Loading…

Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers

This study utilized computational techniques for a reliable analysis of discourse. These techniques were adopted to analyze the progress of Saudi social change in terms of women’s empowerment within the Saudi transformation program. The data from open source 2021–2022 Saudi newspaper archives were a...

Full description

Saved in:
Bibliographic Details
Published in:Social sciences (Basel) 2023-03, Vol.12 (3), p.114
Main Authors: Almaghlouth, Shrouq, Almujaiwel, Sultan
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033
cites cdi_FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033
container_end_page
container_issue 3
container_start_page 114
container_title Social sciences (Basel)
container_volume 12
creator Almaghlouth, Shrouq
Almujaiwel, Sultan
description This study utilized computational techniques for a reliable analysis of discourse. These techniques were adopted to analyze the progress of Saudi social change in terms of women’s empowerment within the Saudi transformation program. The data from open source 2021–2022 Saudi newspaper archives were automatically crawled using cutting-edge computational techniques and structured according to the sections of the Saudi newspapers: front page, economy, international, sports, society, culture and religion. The analysis was based on computing the minimally uneven distribution of the relative frequencies of the occurrence of the central word (the Arabic forms of woman and women) from the years 2021 to 2022. This produced two samples of text data, each of which represented the respective years. Calculating the normalized and adjusted frequencies of the central word from each section in the data from each year was important to avoid unbalanced absolute frequencies in the qualitative analysis stage. In addition, dispersion measures showed that the amount of variance in terms of the lexical dispersion of the central word was not high. The observable facts from the quantitative analysis produced a more accurate observational sample of citations, which we qualitatively analyzed. The results of the latter showed a considerable ascending change in favor of empowering women as a consequence of Saudi Vision 2030.
doi_str_mv 10.3390/socsci12030114
format article
fullrecord <record><control><sourceid>gale_doaj_</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_7484ff571cd14e038b155de7f6276094</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A750592174</galeid><doaj_id>oai_doaj_org_article_7484ff571cd14e038b155de7f6276094</doaj_id><sourcerecordid>A750592174</sourcerecordid><originalsourceid>FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033</originalsourceid><addsrcrecordid>eNpVkdtKAzEQhhdRsNTeer3g9dYcN81lWTwUioKteBmy2WSb0m7WZBepV76Gr-eTmFrxMGGY8PPPRyaTJOcQjDHm4DI4FZSFCGAAITlKBgiwPIsJjv_cT5NRCGsQg0M8ydEgeSjctu072VnXyE261GrV2Odeh9Q4n06jtnu1TZ0-ua1uPt7eQ7pwykZnsZJNrVPbpAvZVza90y-hla324Sw5MXIT9Oi7DpPH66tlcZvN729mxXSeKQJRlxkDmTGo5EpRzTAlFYQyrzg0RCFSKqZAyYimmFUEkFLiXBtCK00BV3kJMB4mswO3cnItWm-30u-Ek1Z8Cc7XQvrOqo0WjEyIMZRBVUGiAZ6UkEYUMzmKv8JJZF0cWK13--k7sXa9j9MHgRiHOZ-gnEXX-OCqZYTaxrjOSxVPpbdWuUYbG_Upo4ByBBn5bVDeheC1-XkmBGK_N_F_b_gToa2L4Q</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2791698267</pqid></control><display><type>article</type><title>Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers</title><source>Publicly Available Content Database (Proquest) (PQ_SDU_P3)</source><source>Social Science Premium Collection (Proquest) (PQ_SDU_P3)</source><source>Coronavirus Research Database</source><creator>Almaghlouth, Shrouq ; Almujaiwel, Sultan</creator><creatorcontrib>Almaghlouth, Shrouq ; Almujaiwel, Sultan</creatorcontrib><description>This study utilized computational techniques for a reliable analysis of discourse. These techniques were adopted to analyze the progress of Saudi social change in terms of women’s empowerment within the Saudi transformation program. The data from open source 2021–2022 Saudi newspaper archives were automatically crawled using cutting-edge computational techniques and structured according to the sections of the Saudi newspapers: front page, economy, international, sports, society, culture and religion. The analysis was based on computing the minimally uneven distribution of the relative frequencies of the occurrence of the central word (the Arabic forms of woman and women) from the years 2021 to 2022. This produced two samples of text data, each of which represented the respective years. Calculating the normalized and adjusted frequencies of the central word from each section in the data from each year was important to avoid unbalanced absolute frequencies in the qualitative analysis stage. In addition, dispersion measures showed that the amount of variance in terms of the lexical dispersion of the central word was not high. The observable facts from the quantitative analysis produced a more accurate observational sample of citations, which we qualitatively analyzed. The results of the latter showed a considerable ascending change in favor of empowering women as a consequence of Saudi Vision 2030.</description><identifier>ISSN: 2076-0760</identifier><identifier>EISSN: 2076-0760</identifier><identifier>DOI: 10.3390/socsci12030114</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Asymmetry ; computational techniques ; Discourse analysis ; Employment ; Empowerment ; Femininity ; Feminism ; Gender ; Information technology ; Media coverage ; Power ; Saudi newspaper archives ; Social aspects ; Social change ; statistical corpus linguistics ; Technology application ; Women ; Women's issues ; women’s empowerment</subject><ispartof>Social sciences (Basel), 2023-03, Vol.12 (3), p.114</ispartof><rights>COPYRIGHT 2023 MDPI AG</rights><rights>2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033</citedby><cites>FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033</cites><orcidid>0000-0001-5155-8096 ; 0000-0001-6654-7584</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2791698267/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2791698267?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,21394,25753,27924,27925,33611,37012,38516,43733,43895,44590,74093,74284,74998</link.rule.ids></links><search><creatorcontrib>Almaghlouth, Shrouq</creatorcontrib><creatorcontrib>Almujaiwel, Sultan</creatorcontrib><title>Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers</title><title>Social sciences (Basel)</title><description>This study utilized computational techniques for a reliable analysis of discourse. These techniques were adopted to analyze the progress of Saudi social change in terms of women’s empowerment within the Saudi transformation program. The data from open source 2021–2022 Saudi newspaper archives were automatically crawled using cutting-edge computational techniques and structured according to the sections of the Saudi newspapers: front page, economy, international, sports, society, culture and religion. The analysis was based on computing the minimally uneven distribution of the relative frequencies of the occurrence of the central word (the Arabic forms of woman and women) from the years 2021 to 2022. This produced two samples of text data, each of which represented the respective years. Calculating the normalized and adjusted frequencies of the central word from each section in the data from each year was important to avoid unbalanced absolute frequencies in the qualitative analysis stage. In addition, dispersion measures showed that the amount of variance in terms of the lexical dispersion of the central word was not high. The observable facts from the quantitative analysis produced a more accurate observational sample of citations, which we qualitatively analyzed. The results of the latter showed a considerable ascending change in favor of empowering women as a consequence of Saudi Vision 2030.</description><subject>Asymmetry</subject><subject>computational techniques</subject><subject>Discourse analysis</subject><subject>Employment</subject><subject>Empowerment</subject><subject>Femininity</subject><subject>Feminism</subject><subject>Gender</subject><subject>Information technology</subject><subject>Media coverage</subject><subject>Power</subject><subject>Saudi newspaper archives</subject><subject>Social aspects</subject><subject>Social change</subject><subject>statistical corpus linguistics</subject><subject>Technology application</subject><subject>Women</subject><subject>Women's issues</subject><subject>women’s empowerment</subject><issn>2076-0760</issn><issn>2076-0760</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>ALSLI</sourceid><sourceid>COVID</sourceid><sourceid>M2R</sourceid><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpVkdtKAzEQhhdRsNTeer3g9dYcN81lWTwUioKteBmy2WSb0m7WZBepV76Gr-eTmFrxMGGY8PPPRyaTJOcQjDHm4DI4FZSFCGAAITlKBgiwPIsJjv_cT5NRCGsQg0M8ydEgeSjctu072VnXyE261GrV2Odeh9Q4n06jtnu1TZ0-ua1uPt7eQ7pwykZnsZJNrVPbpAvZVza90y-hla324Sw5MXIT9Oi7DpPH66tlcZvN729mxXSeKQJRlxkDmTGo5EpRzTAlFYQyrzg0RCFSKqZAyYimmFUEkFLiXBtCK00BV3kJMB4mswO3cnItWm-30u-Ek1Z8Cc7XQvrOqo0WjEyIMZRBVUGiAZ6UkEYUMzmKv8JJZF0cWK13--k7sXa9j9MHgRiHOZ-gnEXX-OCqZYTaxrjOSxVPpbdWuUYbG_Upo4ByBBn5bVDeheC1-XkmBGK_N_F_b_gToa2L4Q</recordid><startdate>20230301</startdate><enddate>20230301</enddate><creator>Almaghlouth, Shrouq</creator><creator>Almujaiwel, Sultan</creator><general>MDPI AG</general><scope>AAYXX</scope><scope>CITATION</scope><scope>0-V</scope><scope>3V.</scope><scope>7XB</scope><scope>88J</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ALSLI</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>COVID</scope><scope>DWQXO</scope><scope>GNUQQ</scope><scope>M2R</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0001-5155-8096</orcidid><orcidid>https://orcid.org/0000-0001-6654-7584</orcidid></search><sort><creationdate>20230301</creationdate><title>Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers</title><author>Almaghlouth, Shrouq ; Almujaiwel, Sultan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Asymmetry</topic><topic>computational techniques</topic><topic>Discourse analysis</topic><topic>Employment</topic><topic>Empowerment</topic><topic>Femininity</topic><topic>Feminism</topic><topic>Gender</topic><topic>Information technology</topic><topic>Media coverage</topic><topic>Power</topic><topic>Saudi newspaper archives</topic><topic>Social aspects</topic><topic>Social change</topic><topic>statistical corpus linguistics</topic><topic>Technology application</topic><topic>Women</topic><topic>Women's issues</topic><topic>women’s empowerment</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Almaghlouth, Shrouq</creatorcontrib><creatorcontrib>Almujaiwel, Sultan</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Social Sciences Premium Collection【Remote access available】</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Social Science Database (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>Social Science Premium Collection (Proquest) (PQ_SDU_P3)</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Coronavirus Research Database</collection><collection>ProQuest Central</collection><collection>ProQuest Central Student</collection><collection>Social Science Database (ProQuest)</collection><collection>Publicly Available Content Database (Proquest) (PQ_SDU_P3)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Social sciences (Basel)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Almaghlouth, Shrouq</au><au>Almujaiwel, Sultan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers</atitle><jtitle>Social sciences (Basel)</jtitle><date>2023-03-01</date><risdate>2023</risdate><volume>12</volume><issue>3</issue><spage>114</spage><pages>114-</pages><issn>2076-0760</issn><eissn>2076-0760</eissn><abstract>This study utilized computational techniques for a reliable analysis of discourse. These techniques were adopted to analyze the progress of Saudi social change in terms of women’s empowerment within the Saudi transformation program. The data from open source 2021–2022 Saudi newspaper archives were automatically crawled using cutting-edge computational techniques and structured according to the sections of the Saudi newspapers: front page, economy, international, sports, society, culture and religion. The analysis was based on computing the minimally uneven distribution of the relative frequencies of the occurrence of the central word (the Arabic forms of woman and women) from the years 2021 to 2022. This produced two samples of text data, each of which represented the respective years. Calculating the normalized and adjusted frequencies of the central word from each section in the data from each year was important to avoid unbalanced absolute frequencies in the qualitative analysis stage. In addition, dispersion measures showed that the amount of variance in terms of the lexical dispersion of the central word was not high. The observable facts from the quantitative analysis produced a more accurate observational sample of citations, which we qualitatively analyzed. The results of the latter showed a considerable ascending change in favor of empowering women as a consequence of Saudi Vision 2030.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/socsci12030114</doi><orcidid>https://orcid.org/0000-0001-5155-8096</orcidid><orcidid>https://orcid.org/0000-0001-6654-7584</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 2076-0760
ispartof Social sciences (Basel), 2023-03, Vol.12 (3), p.114
issn 2076-0760
2076-0760
language eng
recordid cdi_doaj_primary_oai_doaj_org_article_7484ff571cd14e038b155de7f6276094
source Publicly Available Content Database (Proquest) (PQ_SDU_P3); Social Science Premium Collection (Proquest) (PQ_SDU_P3); Coronavirus Research Database
subjects Asymmetry
computational techniques
Discourse analysis
Employment
Empowerment
Femininity
Feminism
Gender
Information technology
Media coverage
Power
Saudi newspaper archives
Social aspects
Social change
statistical corpus linguistics
Technology application
Women
Women's issues
women’s empowerment
title Computational Techniques for Analyzing Women’s Social Change in Saudi Newspapers
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-07T13%3A41%3A56IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Computational%20Techniques%20for%20Analyzing%20Women%E2%80%99s%20Social%20Change%20in%20Saudi%20Newspapers&rft.jtitle=Social%20sciences%20(Basel)&rft.au=Almaghlouth,%20Shrouq&rft.date=2023-03-01&rft.volume=12&rft.issue=3&rft.spage=114&rft.pages=114-&rft.issn=2076-0760&rft.eissn=2076-0760&rft_id=info:doi/10.3390/socsci12030114&rft_dat=%3Cgale_doaj_%3EA750592174%3C/gale_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c412t-ff17ff2b9cc5e7354d11a6d91f4c24bc7c0b74e537d404ba36ef45de509c6b033%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2791698267&rft_id=info:pmid/&rft_galeid=A750592174&rfr_iscdi=true