According to the United Nations, about 50 million people are enslaved worldwide.

The report, released Sept. 12, 2022, by the U.N.‘s International Labor Organization, the International Organization for Migration and the human rights group the Walk Free Foundation, revealed that 28 million people are in forced labor and another 22 million in forced marriage.

Forced labor includes exploitation in domestic work, agriculture and manufacturing. It also includes state-imposed forced labor and commercial sexual exploitation. Poverty is a powerful driver for forced labor around the globe, particularly in India, East Asia and West Africa.

Forced marriage, mainly affecting women and girls, often has gendered, patriarchal roots.

The U.N.’s latest estimate of 50 million has grown substantially since its last estimate in 2017, when it reported 40 million persons were enslaved.

As someone who studies modern slavery, I am intrigued by global estimates.

Are there really 50 million persons living in slavery today as the U.N. claims?

What explains how the global estimate increased by 10 million over five years? Does that mean we will see an annual increase of 2 million slaves each year moving forward?

Forced laborers lived in prison cells at one palm oil plantation in Indonesia. Kiki Cahyadi/Anadolu Agency via Getty Images

Getting better at global estimates

Global estimates of modern slavery have improved over time.

In 2013, Walk Free’s first Global Slavery Index reported 29.8 million persons enslaved.

But that estimate was based almost entirely on expert input instead of nationally representative random sample surveys – the gold standard of research design.

For its 2016 Global Slavery Index, Walk Free partnered with Gallup and commissioned random sample surveys for 25 countries.

By partnering with the world’s premier polling organization and using advanced survey techniques, Walk Free was able to embark on groundbreaking work.

However, Walk Free ended up generating a global estimate for 168 nations, not just the 25 nations it had surveyed. That meant for the other countries in its 2016 estimate, Walk Free relied on both expert input and statistical techniques – and didn’t solely use nationally representative survey data.

The devil in the details

That same technique of mixing survey data with statistical techniques applies to the U.N.’s 2017 and 2022 global estimates.

For its 2017 estimate, the U.N., working with Walk Free and other organizations, commissioned surveys in 48 countries from 2014 to 2016. And for its 2022 report, the U.N. gathered data from 68 countries to estimate forced marriage and from 75 countries to estimate forced labor.

Though the report revealed a clear increase in the number of nationally representative surveys to generate these global estimates, it still fell short in measuring a majority of the countries in the world.

There are currently 193 member states in the United Nations. The U.N.’s 2022 global estimate that surveyed 75 countries to estimate forced labor did not survey the remaining 118 countries, instead basing its numbers on expert input and statistical techniques.

A 2018 satellite image shows detention camps built near the Kunshan Industrial Park in China’s Xinjiang region. Planet Labs/AP,

Nor did the U.N. publish a full list of the countries for which it conducted nationally representative surveys in 2017. It’s difficult, then, to know how many of those 48 countries sampled for the 2017 report were repeated for the 2022 report.

We also don’t have publicly available data for those 48 countries, let alone the countries surveyed for the 2022 global estimate.

And without access to any of the statistical calculations made by the U.N. for either estimates, scholars cannot independently replicate the findings of the U.N. for either of its 2017 or 2022 reports.

Comparing apples and oranges

This lack of transparency makes it difficult to claim that there really was an increase of 10 million in the number of enslaved persons from 2017 to 2022.

Two things are happening here. The U.N. seems to be getting much better at estimating global slavery. But because the survey techniques are improving over time, it is impossible to make comparisons.

Consider the analogy of a bathroom scale. In weighing yourself, you might purchase an inexpensive scale at first just to get a rough idea of how much you weigh. But then, becoming more concerned about your health, you then purchase a much better scale that gives you a far more precise measurement.

This doesn’t mean that your weight changed radically. It just means you now have a much better sense of your weight.

This analogy applies to measuring contemporary slavery.

The scale used by Walk Free was novel in 2013, and improved by 2016. The scale the U.N. used in 2017 was more precise, and the figures for 2022 got even better.

But to go back and say there are 10 million more persons enslaved today than there were in 2017 is not warranted.

Finding clarity

Global estimates of modern slavery are eye-catching and important.

The 50 million figure today is one of the best estimates of modern slavery available and can prompt policymakers to take action. Without awareness of this crime, the problem cannot be solved.

Yet, moving forward, the public still needs more reliable, more valid and more transparent data. Science advances on the promise that data is freely available to enable others to replicate or improve the analysis.

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Monti Datta was a consultant with the Walk Free Foundation from 2013 to 2016.

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