IDEAS home Printed from https://ideas.repec.org/a/spr/apjors/v5y2021i3d10.1007_s41685-021-00207-6.html
   My bibliography  Save this article

Mapping out regional disparities of reproductive health care services (RHCS) across Pakistan: an exploratory spatial approach

Author

Listed:
  • Aiza Sarwar

    (Nagoya University)

Abstract

Although Pakistan has reduced maternal mortality ratio by 57% over the last 2 decades, Millennium Development Goals (MDGs) unmet maternal mortality targets are a matter of concern to achieve the Sustainable Development Goals (SDGs) by 2030. Provincial level maternal mortality data suggested large disparities and inequalities within the country. Therefore, the primary objective of this study was to identify the national- and provincial-level spatial inequalities regarding access to reproductive health care services. Exploratory Spatial Data Analysis (ESDA) was used to leverage the information of spatial clusters and outliers based on the Reproductive Healthcare Services (RHCS) index of 2004 and 2014. Growing high–high clusters were only found in the North-east Punjab Province and neighboring Khyber Pakhtun Khawa Province. Conversely, low–low clusters increased in North Baluchistan and neighboring districts south of Khyber Pakhtun Khawa and southwest of Punjab. The present study is one of the first attempt to investigate the national- and provincial-level variations for access to reproductive healthcare services across Pakistan. The findings provide valuable insights for the government and policymakers regarding the dimensions of clusters to address reproductive healthcare issues in vulnerable districts. These results also revealed many questions that need further investigation to uncover the determinants of these geographical clusters and outliers in reproductive healthcare services.

Suggested Citation

  • Aiza Sarwar, 2021. "Mapping out regional disparities of reproductive health care services (RHCS) across Pakistan: an exploratory spatial approach," Asia-Pacific Journal of Regional Science, Springer, vol. 5(3), pages 825-849, October.
  • Handle: RePEc:spr:apjors:v:5:y:2021:i:3:d:10.1007_s41685-021-00207-6
    DOI: 10.1007/s41685-021-00207-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s41685-021-00207-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s41685-021-00207-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Kristine Husøy Onarheim & Johanne Helene Iversen & David E Bloom, 2016. "Economic Benefits of Investing in Women’s Health: A Systematic Review," PLOS ONE, Public Library of Science, vol. 11(3), pages 1-23, March.
    2. Siddiqi, S. & Haq, I. U. & Ghaffar, A. & Akhtar, T. & Mahaini, R., 2004. "Pakistan's maternal and child health policy: analysis, lessons and the way forward," Health Policy, Elsevier, vol. 69(1), pages 117-130, July.
    3. Ahmed, Sofia, 2011. "Does economic geography matter for Pakistan? a spatial exploratory analysis of income and education inequalities," MPRA Paper 35062, University Library of Munich, Germany.
    4. Luc Anselin & Sanjeev Sridharan & Susan Gholston, 2007. "Using Exploratory Spatial Data Analysis to Leverage Social Indicator Databases: The Discovery of Interesting Patterns," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 82(2), pages 287-309, June.
    5. Sofia Ahmed, 2011. "Does Economic Geography Matter for Pakistan? A Spatial Exploratory Analysis of Income and Education Inequalities," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 50(4), pages 929-953.
    6. Asif Raza Khowaja & Craig Mitton & Rahat Qureshi & Stirling Bryan & Laura A Magee & Peter von Dadelszen & Zulfiqar A Bhutta, 2018. "A comparison of maternal and newborn health services costs in Sindh Pakistan," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-11, December.
    7. Michael Callen & Saad Gulzar & Ali Hasanain & Abdul Rehman Khan & Yasir Khan & Muhammad Zia Mehmood, 2013. "Improving Public Health Delivery in Punjab, Pakistan: Issues and Opportunities," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 18(Special E), pages 249-269, September.
    8. Biswajit Mohanty & N. R. Bhanumurthy, 2018. "Regional growth policy experience in India: the spatial dimension," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 479-505, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Haider, Adnan & Zaidi, Masroor, 2017. "Food Consumption Patterns and Nutrition Disparity in Pakistan," MPRA Paper 83522, University Library of Munich, Germany.
    2. Jie Gu & Suhong Zhou & Xinyue Ye, 2016. "Uneven Regional Development Under Balanced Development Strategies: Space-Time Paths of Regional Development in Guangdong, China," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 107(5), pages 596-610, December.
    3. Changwoo Shon & Tae Ho Lee & Grace Ossak Ndombi & Eun Woo Nam, 2018. "A Cost-Benefit Analysis of the Official Development Assistance Project on Maternal and Child Health in Kwango, DR Congo," IJERPH, MDPI, vol. 15(7), pages 1-11, July.
    4. Eboli, Laura & Forciniti, Carmen & Mazzulla, Gabriella, 2018. "Spatial variation of the perceived transit service quality at rail stations," Transportation Research Part A: Policy and Practice, Elsevier, vol. 114(PA), pages 67-83.
    5. Carlos Mendez & Felipe Santos‐Marquez, 2021. "Regional convergence and spatial dependence across subnational regions of ASEAN: Evidence from satellite nighttime light data," Regional Science Policy & Practice, Wiley Blackwell, vol. 13(6), pages 1750-1777, December.
    6. Sridharan, Sanjeev & Jones, Bobby & Caudill, Barry & Nakaima, April, 2016. "Steps towards incorporating heterogeneities into program theory: A case study of a data-driven approach," Evaluation and Program Planning, Elsevier, vol. 58(C), pages 88-97.
    7. Miranti, Ragdad Cani & Mendez-Guerra, Carlos, 2020. "Human Development Dynamics across Districts of Indonesia: A Study of Regional Convergence and Spatial Approach," MPRA Paper 100479, University Library of Munich, Germany.
    8. Sisman, S. & Aydinoglu, A.C., 2022. "Improving performance of mass real estate valuation through application of the dataset optimization and Spatially Constrained Multivariate Clustering Analysis," Land Use Policy, Elsevier, vol. 119(C).
    9. Cutrini, Eleonora & Mendez, Carlos, 2023. "Convergence clubs and spatial structural change in the European Union," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 167-181.
    10. Ragdad Cani Miranti, 2021. "Is regional poverty converging across Indonesian districts? A distribution dynamics and spatial econometric approach," Asia-Pacific Journal of Regional Science, Springer, vol. 5(3), pages 851-883, October.
    11. Uğur Ursavaş & Carlos Mendez, 2023. "Regional income convergence and conditioning factors in Turkey: revisiting the role of spatial dependence and neighbor effects," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 71(2), pages 363-389, October.
    12. Felipe Santos‐Marquez & Carlos Mendez, 2021. "Regional convergence, spatial scale, and spatial dependence: Evidence from homicides and personal injuries in Colombia 2010–2018," Regional Science Policy & Practice, Wiley Blackwell, vol. 13(4), pages 1162-1184, August.
    13. Ye Seul Choi & Up Lim, 2015. "Effects of Regional Creative Milieu on Interregional Migration of the Highly Educated in Korea: Evidence from Hierarchical Cross-Classified Linear Modeling," Sustainability, MDPI, vol. 7(12), pages 1-18, December.
    14. Masooda Bano, 2019. "Contracting out of basic health facilities in Pakistan: Are the lessons generalizable?," Development Policy Review, Overseas Development Institute, vol. 37(2), pages 260-273, March.
    15. Kruk, Margaret Elizabeth & Freedman, Lynn P., 2008. "Assessing health system performance in developing countries: A review of the literature," Health Policy, Elsevier, vol. 85(3), pages 263-276, March.
    16. Buckles, Kasey, 2017. "Maternal Socio-Economic Status and the Well-Being of the Next Generation(s)," IZA Discussion Papers 10714, Institute of Labor Economics (IZA).
    17. Biswajit Mohanty & N. R. Bhanumurthy, 2018. "Regional growth policy experience in India: the spatial dimension," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 479-505, August.
    18. Ángeles Sánchez & Jorge Chica-Olmo & Juan de Dios Jiménez-Aguilera, 2018. "A Space–Time Study for Mapping Quality of Life in Andalusia During the Crisis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(2), pages 699-728, January.
    19. Eleonora Dávalos & Leonardo Fabio Morales, 2019. "Is there a balloon effect? Coca crops and forced eradication in Colombia," Documentos de Trabajo de Valor Público 17350, Universidad EAFIT.
    20. Alebachew Taye Belay & Solomon Sisay mulugeta & Setegn Bayabil Agegn & Besfat Berihun Erega, 2024. "Exploring Spatial Variation of Women’s Tetanus Vaccination in Ethiopia: Spatial Analysis of Ethiopian Demographic and Health Survey 2016," SAGE Open, , vol. 14(1), pages 21582440241, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:apjors:v:5:y:2021:i:3:d:10.1007_s41685-021-00207-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.