AWAdam Wagstaff

Adam Wagstaff

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

The organizations/institutes from the scholar's latest article

Previous Organizations / Institutes

The organizations / institutes from the scholar's other articles in the past ten years


Adam Wagstaff has a total of 171 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • The Impact of a Pay-for-Performance Scheme on Prescription Quality in Rural China

    by Xiaojie Sun, Xiaoyun Liu, Qiang Sun, Winnie Chi-Man Yip, Adam Wagstaff, Qingyue Meng


  • Open Access

    SMS nudges as a tool to reduce tuberculosis treatment delay and pretreatment loss to follow-up. A randomized controlled trial

    by Adam Wagstaff, Eddy van Doorslaer, Ronelle Burger

    TB persists despite being relatively easy to detect and cure because the journey from the onset of symptoms to cure involves a series of steps, with patients being lost to follow-up at each stage and delays occurring among patients not lost to follow-up. One cause of drop-off and delay occurs when patients delay or avoid returning to clinic to get their test results and start treatment. We fielded two SMS interventions in three Cape Town clinics to see their effects on whether people returned to clinic, and how quickly. One was a simple reminder; the other aimed to overcome “optimism bias” by reminding people TB is curable and many millions die unnecessarily from it. Recruits were randomly assigned at the clinic level to a control group or one of the two SMS groups (1:2:2). In addition to estimating effects on the full sample, we also estimated effects on HIV-positive patients. SMS recipients were more likely to return to clinic in the requested two days than the control group. The effect was smaller in the intent-to-treat analysis (52/101 or 51.5% vs. 251/405 or 62.0%, p = 0.05) than in the per-protocol analysis (50/97 or 51.5% vs. 204/318 or 64.2%, p = 0.03). The effect was larger among HIV-positives (10/35 or 28.6% vs. 97/149 or 65.1%, p<0.01). The effects of SMS messages diminished as the interval increased: significant effects at the 5% level were found at five and 10 days only among HIV-positives. The second SMS message had larger effects, albeit not significantly larger, likely due in part to lack of statistical power. At 2 U.S. cents per message, SMS reminders are an inexpensive option to encourage TB testers to return to clinic, especially when worded to counter optimism bias.


  • Measuring catastrophic medical expenditures: Reflections on three issues

    by Adam Wagstaff

    In the “basic” approach, medical expenses are catastrophic if they exceed a prespecified percentage of consumption or income; the approach tells us if expenses cause a large percentage reduction in living standards. The ability‐to‐pay (ATP) approach defines expenses as catastrophic if they exceed a prespecified percentage of consumption less expenses on nonmedical necessities or an allowance for them. The paper argues that the ATP approach does not tell us whether expenses are large enough to undermine a household's ability to purchase nonmedical necessities. The paper compares the income‐based and consumption‐based variants of the basic approach, and shows that if the individual is a borrower after a health shock, the income‐based ratio will exceed the consumption‐based ratio, and both will exceed the more theoretically correct Flores et al. ratio; whereas if the individual continues to be a saver after a health shock, the ordering is reversed and the income‐based ratio may not overestimate Flores et al.'s ratio. Last, the paper proposes a lifetime money metric utility (LMMU) approach defining medical expenses as catastrophic in terms of their lifetime consequences. Under certain assumptions, the LMMU and Flores et al. approaches are identical, and neither requires data on how households finance their medical expenses.


  • Open Access

    Introducing the World Bank's 2018 Health Equity and Financial Protection Indicators database

    by Adam Wagstaff, Patrick Eozenou, Sven Neelsen, Marc-Francois Smitz


  • The Impact of a Pay‐for‐Performance Scheme on Prescription Quality in Rural China

    by Xiaojie Sun, Xiaoyun Liu, Qiang Sun, Winnie Yip, Adam Wagstaff, Qingyue Meng

    In this prospective study, conducted in China where providers have traditionally been paid fee‐for‐service, and where drug spending is high and irrational drug prescribing common, township health centers in two counties were assigned to two groups: in one fee‐for‐service was replaced by a capitated global budget (CGB); in the other by a mix of CGB and pay‐for‐performance. In the latter, 20% of the CGB was withheld each quarter, with the amount returned depending on points deducted for failure to meet performance targets. Outcomes studied included indicators of rational drug prescribing and prescription cost. Impacts were assessed using differences‐in‐differences, because political interference led to non‐random assignment across the two groups. The combination of capitated global budget and pay‐for‐performance reduced irrational prescribing substantially relative to capitated global budget but only in the county that started above the penalty targets. Endline rates were still appreciable, however, and no effects were found in either county on out‐of‐pocket spending. Copyright © 2016 John Wiley & Sons, Ltd.


  • Open Access

    Measuring progress towards universal health coverage: with an application to 24 developing countries

    by Adam Wagstaff, Daniel Cotlear, Patrick Hoang-Vu Eozenou, Leander R. Buisman

    The last few years have seen a growing commitment worldwide to universal health coverage (UHC). Yet there is a lack of clarity on how to measure progress towards UHC. We propose a ‘mashup’ index that captures both aspects of UHC: that everyone—irrespective of their ability-to-pay—gets the health services they need; and that nobody suffers undue financial hardship as a result of receiving care. We break service coverage into prevention and treatment, and financial protection into impoverishment and catastrophic spending; we use nationally representative household survey data to adjust population averages to capture inequalities between the poor and better off; we allow non-linear trade-offs between and within the two dimensions of the UHC index; and we express all indicators such that scores run from 0 to 100, and higher scores are better. In a sample of 24 countries for which we have detailed information on UHC-inspired reforms, we find a cluster of high-performing countries with UHC scores of between 79 and 84 (Brazil, Colombia, Costa Rica, Mexico, and South Africa) and a cluster of low-performing countries with UHC scores in the range 35–57 (Ethiopia, Guatemala, India, Indonesia, and Vietnam). We find that countries have mostly improved their UHC scores between the earliest and latest years for which we have data—by about 5 points on average. However, the improvement has come from increases in receipt of key health interventions, not from reductions in the incidence of out-of-pocket payments on welfare.


  • Getting Incentives Right? The Impact of Hospital Capitation Payment in Vietnam

    by Ha Thi Hong Nguyen, Sarah Bales, Adam Wagstaff, Huyen Dao

    This paper evaluates the impact on cost and utilization of a shift from fee-for-service to capitation payment of district hospitals by Vietnam's social health insurance agency. Hospital fixed effects analysis suggests that capitation leads to reduced costs. Hospitals also increased service provision to the uninsured who continue to pay out-of-pocket on a fee-for-service basis. The study points to the need to anticipate unintended effects of payment reforms, especially in the context of a multiple purchaser system. Copyright © The World Bank Health Economics © 2015 John Wiley & Sons, Ltd.


  • Encouraging Health Insurance for the Informal Sector: A Cluster Randomized Experiment in Vietnam

    by Adam Wagstaff, Ha Thi Hong Nguyen, Huyen Dao, Sarah Bales

    Subsidized voluntary enrollment in government‐run health insurance schemes is often proposed as a way of increasing coverage among informal sector workers and their families. We report the results of a cluster randomized experiment, in which 3000 households in 20 communes in Vietnam were randomly assigned at baseline to a control group or one of three treatments: an information leaflet about Vietnam's government‐run scheme and the benefits of health insurance, a voucher entitling eligible household members to 25% off their annual premium, and both. At baseline, the four groups had similar enrollment rates (4%) and were balanced on plausible enrollment determinants. The interventions all had small and insignificant effects (around 1 percentage point or ppt). Among those reporting sickness in the 12 months prior to the baseline survey the subsidy‐only intervention raised enrollment by 3.5 ppts (p = 0.08) while the combined intervention raised enrollment by 4.5 ppts (p = 0.02); however, the differences in the effect sizes between the sick and non‐sick were just shy of being significant. Our results suggest that information campaigns and subsidies may have limited effects on voluntary health insurance enrollment in Vietnam and that such interventions might exacerbate adverse selection. Copyright © The World Bank Health Economics © 2015 John Wiley & Sons, Ltd.