Thursday, July 23, 2020

Randomised Control Trials and the Alleviation of Poverty in India

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Sattva Vasavada

Article Title

Randomised Control Trials and the Alleviation of Poverty in India

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Global Views 360

Publication Date

July 23, 2020

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Poverty in India — A Representative Image

Poverty in India — A Representative Image | Source: Atul Kumar via Unsplash

Abhijit Banerjee and Esther Duflo won the 2019 Nobel Prize in Economics for their “experimental approach in alleviating global poverty”. Their experimental approach encompassed a variety of novel methods to understand and analyse interventions and Randomised Control Trials (RCTs). Their research has been used by policy makers to make informed policy decisions to best help the marginalised.

What are RCTs?

To understand the effect of a policy, intervention, or medicine, decision makers try to measure the efficacy of the treatment. Do deworming pills given to children improve test scores? Does providing chlorinated water improve the health and economic outcomes of villages? These are some causal (read causal, i.e. caused by, not casual) questions researchers are interested in. The best way to analyse causal effects is to randomise the selection of people in the treatment and the control group (for example: children who are given deworming pills versus children who are not given the pills). This random selection of the two groups removes many statistical biases that might affect the results.

RCTs in India:

Many of the RCTs performed by Banerjee and Duflo were in India. They involved short- and long-term impact assessments of various interventions, policies, models, and treatments. We look at a few RCTs implemented in India:

Teacher absenteeism rates:

Troubled by the low attendance rates (or high absence rates) of public-school teachers in India, Duflo assessed the impact of financial incentives on the absence rates of teachers in Rajasthan. The study monitored teacher attendance by cameras, which was tied to a financial incentive if the attendance was high. From a baseline absence rate of 44%, teacher absenteeism in the treatment group fell by 21%, relative to the control group. High teacher attendance caused child test scores to improve too.

COVID-19 and health-seeking behaviour:

In the context of COVID-19, Banerjee tested the effect of sending messages via SMS that promoted health preserving behaviour. The results were very positive. By sending a short, 2.5-minute clip to 25 million randomly selected individuals in West Bengal, the intervention i) found a two-fold increase in symptom reporting to village health workers, ii) increased hand washing rates by 7%, and iii) increased mask-wearing by 2%. While mask-wearing rates increased only marginally, the spillover effects (wearing a mask stops the virus from infecting more people) were moderately high and positive.

Asset Transfers and the Notion of Poverty:

An RCT by Banerjee in West Bengal involving a productive asset transfer accompanied with training found large and persistent effects on monthly consumption and other variables. The treatment group reported 25% higher consumption levels relative to the control group, who did not receive the asset transfer and training. Implications of such RCTs are huge. The notion that the poor are lazy and unwilling to perform strenuous labour is falsified by this RCT. Often, what the poor lack are opportunities that are hard to come by, given their financial status. A small nudge, like the asset transfer, can cause large and positive effects on their well-being.  

Salt fortification to reduce anaemia:

RCTs also help rule out less cost-effective interventions. Duflo and Banerjee evaluated an RCT which distributed fortified salt in 400 villages of Bihar, to reduce the prevalence of anaemia. However, this intervention found no statistically significant impact on health outcomes like anaemia, hemoglobin, etc.  Thus, while RCTs help introduce novel methods of impacting the lives of the poor, they also help in ruling out in-effective measures. A policy maker might try other alternatives to reduce the prevalence of anaemia.

Are RCTs the gold standard?

Maybe. Extrapolating results from a regional RCT to national policies could present problems. Contextuality matters. A study that indicates positive gains for one region might present different, and rather adverse effects for another region. Nation wide effects might not be as prominent as regional results of a single RCT. The good part is that Banerjee and Duflo have a solution. Just perform more RCTs!

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February 4, 2021 5:05 PM

Yemen's Multilayered War: The Failing Healthcare Infrastructure

This is the 6th and last part of a short explainer article series on the current crisis in Yemen. To read the earlier parts of the series click on the link.

To read the 1st part of the series click on the link.

To read the 2nd part of the series click on the link.

To read the 3rd part of the series click on the link.

To read the 4th part of the series click on the link.

To read the 5th part of the series click on the link.

The civil war in Yemen, more so after 2015 has taken a toll on the civic infrastructure of the already fragile and poor country. Among these, the healthcare infrastructure of the country was one of the worst affected.

Apart from the physical damage to the hospitals and clinics due to the aerial bombings by the Saudi Arabia led coalition, the naval blockades exacerbated the dire situation. In June 2015 itself, aid agencies warned of the humanitarian risks brought by the US and UK-backed Saudi blockades.

The humanitarian situation aggravated further as there was a consistent famine since 2016 and Yemen was dependent on foreign aid for feeding almost 80% of its population.  According to UNICEF reports, over 3.3 million children and pregnant or lactating women suffer from acute malnutrition.

In 2017, the World Food Programme estimated that an additional 3.2 million people would be pushed into hunger. If left untreated, 150,000 malnourished children could die within the coming months.

Save the Children, the international charity and aid agency, estimated that 85,000 children under the age of five have starved to death in between 2015 to 2018.

Major healthcare operatives are dying due to the active bombing and conflict in Yemen, including personnel from MSF and United Nations Office for Coordination of Humanitarian Affairs (OCHO).

The MSF (or Doctors Without Borders), who have been in Yemen since 2007, have reported that fears of stigmatization are causing people to stay away from hospitals, with misinformation and lack of medical services only compounding the healthcare issue during the pandemic.

As of 24th July, the country reports 1640 confirmed infections and 458 related deaths.  Al Jazeera reported that “Cemeteries in Aden are overflowing with graves, suggesting that the number of people killed by the new coronavirus is higher than the official count.” Yemen and its related aid agencies also suffer from lack of PPEs and adequate information about the pandemic.

As of April 2020, there are 800,000 internally displaced persons in just one province of Yemen Marib. The number of verified civilian deaths stands at 7,700.

The United Nations has been continually asking for donations, but has failed to collect as much as it requires. While it collected $4 billion last year, it has only received $700 million, halfway into 2020.

The UN urged for $2.4 billion this year to fight the humanitarian crises and the Coronavirus. As of 2nd June, 29 countries and the European Commission pledged a total of $1.35 billion to support humanitarian efforts in Yemen, just over half of the amount needed to sustain programs through the end of this year.

In April 2020, the Saudi deputy defence minister, Prince Khalid bin Salman, said Saudi Arabia “will contribute $500m to the UN humanitarian relief program for Yemen in 2020, and an additional $25m to help combat the pandemic. It is up to Houthis to put the health and safety of the Yemeni people above all else.”

There are 41 major UN programmes in Yemen, and it is estimated that more than 30 of them will close due to lack of funds. The UN stated, “Due to the COVID-19 suppression measures, all integrated outreach activities, which include the Expanded Programme on Immunization, Integrated Management of Childhood Illness, Maternal and Newborn Health,and nutrition activities, were suspended.”

Most of Yemen's 3,500 medical facilities have been damaged or destroyed in air strikes, and only half are thought to be fully functioning. Officials warn that monetary relief may not be enough to assist in the war against the pandemic alongside the Civil War. A solution to the war must be found soon, before the pandemic eviscerates more of the healthcare infrastructure.

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