IDEAS home Printed from https://ideas.repec.org/a/eee/soceps/v83y2022ics0038012122001380.html
   My bibliography  Save this article

Dynamic linear models for policy monitoring. The case of maternal and neonatal mortality in Ghana

Author

Listed:
  • Adebanji, Atinuke
  • Rios Insua, David
  • Ruggeri, Fabrizio

Abstract

Monitoring is a major step in policy analysis used to assess whether a policy is actually working as desired. We provide a general policy monitoring approach based on Bayesian forecasting models. These are employed to predict the evolution of relevant monitoring variables over time and support expected utility calculations to assess the efficiency of the policy. We illustrate the approach by monitoring the Free Maternal Health Care and MDG5 Acceleration Framework policies aimed to reduce maternal and neonatal mortality in Ghana, using dynamic linear models for forecasting purposes. Despite major investments, results at national level suggest no significant improvement in maternal and neonatal survival between pre- and post-policy periods. However, regional analyses show that gains have actually been attained in certain regions, suggesting possible directions for improvements nationwide.

Suggested Citation

  • Adebanji, Atinuke & Rios Insua, David & Ruggeri, Fabrizio, 2022. "Dynamic linear models for policy monitoring. The case of maternal and neonatal mortality in Ghana," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
  • Handle: RePEc:eee:soceps:v:83:y:2022:i:c:s0038012122001380
    DOI: 10.1016/j.seps.2022.101348
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0038012122001380
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.seps.2022.101348?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. Jones-Lee, M W, 1992. "Paternalistic Altruism and the Value of Statistical Life," Economic Journal, Royal Economic Society, vol. 102(410), pages 80-90, January.
    2. Eva Deuchert & Conny Wunsch, 2014. "Evaluating nationwide health interventions: Malawi's insecticide-treated-net distribution programme," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 177(2), pages 523-552, February.
    3. Viscusi, W Kip & Aldy, Joseph E, 2003. "The Value of a Statistical Life: A Critical Review of Market Estimates throughout the World," Journal of Risk and Uncertainty, Springer, vol. 27(1), pages 5-76, August.
    4. Orley Ashenfelter, 2006. "Measuring the Value of a Statistical Life: Problems and Prospects," Economic Journal, Royal Economic Society, vol. 116(510), pages 10-23, March.
    5. Okiwelu, Tamunosa & Hussein, Julia & Adjei, Sam & Arhinful, Daniel & Armar-Klemesu, Margaret, 2007. "Safe motherhood in Ghana: Still on the agenda?," Health Policy, Elsevier, vol. 84(2-3), pages 359-367, December.
    6. Mike West, 2020. "Bayesian forecasting of multivariate time series: scalability, structure uncertainty and decisions," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 72(1), pages 1-31, February.
    7. Katherine Daniell & Alec Morton & David Ríos Insua, 2016. "Policy analysis and policy analytics," Annals of Operations Research, Springer, vol. 236(1), pages 1-13, January.
    8. Mike West, 2020. "Reply to Discussion of “Bayesian forecasting of multivariate time series: scalability, structure uncertainty and decisions”," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 72(1), pages 41-44, February.
    9. repec:dau:papers:123456789/13441 is not listed on IDEAS
    10. repec:reg:rpubli:282 is not listed on IDEAS
    11. Lee, Yooneun & Prabhu, Vittaldas, 2019. "Evaluation and monitoring of community youth prevention programs using a robust productivity index," Socio-Economic Planning Sciences, Elsevier, vol. 68(C).
    12. Sheila M. Bird & Cox Sir David & Vern T. Farewell & Goldstein Harvey & Holt Tim & Smith Peter C., 2005. "Performance indicators: good, bad, and ugly," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(1), pages 1-27, January.
    13. Katherine A. Daniell & Alec Morton & David Ríos Insua, 2016. "Policy analysis and policy analytics," Annals of Operations Research, Springer, vol. 236(1), pages 1-13, January.
    14. Sonia Petrone & Stefano Rizzelli & Judith Rousseau & Catia Scricciolo, 2014. "Empirical Bayes methods in classical and Bayesian inference," METRON, Springer;Sapienza Università di Roma, vol. 72(2), pages 201-215, 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. Rheinberger, Christoph M. & Schläpfer, Felix & Lobsiger, Michael, 2018. "A novel approach to estimating the demand value of public safety," Journal of Environmental Economics and Management, Elsevier, vol. 89(C), pages 285-305.
    2. Aldy, Joseph, 2019. "Birds of a Feather: Estimating the Value of Statistical Life from Dual-Earner Families," Working Paper Series rwp19-013, Harvard University, John F. Kennedy School of Government.
    3. Thomas J. Kniesner & W. Kip Viscusi & Christopher Woock & James P. Ziliak, 2006. "Pinning Down the Value of Statistical Life," Center for Policy Research Working Papers 85, Center for Policy Research, Maxwell School, Syracuse University.
    4. Herrera-Araujo, Daniel & Rochaix, Lise, 2020. "Does the Value per Statistical Life vary with age or baseline health? Evidence from a compensating wage study in France," Journal of Environmental Economics and Management, Elsevier, vol. 103(C).
    5. Gianmarco León & Edward Miguel, 2017. "Risky Transportation Choices and the Value of a Statistical Life," American Economic Journal: Applied Economics, American Economic Association, vol. 9(1), pages 202-228, January.
    6. Justin Longo & Alan Rodney Dobell, 2018. "The Limits of Policy Analytics: Early Examples and the Emerging Boundary of Possibilities," Politics and Governance, Cogitatio Press, vol. 6(4), pages 5-17.
    7. Anna Alberini & Stefania Tonin & Margherita Turvani & Aline Chiabai, 2007. "Paying for permanence: Public preferences for contaminated site cleanup," Journal of Risk and Uncertainty, Springer, vol. 34(2), pages 155-178, April.
    8. Scotton Carol R., 2013. "New risk rates, inter-industry differentials and the magnitude of VSL estimates," Journal of Benefit-Cost Analysis, De Gruyter, vol. 4(1), pages 39-80, March.
    9. León-Ciliotta, Gianmarco & Miguel, Edward, 2013. "Transportation Choices and the Value of Statistical Life," Department of Economics, Working Paper Series qt2466n61j, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    10. Doucouliagos, Chris & Stanley, T.D. & Giles, Margaret, 2012. "Are estimates of the value of a statistical life exaggerated?," Journal of Health Economics, Elsevier, vol. 31(1), pages 197-206.
    11. Andersson, Henrik & Hole, Arne Risa & Svensson, Mikael, 2016. "Valuation of small and multiple health risks: A critical analysis of SP data applied to food and water safety," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 41-53.
    12. Alberini, Anna & Ščasný, Milan, 2013. "Exploring heterogeneity in the value of a statistical life: Cause of death v. risk perceptions," Ecological Economics, Elsevier, vol. 94(C), pages 143-155.
    13. Bellavance, Franois & Dionne, Georges & Lebeau, Martin, 2009. "The value of a statistical life: A meta-analysis with a mixed effects regression model," Journal of Health Economics, Elsevier, vol. 28(2), pages 444-464, March.
    14. Joseph E. Aldy, 2019. "Birds of a Feather: Estimating the Value of Statistical Life from Dual-Earner Families," NBER Working Papers 25708, National Bureau of Economic Research, Inc.
    15. Christoph M. Rheinberger & Felix Schläpfer & Michael Lobsiger, 2017. "A Novel Approach to Estimating the Demand Value of Road Safety," Working Papers 2017.15, Fondazione Eni Enrico Mattei.
    16. W. Kip Viscusi, 2015. "The Role of Publication Selection Bias in Estimates of the Value of a Statistical Life," American Journal of Health Economics, University of Chicago Press, vol. 1(1), pages 27-52, Winter.
    17. James Hammitt & Nicolas Treich, 2007. "Statistical vs. identified lives in benefit-cost analysis," Journal of Risk and Uncertainty, Springer, vol. 35(1), pages 45-66, August.
    18. Nicolò Barbieri & Massimiliano Mazzanti & Anna Montini & Andrea Rampa, 2022. "Risk Attitudes to Catastrophic Events: VSL and WTP for Insurance Against Earthquakes," Economics of Disasters and Climate Change, Springer, vol. 6(2), pages 317-337, July.
    19. Luis Gruber & Gregor Kastner, 2022. "Forecasting macroeconomic data with Bayesian VARs: Sparse or dense? It depends!," Papers 2206.04902, arXiv.org, revised Jul 2023.
    20. Jon Strand, 2005. "Individual and Household Values of Mortality Reductions with Intrahousehold Bargaining," Journal of Risk and Uncertainty, Springer, vol. 31(2), pages 217-236, September.

    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:eee:soceps:v:83:y:2022:i:c:s0038012122001380. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/seps .

    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.