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 22, 2021 11:06 PM

WhatsApp's New Privacy Policy: Collecting Metadata and Its Implications

According to WhatsApp’s new privacy policy, the app is set to collect “only” user’s Metadata. Metadata can reveal a lot more than merely the app usage of a person. Former NSA General Counsel Stewart Baker stated, “Metadata absolutely tells you everything about somebody’s life. If you have enough metadata you don’t really need content.”

This article explores the ways in which WhatsApp is underselling the true estimation of the significance of Metadata.

Facebook owned WhatsApp recently announced the update of its privacy policy terms. 8th of February, 2021 was initially set as the deadline for users to either accept the new privacy policy or delete their account. By this time, most of us have already witnessed or been a part of the backlash that WhatsApp is experiencing. LocalCircles conducted a survey and the results indicated that 15% of India’s users are likely to move away entirely from the app while 36% will drastically reduce the usage and 67% of users are likely to discontinue chats with WhatsApp business accounts.

To reinstall trust in its users, WhatsApp released a clarification stating that the new policy update doesn’t compromise privacy of messages with friends and family. Furthermore, it explains that the update includes changes related to WhatsApp business accounts are optional too.

However, owing to severe backlash, WhatsApp has pushed the deadline to May 15 while they further clarify their policy updates.

It is true that WhatsApp cannot read our messages as it is end-to-end encrypted which implies that only a message’s sender and receiver can read it. The updated privacy policy intends to alert users that some businesses would soon be using Facebook-servers to store messages with their customers. By accepting the new privacy policy, users will be allowing WhatsApp to reserve all rights to collect your data and share it with the expansive Facebook and Instagram networks ‘regardless of whether you have profiles on those apps.’

A person using WhatsApp | Source: Andrés Rodríguez via Pixabay

By using WhatsApp, you may now be sharing your usage data, your phone’s unique identifier, your location when the location service is enabled, among several other types of metadata. A culmination of all your metadata is linked to your identity.

The value of metadata has been underestimated since the term isn’t clearly understood. Metadata is data about our data. For instance, in a cell phone conversation, the conversation itself isn’t metadata but everything except that is metadata. Data regarding who you called, how long you spoke for, where you were when you placed the call, where the other person on the line was and the time you placed the call. Consider a situation when every time you made a call to someone, you had to inform a particular person about who you called, how long you spoke for, when and where and all other details except the content spoken. This applies for every single call and everyone else’s metadata is also being recorded. The person owning the metadata can analyze and tell a lot about your personal life. Who you work with, who you spend time with, who you are close to, where you are at particular times and so on…

Kurt Opsahl, in his post in the Electronic Frontier Foundation, gives an example of how companies and governments collect intimate details about your life with the disguised use of the word called metadata. The following examples are an excerpt of his article:

“They know you rang a phone sex service at 2:24 am and spoke for 18 minutes. They know that you called suicide prevention hotline from the Golden Gate Bridge.

They know you spoke with an HIV testing service, then your doctor, then your health insurance company in the same hour.

They know you called a gynaecologist, spoke for a half hour, and then called the local Planned Parenthood's number later that day. But nobody knows what you spoke about.”

Metadata provides more than required context to know some of the most intimate and personal details of your lives.  When this data is correlated with the records of other phone calls, one can easily obtain a lot more data and track our daily routines. This is merely about phone calls. WhatsApp includes a lot more features and will collect metadata of chats, businesses and money transactions.

In WhatsApp’s words:

“We collect service-related, diagnostic, and performance information. This includes information about your activity (such as how you use our Services, how you interact with others using our Services, and the like), log files, and diagnostic, crash, website, and performance logs and reports.”

In addition to this, WhatsApp also collects information about IP address, OS, browser information and phone number.

Stanford’s computer scientists conducted an analysis to understand the extent of intrusion of privacy using metadata. The scientists built an app for smartphones. The app was developed to retrieve metadata of calls and text messages from more than 800 volunteers’ phone logs. The researchers received records of more than 250,000 calls and 1.2 million texts. Their inexpensive analysis revealed personal details of several people like their health records. Researchers were also able to learn that one of their participants owned an AR semi-automatic rifle with only metadata.

Gen. Michael Hayden | Source: Wikimedia

Gen. Michael Hayden, the former head of the National Security Agency once stated that “the U.S. government kill[s] people based on metadata.”

In 2016, Facebook was involved in the infamous data privacy scandal which centered around collection of personal data of over 87 million people by Cambridge Analytica, a political consulting and strategic analyst firm. The organization harvested user data for targeted advertising, particularly political advertising during the 2016 U.S. election. While the central offender was Cambridge Analytica, the apparent indifference for data privacy to Facebook facilitated Cambridge Analytical and several other organizations.

In June 2018, Facebook confirmed that it was sharing data with at least 4 Chinese companies, Huawei, Oppo, Lenovo and TCL. Facebook was under scrutiny from the U.S. intelligence agencies on security issues as they claimed that the data with the Chinese telecommunication companies would provide an opportunity for a foreign espionage.

In September 2019, there were reports that the Indian government contemplated making it mandatory for companies like Google, Facebook, and Amazon, to share the public data of users.

The Ministry of Electronics and IT (MeitY) was planning on issuing new guidelines under the Information Technology Act which according to which tech giants would have been required to share freely available data or the public information that they collate in the course of their operations, including traffic, buying and illness patterns.

Europe is exempted from WhatsApp’s new privacy policy as EU antitrust authorities fined Facebook 110 million euros for misleading the regulators during the takeover of WhatsApp in 2014. EU’s strict privacy laws empowers regulators to fine up to 4% of global annual revenue of the companies that breach the bloc’s rules.

Your Metadata is extremely personal. By giving WhatsApp the authority to access it, you are giving access to several other organizations, businesses and it also makes you more vulnerable to third-party hackers and trackers. WhatsApp has given multiple assurances about its updated privacy policy being noninvasive. However, most of these assurances are cleverly worded and misleading statements. It is important to read through the fine print of the new policy before accepting it.

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