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01 / 05
U.S. Cost of Living and Wage Stagnation, 1979-2015

Blog Post | Economic Growth

U.S. Cost of Living and Wage Stagnation, 1979-2015

Looking at average hourly earnings alone ignores at least three very important factors.

The question of the cost of living in the United States is intimately connected to the issue of the so-called “wage stagnation,” which is typically blamed on economic liberalization that started under President Carter, gathered steam under President Reagan, and peaked under President Clinton.

According to a 2015 report issued by the Economic Policy Institute, a pro-labor think tank based in Washington, D.C., “ever since 1979, the vast majority of American workers have seen their hourly wages stagnate or decline. This is despite real GDP growth of 149 percent and net productivity growth of 64 percent over this period. In short, the potential has existed for ample, broad-based wage growth over the last three-and-a-half decades, but these economic gains have largely bypassed the vast majority.”

True, adjusted for inflation, average hourly earnings of production and nonsupervisory employees in the private sector (closest approximation for the quintessential blue-collar worker that I could find) have barely changed between 1979 and 2015. In October 1979, average hourly earnings stood at $6.51 or $21.20 in 2015 dollars. In October 2015, average hourly earnings stood at $21.18 – slightly below the inflation adjusted 1979 level.

Looking at the average hourly earnings, however, ignores at least three very important factors: expansion of non-wage benefits, fall in the price of consumer goods and rise in price of services, such as education and healthcare.

First, in recent decades, non-wage benefits expanded. Today they include relocation assistance, medical and prescription coverage, vision and dental coverage, health and dependent care flexible spending accounts, retirement benefit plans, group-term life and long term care insurance plans, legal and adoption assistance plans, child care and transportation benefits, vacation and sick paid time-off, and employee discount programs from a variety of vendors, etc.

It is not easy to put an exact figure on the value of those non-wage benefits, but they could amount to as much as 30 or even 40 percent of the workers’ earnings. The lion’s share of the non-wage benefits, as my Cato colleague Peter Van Doren wrote in 2011, is consumed by “the dramatic increase in health insurance costs.” “The fixed costs of health insurance,” Van Doren shows, “are a much larger percentage of the total compensation of lower-earnings workers.”

Second, many, perhaps most, big-ticket items used by a typical American family on a daily basis have decreased in price. Over at Human Progress, we have been comparing the prices of common household items as advertised in the 1979 Sears catalog and prices of common household items as sold by Walmart in 2015.

We have divided the 1979 nominal prices by 1979 average nominal hourly wages and 2015 nominal prices by 2015 average nominal hourly wages, to calculate the “time cost” of common household items in each year (i.e., the number of hours the average American would have to work to earn enough money to purchase various household items at the nominal prices). Thus, the “time cost” of a 13 Cu. Ft. refrigerator fell by 52 percent in terms of the hours of work required at the average hourly nominal wage, etc.

Needless to say, the above price reductions greatly underestimate the totality of welfare gains by an average American, by ignoring qualitative, aesthetic and environmental improvements on commonly used items. (To give just one example, a refrigerator today uses one-third of the electricity used by a refrigerator in the 1970s.)

From the above discussion it might be reasonable to conclude that Americans are much better off today than they were in the late 1970s, but that would be too simplistic. The cost of education, healthcare and housing has risen at a faster pace than total compensation. It is true that today’s houses are larger, healthcare better, and education more high-tech than in the past, but quality improvements do not seem to account for the entirety of price increases. For example, there appears to be a high degree of academic consensus that housing price inflation is driven, primarily, by zoning laws. (No such consensus, alas, exists for the rise in education and healthcare costs.)

The question of standard of living is a complex one. The accompanying infographic refers to merely one part of the debate, i.e., affordability of commonly used items. While we believe that the infographic tells an important story, it should be considered within a broader context, including non-wage compensation and offsetting increases in the cost of housing, education, and healthcare.

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.