Statistical Analysis of Maternal Health Disparities Among Working Women and Housewives: A Cross-Sectional Study on Pregnancy-Related Issues, Safe Childbirth, and Maternal Mortality.
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| Title: | Statistical Analysis of Maternal Health Disparities Among Working Women and Housewives: A Cross-Sectional Study on Pregnancy-Related Issues, Safe Childbirth, and Maternal Mortality. |
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| Authors: | Atif, Muhammad1 (AUTHOR), Ayub, Gohar2 (AUTHOR), Afridi, Irum1 (AUTHOR), Farooq, Muhammad1 (AUTHOR), Shafiq, Muhammad3,4 (AUTHOR), Ilyas, Muhammad5 (AUTHOR), Rasikh, Zia Ur Rahman6 (AUTHOR) ziarasikh2014@lu.edu.af |
| Source: | Inquiry (00469580). 4/9/2026, Vol. 63, p1-10. 10p. |
| Subject Terms: | *Health services accessibility, *Research methodology, Cross-sectional method, Risk assessment, Health literacy, Maternal health services, Patient safety, Social determinants of health, Reproductive health, Autopsy, Spouses, Logistic regression analysis, Interviewing, Maternal mortality, Chi-squared test, Pregnancy outcomes, Surveys, Odds ratio, Women employees, Housekeeping, Rural population, Psychological stress, Health equity, Pregnancy complications, Confidence intervals, Childbirth |
| Geographic Terms: | Pakistan |
| Abstract: | Maternal health remains a critical public health concern, particularly in developing countries where disparities persist across different socioeconomic and occupational groups. Working women and housewives often face different levels of access to healthcare, stress, and awareness, all of which can influence pregnancy outcomes. Understanding these factors is essential for developing targeted interventions and policies that improve maternal health outcomes for all women. This study analyzes data from Pakistan Maternal Mortality Survey 2019, which employed a multistage, multiphase cluster sampling to ensure nationally representative estimates of maternal health indicators. In this study, chi-square test, multinomial regression, and clustering techniques were utilized to identify the leading causes of maternal mortality. The results of this study reveal significant differences in maternal health outcomes between working women and housewives in Pakistan. Among the 1177 maternal deaths, 532 (45.20%) were working women, while 645 (54.80%) were housewives. Working women experienced higher rates of seizures (47.62%), chest pain (46.81%), and stress-related conditions, while housewives frequently reported weight loss (52.38%), general abdominal pain, and health issues associated with household environments, such as exposure to polluted water. The principal determinants of maternal death among working women included unhealthy lifestyles, job-related anxiety, and frequent travel. In contrast, maternal health complications among housewives were largely attributed to asthma, carelessness during domestic chores, and lack of exercise. The study highlights the importance of targeted interventions, including better workplace policies for working women and awareness programs for housewives. [ABSTRACT FROM AUTHOR] |
| Copyright of Inquiry (00469580) is the property of Sage Publications Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Education Research Complete |
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| Header | DbId: ehh DbLabel: Education Research Complete An: 192937292 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Statistical Analysis of Maternal Health Disparities Among Working Women and Housewives: A Cross-Sectional Study on Pregnancy-Related Issues, Safe Childbirth, and Maternal Mortality. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Atif%2C+Muhammad%22">Atif, Muhammad</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ayub%2C+Gohar%22">Ayub, Gohar</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Afridi%2C+Irum%22">Afridi, Irum</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Farooq%2C+Muhammad%22">Farooq, Muhammad</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Shafiq%2C+Muhammad%22">Shafiq, Muhammad</searchLink><relatesTo>3,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ilyas%2C+Muhammad%22">Ilyas, Muhammad</searchLink><relatesTo>5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Rasikh%2C+Zia+Ur+Rahman%22">Rasikh, Zia Ur Rahman</searchLink><relatesTo>6</relatesTo> (AUTHOR)<i> ziarasikh2014@lu.edu.af</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Inquiry+%2800469580%29%22">Inquiry (00469580)</searchLink>. 4/9/2026, Vol. 63, p1-10. 10p. – Name: Subject Label: Subject Terms Group: Su Data: *<searchLink fieldCode="DE" term="%22Health+services+accessibility%22">Health services accessibility</searchLink><br />*<searchLink fieldCode="DE" term="%22Research+methodology%22">Research methodology</searchLink><br /><searchLink fieldCode="DE" term="%22Cross-sectional+method%22">Cross-sectional method</searchLink><br /><searchLink fieldCode="DE" term="%22Risk+assessment%22">Risk assessment</searchLink><br /><searchLink fieldCode="DE" term="%22Health+literacy%22">Health literacy</searchLink><br /><searchLink fieldCode="DE" term="%22Maternal+health+services%22">Maternal health services</searchLink><br /><searchLink fieldCode="DE" term="%22Patient+safety%22">Patient safety</searchLink><br /><searchLink fieldCode="DE" term="%22Social+determinants+of+health%22">Social determinants of health</searchLink><br /><searchLink fieldCode="DE" term="%22Reproductive+health%22">Reproductive health</searchLink><br /><searchLink fieldCode="DE" term="%22Autopsy%22">Autopsy</searchLink><br /><searchLink fieldCode="DE" term="%22Spouses%22">Spouses</searchLink><br /><searchLink fieldCode="DE" term="%22Logistic+regression+analysis%22">Logistic regression analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Interviewing%22">Interviewing</searchLink><br /><searchLink fieldCode="DE" term="%22Maternal+mortality%22">Maternal mortality</searchLink><br /><searchLink fieldCode="DE" term="%22Chi-squared+test%22">Chi-squared test</searchLink><br /><searchLink fieldCode="DE" term="%22Pregnancy+outcomes%22">Pregnancy outcomes</searchLink><br /><searchLink fieldCode="DE" term="%22Surveys%22">Surveys</searchLink><br /><searchLink fieldCode="DE" term="%22Odds+ratio%22">Odds ratio</searchLink><br /><searchLink fieldCode="DE" term="%22Women+employees%22">Women employees</searchLink><br /><searchLink fieldCode="DE" term="%22Housekeeping%22">Housekeeping</searchLink><br /><searchLink fieldCode="DE" term="%22Rural+population%22">Rural population</searchLink><br /><searchLink fieldCode="DE" term="%22Psychological+stress%22">Psychological stress</searchLink><br /><searchLink fieldCode="DE" term="%22Health+equity%22">Health equity</searchLink><br /><searchLink fieldCode="DE" term="%22Pregnancy+complications%22">Pregnancy complications</searchLink><br /><searchLink fieldCode="DE" term="%22Confidence+intervals%22">Confidence intervals</searchLink><br /><searchLink fieldCode="DE" term="%22Childbirth%22">Childbirth</searchLink> – Name: SubjectGeographic Label: Geographic Terms Group: Su Data: <searchLink fieldCode="DE" term="%22Pakistan%22">Pakistan</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Maternal health remains a critical public health concern, particularly in developing countries where disparities persist across different socioeconomic and occupational groups. Working women and housewives often face different levels of access to healthcare, stress, and awareness, all of which can influence pregnancy outcomes. Understanding these factors is essential for developing targeted interventions and policies that improve maternal health outcomes for all women. This study analyzes data from Pakistan Maternal Mortality Survey 2019, which employed a multistage, multiphase cluster sampling to ensure nationally representative estimates of maternal health indicators. In this study, chi-square test, multinomial regression, and clustering techniques were utilized to identify the leading causes of maternal mortality. The results of this study reveal significant differences in maternal health outcomes between working women and housewives in Pakistan. Among the 1177 maternal deaths, 532 (45.20%) were working women, while 645 (54.80%) were housewives. Working women experienced higher rates of seizures (47.62%), chest pain (46.81%), and stress-related conditions, while housewives frequently reported weight loss (52.38%), general abdominal pain, and health issues associated with household environments, such as exposure to polluted water. The principal determinants of maternal death among working women included unhealthy lifestyles, job-related anxiety, and frequent travel. In contrast, maternal health complications among housewives were largely attributed to asthma, carelessness during domestic chores, and lack of exercise. The study highlights the importance of targeted interventions, including better workplace policies for working women and awareness programs for housewives. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Inquiry (00469580) is the property of Sage Publications Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1177/00469580261436635 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 10 StartPage: 1 Subjects: – SubjectFull: Health services accessibility Type: general – SubjectFull: Research methodology Type: general – SubjectFull: Cross-sectional method Type: general – SubjectFull: Risk assessment Type: general – SubjectFull: Health literacy Type: general – SubjectFull: Maternal health services Type: general – SubjectFull: Patient safety Type: general – SubjectFull: Social determinants of health Type: general – SubjectFull: Reproductive health Type: general – SubjectFull: Autopsy Type: general – SubjectFull: Spouses Type: general – SubjectFull: Logistic regression analysis Type: general – SubjectFull: Interviewing Type: general – SubjectFull: Maternal mortality Type: general – SubjectFull: Chi-squared test Type: general – SubjectFull: Pregnancy outcomes Type: general – SubjectFull: Surveys Type: general – SubjectFull: Odds ratio Type: general – SubjectFull: Women employees Type: general – SubjectFull: Housekeeping Type: general – SubjectFull: Rural population Type: general – SubjectFull: Psychological stress Type: general – SubjectFull: Health equity Type: general – SubjectFull: Pregnancy complications Type: general – SubjectFull: Confidence intervals Type: general – SubjectFull: Childbirth Type: general – SubjectFull: Pakistan Type: general Titles: – TitleFull: Statistical Analysis of Maternal Health Disparities Among Working Women and Housewives: A Cross-Sectional Study on Pregnancy-Related Issues, Safe Childbirth, and Maternal Mortality. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Atif, Muhammad – PersonEntity: Name: NameFull: Ayub, Gohar – PersonEntity: Name: NameFull: Afridi, Irum – PersonEntity: Name: NameFull: Farooq, Muhammad – PersonEntity: Name: NameFull: Shafiq, Muhammad – PersonEntity: Name: NameFull: Ilyas, Muhammad – PersonEntity: Name: NameFull: Rasikh, Zia Ur Rahman IsPartOfRelationships: – BibEntity: Dates: – D: 09 M: 04 Text: 4/9/2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 00469580 Numbering: – Type: volume Value: 63 Titles: – TitleFull: Inquiry (00469580) Type: main |
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