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01 / 05
Human Conditions Improving at a Remarkable Speed

Blog Post | Health & Medical Care

Human Conditions Improving at a Remarkable Speed

Over the last decade, GDP per person and life expectancy are up around the world while infant mortality and undernourished rates are down.

On a number of previous occasions, I have written about the extent of human progress around the world, but the remarkable speed of improvements in the state of humanity should not go unnoticed. To that end, I have looked at some of the most important indicators of human wellbeing, especially in the poor countries, over the last decade (or, when the latest data is not available, ten years prior to the last data point). The results are encouraging and ought to give us reason for optimism.

1. GDP per capita in real 2010 dollars (2005-2015)

Global: $8,858 → $10,194 or a 15.1 percent increase

Sub-Saharan Africa (SSA): $1,363 → $1,660 or a 21.8 percent increase

India: $982 → $1,751 or a 78.3 percent increase

China: $2,738 → $6,498 or a 137.3 percent increase

2. Infant mortality (i.e., children under age of 1) per 1,000 live births (2005-2015)

Global: 44.3 → 31.7 or a 28.4 percent decline

SSA: 80 → 56.4 or a 29.5 percent decline

India: 55.8 → 37.9 or a 32.1 percent decline

China: 20.3 → 9.2 or a 54.7 percent decline

3. Life expectancy (2004-2014)

Global: 69 → 71.5 or a 3.6 percent increase

SSA: 52 → 58.6 or a 12.7 percent increase

India: 64.2 → 68 or a 5.9 percent increase

China: 73.4 → 75.8 or a 3.3 percent increase

4. Depth of the food deficit, kilocalories per person per day (2006-2016)*

Global: 129 → 88.4 or a 31.5 percent decline

SSA: 172.4 → 130 or a 24.6 percent decline

India: 152 → 109 or a 28.3 percent decline

China: 128 → 74 or a 42.2 percent decline

5. Undernourished persons, millions (2005-2015)**

Global: 884 → 685 or a 22.5 percent decline

Africa (incl. North Africa): 159 → 149 or a 6.3 percent decline

India: 233 → 194 or a 16.7 percent decline

China: 212 → 140 or an 81.1 percent decline

6. Undernourishment as a percentage of population (2005-2015)

Global: 22.5 → 18 or a 20 percent decline

Africa (incl. North Africa): 26.2 → 22.3 or a 14.9 percent decline

India: 20.9 → 15.3 or a 26.8 percent decline

China: 15.8 → 9.8 or a 38 percent decline

Obviously, the world is not a perfect place. As long as there are people who go hungry or die from preventable diseases, there will always be room for improvement. But, a realistic picture of the human condition should compare the imperfect present with a much more imperfect past (rather than with an imagined utopia in the future) and acknowledge the progress that humanity has already made.

*The depth of the food deficit indicates how many calories would be needed to lift the undernourished from their status, everything else being constant. The average intensity of food deprivation of the undernourished, estimated as the difference between the average dietary energy requirement and the average dietary energy consumption of the undernourished population (food-deprived), is multiplied by the number of undernourished to provide an estimate of the total food deficit in the country, which is then normalized by the total population.

**These are total numbers, which do not take into account population growth.

This first appeared in Reason.

BusinessMirror | Poverty Rates

PHL Could Hit Single-Digit Poverty Years Ahead of Schedule

“Better labor market conditions and slower inflation in the country could turn the administration’s single-digit poverty incidence aspirations into a reality two years ahead of schedule.

This was according to the latest Macro Poverty Outlook for the Philippines, released by the World Bank on Monday. It estimated that poverty incidence in the country could decrease to 9.3 percent in 2026 from 12.2 percent this year and 17.8 percent in 2021.”

From BusinessMirror.

Blog Post | Science & Technology

AI Is a Great Equalizer That Will Change the World

A positive revolution from AI is already unfolding in the global East and South.

Summary: Concerns over potential negative impacts of AI have dominated headlines, particularly regarding its threat to employment. However, a closer examination reveals AI’s immense potential to revolutionize equal and high quality access to necessities such as education and healthcare, particularly in regions with limited access to resources. From India’s agricultural advancements to Kenya’s educational support, AI initiatives are already transforming lives and addressing societal needs.


The latest technology panic is over artificial intelligence (AI). The media is focused on the negatives of AI, making many assumptions about how AI will doom us all. One concern is that AI tools will replace workers and cause mass unemployment. This is likely overblown—although some jobs will be lost to AI, if history is any guide, new jobs will be created. Furthermore, AI’s ability to replace skilled labor is also one of its greatest potential benefits.

Think of all the regions of the world where children lack access to education, where schoolteachers are scarce and opportunities for adult learning are scant.

Think of the preventable diseases that are untreated due to a lack of information, the dearth of health care providers, and how many lives could be improved and saved by overcoming these challenges.

In many ways, AI will be a revolutionary equalizer for poorer countries where education and health care have historically faced many challenges. In fact, a positive revolution from AI is already unfolding in the global East and South.

Improving Equality through Education and Health Care

In India, agricultural technology startup Saagu Baagu is already improving lives. This initiative allows farmers to increase crop yield through AI-based solutions. A chatbot provides farmers with the information they need to farm more effectively (e.g., through mapping the maturity stages of their crops and testing soil so that AI can make recommendations on which fertilizers to use depending on the type of soil). Saagu Baagu has been successful in the trial region and is now being expanded. This AI initiative is likely to revolutionize agriculture globally.

Combining large language models with speech-recognition software is helping Indian farmers in other ways. For example, Indian global impact initiative Karya is working on helping rural Indians, who speak many different languages, to overcome language barriers. Karya is collecting data on tuberculosis, which is a mostly curable and preventable disease that kills roughly 200,000 Indians every year. By collecting voice recordings of 10 different dialects of Kannada, an AI speech model is being trained to communicate with local people. Tuberculosis carries much stigma in India, so people are often reluctant to ask for help. AI will allow Indians to reduce the spread of the disease and give them access to reliable information.

In Kenya, where students are leading in AI use, the technology is aiding the spread of information by allowing pupils to ask a chatbot questions about their homework.

Throughout the world, there are many challenges pertaining to health care, including increasing costs and staff shortages. As developed economies now have rapidly growing elderly populations and shrinking workforces, the problem is set to worsen. In Japan, AI is helping with the aging population issue, where a shortage of care workers is remedied by using robots to patrol care homes to monitor patients and alert care workers when something is wrong. These bots use AI to detect abnormalities, assist in infection countermeasures by disinfecting commonly touched places, provide conversation, and carry people from wheelchairs to beds and bathing areas, which means less physical exertion and fewer injuries for staff members.

In Brazil, researchers used AI models capable of predicting HER2 subtype breast cancer in imaging scans of 311 women and the patients’ response to treatment. In addition, AI can also help make health resource allocations more efficient and support tasks such as preparing for public health crises, such as pandemics. At the individual level, the use of this technology in wearables, such as smartwatches, can encourage patient adherence to treatments, help prevent illnesses, and collect data more frequently.

Biometric data gathered from wearable devices could also be a game-changer. This technology can detect cancers early, monitor infectious diseases and general health issues, and give patients more agency over their health where access to health care is limited or expensive.

Education and health care in the West could also benefit from AI. In the United States, text synthesis machines could help to address the lack of teachers in K–12 education and the inaccessibility of health care for low-income people.

Predicting the Future

AI is already playing a role in helping humanity tackle natural disasters (e.g., by predicting how many earthquake aftershocks will strike and their strength). These models, which have been trained on large data sets of seismic events, have been found to estimate the number of aftershocks better than conventional (non-AI) models do.

Forecasting models can also help to predict other natural disasters like severe storms, floods, hurricanes, and wildfires. Machine learning uses algorithms to reduce the time required to make forecasts and increase model accuracy, which again is superior to the non-AI models that are used for this purpose. These improvements could have a massive impact on people in poor countries, who currently lack access to reliable forecasts and tend to be employed in agriculture, which is highly dependent on the weather.

A Case for Optimism

Much of the fear regarding AI in the West concerns the rapid speed at which it is being implemented, but for many countries, this speed is a boon.

Take the mobile phone. In 2000, only 4 percent of people in developing countries had access to mobile phones. By 2015, 94 percent of the population had such access, including in sub-Saharan Africa.

The benefits were enormous, as billions gained access to online banking, educational opportunities, and more reliable communication. One study found that almost 1 in 10 Kenyan families living in extreme poverty were able to lift their incomes above the poverty line by using the banking app M-Pesa. In rural Peru, household consumption rose by 11 percent with access to phones, while extreme poverty fell 5.4 percent. Some 24 percent of people in developing countries now use the mobile internet for educational purposes, compared with only 12 percent in the richest countries. In lower-income countries, access to mobile phones and apps is life-changing.

AI, which only requires access to a mobile phone to use, is likely to spread even faster in the countries that need the technology the most.

This is what we should be talking about: not a technology panic but a technology revolution for greater equality in well-being.

Brookings | Poverty Rates

India Eliminates Extreme Poverty

“High growth and large decline in inequality have combined to eliminate poverty in India for the PPP$ 1.9 poverty line. (Here we use the PPP$ 1.9 line [2011 prices] rather than the PPP$ 2.15 line at 2017 prices because the former closely corresponds to the official India Tendulkar poverty line.)

The Headcount Poverty Ratio (HCR) for the 2011 PPP$ 1.9 poverty line has declined from 12.2 per cent in 2011-12 to 2 per cent in 2022-23, equivalent to 0.93 percentage points (ppt) per year. Rural poverty stood at 2.5% while urban poverty was down to 1%.”

From Brookings.

Blog Post | Economic Growth

India’s Good Fortune: How the Country Is Tackling Energy Poverty, Increasing Growth, and Building the Future

Energy poverty and many other problems will soon be things of the past for India.

Summary: Over the past two decades, India has made remarkable strides in multidimensional poverty reduction. This comprehensive measure, which considers factors like education and infrastructure alongside income, paints a more accurate picture of poverty. Additionally, India has achieved significant progress in areas such as child mortality, sanitation, access to clean water, and electricity, signaling a positive trajectory for improved living standards and environmental outcomes in the country.


Just two decades ago, life in India looked bleak. Between 2005 and 2006, 55.1 percent of the Indian population—the equivalent of 645 million people—suffered from multidimensional poverty, and in 2004, 39.9 percent of Indians lived in extreme poverty.

Multidimensional poverty measures the percentage of households in a country deprived along three factors: monetary poverty, access to education, and basic infrastructure services. That captures a more thorough picture of poverty.

Multidimensional poverty dropped from over half of the population to 27.7 percent (370 million people) in 2014. In 2019–21, the proportion of people suffering from multidimensional poverty declined further to only 16.4 percent of the total population, or 230 million people. Although the pandemic slowed some aspects of poverty alleviation, the percentage of people in multidimensional poverty has continued to drop significantly year on year in India.

It’s also worth considering extreme poverty, which is defined as living below the international poverty line of $2.15 per day. Using this measure, the number of people living in extreme poverty in India declined from more than half of the population (63.1 percent) in 1977 to only 10 percent in 2019.

Moreover, child mortality declined from 43.4 percent in 1918 to only 3.1 percent in 2021. The number of people without adequate sanitation has dropped from 50.4 percent to 11.3 percent, and the proportion of people without adequate drinking water has fallen from 16.4 percent to just 2.7 percent. As well, more people in the country have access to clean cooking fuels than ever before, from 22.3 percent of people in 2000 to 67.9 percent in 2020.

India has also been tackling environmental concerns. The population of the greater one-horned rhino, which has a “vulnerable” conservation status, has increased from 40 in 1966 to over 4,000 in 2021. Air pollution is one of the world’s largest health and environmental problems, and in low-income countries, it is often the leading risk factor for death. Although there is still work to do, the death rate in India from air pollution decreased from 1990 to 2019 by 42 percent, from 280.5 deaths per 100,000 people to 164.1 deaths per 100,000.

In 2017, Indian Prime Minister Modi launched a plan to electrify more households, targeting over 40 million families in rural and urban India, or roughly a quarter of the population. The plan was called “Saubhagya”—literally, “good fortune” or “auspiciousness.” Although the country did not meet its target as quickly as planned, access to electricity in India has been increasing.

The term “access to electricity” does not have a universally accepted definition, but general usage takes into account the availability of electricity, safe cooking facilities, and a minimum level of consumption. According to the International Energy Agency, “access to electricity” involves more than just connecting a household to the grid; it also requires households to consume a certain minimum amount of electricity, which varies based on whether it is a rural or urban household.

According to the UNDP report, 97.9 percent of Indians had access to electricity between 2019 and 2021. Only 50.9 percent of Indians had access to electricity in 1993. The country has achieved immense progress. In 2018, Prime Minister Modi stated that every village in India had access to electricity.

Climate change is likely to be costly to the Indian subcontinent. Heatwaves have already led to an increase in deaths in India, particularly since a large share of the population is employed in outdoor labor like farming and construction.

India aims to reach net-zero emissions by 2070 and for 50 percent of the power-generation capacity to come from clean energy sources by 2030. The energy transition for India will take time, and the country will need fossil fuels to meet its energy needs for many years yet, but the future is looking promising.

Last year, for example, India brought an indigenous reactor design online at the Kakrapar Atomic Power Project Unit 4. India has 22 working nuclear reactors, which produce about 3 percent of the country’s electricity. India has ambitious plans to build more reactors—aiming to commission a new reactor every year.

The fact that a large country can more than halve multidimensional poverty in only 15 years is a cause for celebration, but India’s foresight of meeting future increasing energy needs is also something to be applauded. Energy poverty will soon be a thing of the past for India. Increased electricity will lead to further poverty alleviation, economic growth, and improved living standards, which in turn will lead to better air quality and environmental outcomes. These are good fortunes that we can all celebrate.