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-84340-3_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030843397","9783030843403"],"references-count":8,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-84340-3_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"17 September 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CISIM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computer Information Systems and Industrial Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"E\u0142k","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 September 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 September 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cisim2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/cisim2021.wi.pb.edu.pl\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Open","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"69","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"32","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"6","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"46% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}