Wednesday, November 13, 2013

Minimum age of marriage

Israel has raised the legal minimum age of marriage to 18, but this is unlikely to prevent the early marriages which circumvented the prior minimum age of 17...

17-year-old wives: Law passed too late for us

Several groups of ultra-Orthodox Jews, Israeli-Arabs conduct underage marriages, say new law, to raise minimum age for marriage, will not make great difference. With 11,000 underage marriages a year, will law change current custom?

"A new law passed by the Knesset on Monday that permits marriage starting from the age of 18 is not impressing Hasidic members of the haredi public and several groups with the Israeli-Arab sector in which underage marriage is quite common. In many such communities, there are couples who tie the knot before their 17th birthday – the minimum age before the new law.

According to figures from the Central Bureau of Statistics, 11,747 girls under the age of 18 were married in Israel during 2011. From 2000 to 2009, 19,863 girls married at the age of 18; 15,020 girls said their vows by their 17th birthday; and 2,548 girls up to the age of 16 committed to their partner for the rest of their lives.

According to Hasidic custom, the sons of distinguished rebbis marry even earlier in order to minimize the time frame between puberty and their wedding, and to prevent young males from inappropriate thoughts or worse – sinful deeds.

The legislation is not expected to raise the minimum age for marriage in those communities, as they already ignore the existing law. The ceremony at underage marriages in these communities is conducted privately by rabbis who do not report the event to the authorities. The registration for the wedding is completed at a later date, when both the bride and the groom reach the legal age."

Tuesday, November 12, 2013

MIT news on the couples match for doctors

MIT news does a good job of science reporting (and of celebrating Parag Pathak)...

Doctor, doctor: Why the job market for married couples in medicine works well

New study in the growing ‘market design’ field of economics explains how a job-market algorithm helps land couples in the same locations.

Monday, November 11, 2013

Formerly repugnant transaction watch: Ilinois looks to be number 15 to recognize same sex marriage

Illinois House Votes to Allow Same-Sex Marriages

"SPRINGFIELD, Ill. — A historic vote Tuesday in the Illinois House positioned that state to become the largest in the heartland to legalize gay marriage, following months of arduous lobbying efforts by both sides in President Barack Obama's home state.

Fourteen states plus Washington D.C., allow same-sex marriage. Most recently, New Jersey, Minnesota and Rhode Island have legalized it.

The road to the Illinois vote was long with stalled attempts earlier this year, something that frustrated activists in the state where Democrats lead the House, Senate and governor's office. Chicago Democratic Rep. Greg Harris, who is the sponsor of the bill, decided not to bring the bill for a vote in May because he said he simply didn't have the support.

Then the U.S. Supreme Court ruled to strike down a provision of the federal Defense of Marriage Act, something he said resonated with lawmakers. Backers also launched a furious campaign, hiring a lobbyist from the state's largest union, the former head of the Illinois Republican Party and field organizers spanning the state.

"To treat all our citizens equally in the eyes of the law we must change this," Harris said on the floor. "Families have been kept apart."

Debate lasted more than two hours, and the final roll call was met with hearty cheers and applause. Supporters' speeches echoed themes of equality and civil rights with mentions of Obama, Martin Luther King Jr. and Matthew Shepard, a gay college student whose 1998 death sparked numerous hate crime bills.

Polls show support for gay marriage has surged since 1996, when Gallup found that 27 percent of Americans backed it. Now Gallup finds the majority support giving gay and lesbian couples the right to marry."

Sunday, November 10, 2013

Congestion in the market for law internships in Israel

Aviad Heifetz points me to an article in the Haaretz magazine, on law clerks (in Hebrew, but Google Translate makes it clear enough that they are talking about congestion (apparently after a period of unraveling): http://www.themarker.com/law/1.2151631

"The new rules stipulate that law firms will not be able to interview candidates to specialize before 15 March in the third year of undergraduate law students.
In March the new rules came into effect and the change was felt immediately. That day open all major law firms in the competition for employment outstanding students. Race interviews lasted for a few intense days. Although March 15 falls on a Friday this year many offices were assembly-line interviews and ambitious students frantically moved from office to office.

Saturday, November 9, 2013

Headhunters

Here's a paper (forthcoming in Organization Science) on headhunters of the modern variety, and who they hunt:

Who Says Yes When the Headhunter Calls? Understanding Executive Job Search Behavior

Peter CappelliMonika Hamori

NBER Working Paper No. 19295
Issued in August 2013
NBER Program(s):   LS 
We examine an aspect of job search in the important context of executive-level jobs using a unique data set from a prominent executive search firm. Specifically, we observe whether or not executives pursue offers to be considered for a position at other companies. The fact that the initial call from the search firm, which we observe, is an exogenous event for the executive makes the context particularly useful. We use insights from the Multi-Arm Bandit problem to analyze the individual’s decision as it emphasizes assessments of future prospects in the decision process, which are particularly relevant for executive careers. More than half the executives we observe were willing to be a candidate for a job elsewhere. Executives are more likely to search where their current roles are less certain and where their career experience has been broader. Search is more likely even for broader experience within the same employer. In the latter case, the array of likely opportunities is also broader, making search more useful.

Friday, November 8, 2013

In France: are buyers as well as sellers of prostitution criminals?

343 French sign 'Don't Touch My Whore' petition

Feminist wrath as Dominique Strauss-Kahn's lawyer joins "manifesto of the 343 b-------" in petition against plans to criminalise clients of prostitutes


HT: Ron Shorrer

Thursday, November 7, 2013

Swap clothes on swapdom.com

Swapdom is a site for trading clothes.

It came to my attention through this blog post:  Swapping clothes instead of kidneys

Wednesday, November 6, 2013

Financial Incentives for Living Kidney Donation: Ethics and Evidence

That's the title of a recent letter by Matthew B. Allen and Peter P. Reese at Penn, motivated by an article suggesting that payment to donors could be welfare improving,


Allen and Reese (may be gated) review arguments pro and con, and conclude:

Given the promise of a cost-effective strategy provided by Barnieh’s group—and a lack of empirical evidence that ethical concerns about incentivizing live donors would manifest—we propose a research agenda and necessary elements for a limited trial of incentives. First, using modeling, researchers should examine the comparative effectiveness of different incentive strategies, such as reimbursement for lost wages and expenses or provision of insurance. Expense reimbursement is a promising alternative to fixed payment. Estimates of donor financial burden range from $907 to $3089, and compensation would help ensure that donors do not suffer financially from donation (8). Because potential donors would not stand to benefit financially, expense reimbursement could ease concerns about undue and unjust inducement, but it might also fail to generate a meaningful increase in the supply of organs (5). Moreover, in contrast with fixed payment for donation, expense reimbursement is legal in the United States (1).
Second, a limited, real-world trial of regulated incentives should be conducted. Ideally, the effect of a direct payment intervention could be contrasted with expense reimbursement and usual care. A geographically limited trial should assess (1) the effect of different payment models on the number of donors (to assess the program’s benefits), (2) the socioeconomic and general health status of potential and actual donors (to assess unjust inducement), and (3) donor comprehension of risks and evidence of donor coercion (to assess undue inducement). If incentives are provided for only a subset of donors, evidence of crowding out should also be assessed. The trial should measure psychological, financial, and physical outcomes after donation. Existing protections for potential live donors will be necessary, such as use of independent donor advocates, separation of donor and recipient evaluation teams, and ability to opt-out from donation with dignity at any time (5). Additional protections may also be needed, such as a “cooling off” period between evaluation and donation to allow transplant teams multiple opportunities to assess donor motives and comprehension.
The barriers to conducting such a trial are significant. In the United States, these barriers include the National Organ Transplant Act (1). Removing the legal prohibition on payment for donation would require persistent advocacy by diverse stakeholders. So far, surveys suggest a lack of consensus for organ markets among the general public, and a minority of transplant surgeons support paying for living donation (9,10).
Current trends regarding the use of financial incentives in medicine suggest that the time is ripe for new consideration of payments for living kidney donation. The last decade has witnessed rising interest in behavioral economics and well-designed clinical trials using financial incentives to change diverse health behaviors, including smoking and weight loss (1113). In the meantime, this work by Barnieh et al. may allow advocates to make a financial case for incentives in the realm of living kidney donation. Reassurance about the ethical concerns, however, can come only through empirical evidence from actual experience.

Tuesday, November 5, 2013

Preferences for randomness in German university admissions

Here's a paper that pushed a lot of my buttons: theory, experiments, and institutional detail on university admissions to study medicine (and some other disciplines) in Germany: Flipping a Coin: Theory and Evidence, by Nadja Dwenger, Dorothea Kubler, and Georg Weizsacker

Abstract: We investigate the possibility that a decision-maker prefers to avoid making a decision and instead delegates it to an external device, e.g., a coin flip. In a series of experiments our participants often choose stochastically dominated lottery between outcomes, contradicting most theories of choice such as expected utility. A large data set on university applications in Germany shows a choice pattern that is consistent with a preference for randomization, entailing substantial allocative consequences. The findings are consistent with our theory of responsibility aversion.


Here's some of the institutional description:
"Admissions to German undergraduate university programs in the medical subjects are centrally administered by a clearinghouse. The clearinghouse assigns applicants according to the following three procedures that are implemented in a sequential order:
(1) Procedure A admits students who are top of the class to up to 20% of seats.
(2) Procedure W admits students with long waiting times to up to 20% of seats.
(3) Procedure U represents admission by universities according to their own criteria to the
remaining (at least 60% of) seats.
For each of the three procedures, applicants are asked to submit a preference ranking of universities, which may either be identical or di fferent across procedures. All rank-order lists are submitted at the same moment in time. The central clearinghouse employs the three procedures in a strictly sequential order: all applicants who are matched in procedure A are firmly assigned a seat at their matched university and do not take part in subsequent procedures. All remaining applicants enter procedure W. Likewise, after procedure W, all applicants who are still unmatched enter procedure U. The fact that applicants can submit three (potentially different) rank-order lists of universities, each of which may be relevant, is a unique property of the German mechanism and makes it suitable for our analysis."

Procedure A is apparently an immediate-acceptance ("Boston") algorithm that takes only the preferences of the students as inputs, while procedure U is a university-proposing deferred acceptance algorithm.  While there are strategic reasons for students to submit different preferences in A and U, the authors argue that these can be identified and removed from the data, and that there remain students who order their choices differently in the two procedures, in the manner of experimental subjects who display a preference for introducing some randomness into their assignment.

Georg W. further writes to me as follows:
"Arguably the most important and most interesting strategic motives in the German application system appear because of the multi-stage nature of the mechansim: Applicants need to be careful that they are not matched in the first stage of the mechanism, in cases where they plausibly have a chance to get a better match on subsequent stages."

Monday, November 4, 2013

Nalini Ambady, RIP

Stanford psychology professor Nalini Ambady passed away after a long search for a matching bone marrow donor:
Nalini Ambady, Stanford psychology professor, dies at 54
"A distinguished social psychologist, Ambady was well known for her research that showed that people can form accurate first impressions about others based only on seconds-long observations of their nonverbal behavior."

"Nalini Ambady, a Stanford professor of psychology, died Oct. 28 after a long battle with leukemia. Her passing followed a yearlong, worldwide effort by family, friends and students to find a bone marrow donor match."
**************

Professor Ambady's students and friends organized an active campaign to help her find a bone marrow donor, which you can follow here: http://ambadylab.stanford.edu/helpnalininow/

Here's a story from New Delhi TV (NDTV) that in passing emphasizes how the inability to compensate donors can make the search tragically difficult (emphasis added): Professor Nalini Ambady's death highlights lack of awareness on bone marrow transplants in India

"Because of genetic markers, a person is likely to find a match from one's own ethnic gene pool. In Ms Ambady's case her match would most likely have been from someone from her birthplace - Kerala.

"For the past six months, the Ambady family has been carrying out drives in India to encourage people to sign up for the bone marrow registry in the hopes of finding her a potential match.

"But in a country of 1.2 billion, only about 45,000 people have signed up to be bone-marrow donors. In comparison, there are over 10 million donors on the United States' National Marrow Donor Program.

"This is despite the fact that becoming a bone marrow donor is simple. All it takes is a swab test-rubbing an ear bud on the inside of one's cheek. An actual transplant is as painless as donating blood. Still, because of ignorance, lack of awareness, cultural taboos or psychological fears Indian's don't sign up to become donors.

"Ms Ambady found at least six potential matches from India. But they all dropped out. According to a childhood friend Ann Ninan, "It was heart breaking for the family."

"Ms Ambadi's family will not be able to celebrate this Diwali with her but during this festive season let's all sign up as donors. It's a few minutes of your time but it could save someone's life."
***************

My colleague Muriel Niederle, who took a class from Professor Ambady at Harvard, reflects on her passing here.

See some of my other posts on bone marrow donation, and the ongoing political/legislative/legal disputes concerning whether bone marrow donors can be compensated, or whether this should be forbidden as a repugnant transaction. (Long story short: The conventional interpretation that paying bone marrow donors was outlawed by the National Organ Transplant Act was upset by a decision of the 9th Circuit Court of Appeals, but the Department of Health and Human Services is taking steps to change the relevant regulations so that it will continue to be illegal despite the court ruling.)

Sunday, November 3, 2013

The law and politics of bone marrow and compensation for donors

The Department of Health and Human Services is proposing new regulations that would put bone marrow more clearly into the class of organs for which payment is forbidden by the National Organ Transplant Act of 1984. This is in response to the decision by the Ninth Circuit to make compensation legal for bone marrow donations made through the harvesting of blood stem cells directly from the blood.

Here's the relevant page from the Federal Register: Federal Register/ Vol. 78, No. 191 / Wednesday, October 2, 2013 / Proposed Rules

Here are my earlier posts on the courts and compensation for bone marrow donation.

Since I'm not licensed to practice law in North Carolina or anywhere else, I wrote to Kim Krawiec to ask whether HHS could simply overrule the Ninth Circuit with a regulation, or whether Congress would have to get involved.

Here is Kim's reply:
"... new legislation is probably not needed to overturn the 9th circuit ruling -- that is certainly the position of HHS.  Here is the relevant language from NOTA (with emphasis mine): (1) The term “human organ” means the human (including fetal) kidney, liver, heart, lung, pancreas, bone marrow, cornea, eye, bone, and skin or any subpart thereof and any other human organ (or any subpart thereof, including that derived from a fetus) specified by the Secretary of Health and Human Services by regulation.  

The only question would be whether HHS exceeded its authority in some way through this change. I'm sorry to say that such a claim would be an uphill battle.  One might imagine, for example, a claim that the statute only permits the addition of "organs" and HSCs drawn from peripheral blood are not an organ (as the 9th Circuit concluded).  But courts are extremely deferential to agencies on these questions of interpretation (the term is "Chevron deference", named after a Supreme Court case establishing the standard). Courts are very reluctant to overturn agency interpretations of this sort and defer to the agency interpretation unless it is unreasonable.  Hopefully the interpretation (assuming the proposed reg is enacted) will be challenged, but I think this one will be a tougher fight than the first case."


HT: Bob Slonim


Saturday, November 2, 2013

Small High Schools and Student Achievement: Lottery-Based Evidence from New York City

A new NBER paper makes use of some of the random elements of the New York City high school assignment algorithm to understand the effect of small schools:

Small High Schools and Student Achievement: Lottery-Based Evidence from New York City

Atila AbdulkadiroÄŸluWeiwei HuParag A. Pathak

NBER Working Paper No. 19576
Issued in October 2013
NBER Program(s):   ED   LS   PE 
One of the most wide-ranging reforms in public education in the last decade has been the reorganization of large comprehensive high schools into small schools with roughly 100 students per grade. We use assignment lotteries embedded in New York City's high school match to estimate the effects of attendance at a new small high school on student achievement. More than 150 unselective small high schools created between 2002 and 2008 have enhanced autonomy, but operate within-district with traditional public school teachers, principals, and collectively-bargained work rules. Lottery estimates show positive score gains in Mathematics, English, Science, and History, more credit accumulation, and higher graduation rates. Small school attendance causes a substantial increase in college enrollment, with a marked shift to CUNY institutions. Students are also less likely to require remediation in reading and writing when at college. Detailed school surveys indicate that students at small schools are more engaged and closely monitored, despite fewer course offerings and activities. Teachers report greater feedback, increased safety, and improved collaboration. The results show that school size is an important factor in education production and highlight the potential for within-district reform strategies to substantially improve student achievement.

Friday, November 1, 2013

A Finnish team takes top honors at 2013 North American wife carrying championship

Sometimes when I talk about dwarf tossing (which is illegal in many places), I also talk about wife carrying, which is not.  Here's the latest from the North American championships: Results from the 2013 North American Wife Carrying Championship

It includes a video of the competition

Thursday, October 31, 2013

School choice in Washington DC: some schools jockey for position before the start...

Here's some news on charter schools joining the new DC school choice system, or not...

Some charters opt out of unified enrollment lottery

"All DCPS schools and most charter schools have agreed to a common enrollment lottery that will take effect for school year 2014-15. The new process will cut down on duplicate applications and student reshuffling at the beginning of the year. Why, then, have some charters opted not to participate?

"For years now, observers of the DC education scene have been calling for a unified enrollment process, either for all charter schools or for both charters and DCPS schools. The benefits seem clear: parents will be able to file a single application and rank schools in the order of their preference. Schools will no longer find students leaving in September as they get into other schools off waiting lists, or simply decide they would be happier at another school where they also secured a spot.

"But when the deadline for joining the common lottery arrived at the end of September, a dozen charter schools were missing from the list. The charters who are participating account for nearly 90% of charter slots, but the ones who opted out include some highly sought-after schools, such as Washington Yu Ying and Latin American Montessori Bilingual (LAMB). Clearly, some parents will continue to apply to those schools separately, in addition to or instead of applying through the common process.
...
"Patricia Ragland, the enrollment coordinator at Tree of Life PCS in Ward 5, said the school draws many of its students by word-of-mouth or because their siblings are already enrolled. The school's executive director decided not to participate in the unified lottery because it would have made it easier for families to find other options, Ragland said.
...
"As for LAMB, a Tier 1 school in Ward 4, its Executive Director, Diane Cottman, said in an email that the school is "hesitant to join a system that has not yet been finalized."

"With a more cautious approach," she wrote, "LAMB hopes to avoid the uncertainty that comes with a work in progress."

But, as project manager Bhat points out, DC is not the first city to implement a unified enrollment lottery. Denver and New Orleans have had similar programs in place for several years, and New York has instituted a common application system. And the same company that designed all three of those systems, the Institute for Innovation in Public School Choice, is designing the one in DC. Newark and Philadelphia are also working on plans for common lotteries."

Wednesday, October 30, 2013

Repugnant markets in drugs used for legal executions

The New Republic has the story: Big Pharma May Help End the Death Penalty

"Thirty-two states retain the death penalty in the U.S., but a new obstacle is making it increasingly difficult for them to carry it out. Pharmaceutical companies are taking a moral stand. The manufacturers of the drugs required by state departments of corrections for executions are saying they will not allow their products to be employed in this way. Manufacturers in the UK, US, Denmark, Israel, Switzerland, Germany, Austria, and India have taken steps to prevent their drugs being used in executions.
This has had an astonishing effect. Shortages of lethal injection drugs and attendant litigation have resulted in moratoriaan official halting of executionsin Arkansas, California, Kentucky, Louisiana, Maryland, Missouri, Montana, Nebraska, North Carolina, Oregon, and Tennessee. Historically, state entities do not move directly from having the death penalty to abolition. They begin with a moratorium on killing and then, when the population has grown unused to executions, the death penalty can be abolished. Of the states mentioned above, Maryland abolished the death penalty this year and abolition bills have been put forward in Nebraska, Colorado, and California. California came very close to passing its abolition billvoting against by 52 to 48. Meanwhile, the media coverage of the issue has exposed the unsavoury details of the execution process and created opportunities for serious debate about abolition."

HT: Jason Poulos

Tuesday, October 29, 2013

MIT celebrates Vahideh Manshadi and her work on kidney exchange

Vahideh Manshadi is a postdoc at MIT, working with Itai Ashlagi on kidney exchange. Here's a recent article about her work: Miracle Matches.

She is on the job market this year--you could hire her...
Below (from her web page) is the link to and description of her jobmarket paper.


  • Job Market Paper: Kidney Exchange in Dynamic Sparse Heterogenous Pools, with Itai Ashlagi and Patrick Jaillet,Management Science (Revise and Resubmit).
    • Extended abstract appeared in The 14th ACM Conference in Electronic Commerce (EC), 2013. [slides in pdf]
    • Software: Kidney Exchange Developed primarily by Itai Ashlagi. Please check his homepage for instructions and updates.
    • Summary: One of the main challenges in the current practice of kidney exchange is matching highly sensitized patients. These patients are very unlikely to be compatible with a random donor. Current pools of patient-donor pairs are not too large and they contain many such hard-to-match patients. Therefore, the compatibility graphs associated with these pools are sparse (or sometimes called thin). One way to create a thicker pool is to wait for many pairs to join before matching (finding a set of disjoint exchanges), and a major decision clearinghouses are facing is how often to search for allocations. On one hand, waiting is costly; while patients are waiting, they are on dialysis and their health conditions deteriorate. On the other hand, in the current programs, matching too frequently may reduce the number of matched pairs, especially highly sensitized ones. 

      In this project, we study this intrinsic tradeoff between the waiting time and the number of matches by analyzing a class of algorithms (which are used in practice) that search periodically for allocations. We perform sensitivity analysis on the amount of waiting given different types of allocations (using 2-ways, 3-ways, or chains). We find that if only 2-way cycles are conducted, in order to gain a significant amount of matches over the online scenario (matching each time a new incompatible pair joins the pool) the waiting period should be very long. If 3-way cycles are also allowed we find regimes in which waiting for a short period also increases the number of matches considerably. Finally, a significant increase of matches can be obtained by using even one non-simultaneous chain while still matching in an online fashion. Our theoretical findings (based on random graph models and motivated by clinical data) and computational experiments (using clinical data from some of the largest exchange programs in the US) lead to policy recommendations.

Monday, October 28, 2013

The price of freshman seminars ought to be going down...

According to this story in the Stanford Daily there are more freshman seminars this year, but no more applicants than last year.

"Though there was an overall increase in the number of Introductory Seminars (IntroSems) offered this year, the number of applications for and enrollments in fall quarter seminars stayed relatively the same as last year, according to Russell Berman, faculty director of the Stanford Introductory Seminars (SIS) program.
This year, 257 classes are available over the course of three quarters—more than the 221 classes offered last year—some of which are also eligible to fulfill the new Ways of Thinking/Ways of Doing breadth requirement.
Some fall quarter seminars attracted extraordinary application volume, making entry more difficult.
“These very popular courses sometimes create a problem for the program insofar as students apply for these and nine out of 10 are going to get turned down,” Berman said. “Sometimes students only apply to those courses that have strong enrollments, and then they get turned down multiple times.”
Berman noted several courses from all disciplines with competitive entries this quarter, including ME26N: Think Like A Designer, taught by Shilajeet Banerjee M.S. ‘00, associate professor of mechanical engineering at the d.school; Psychology Professor Carol Dweck’s PSYCH12N: Self Theories; and ECON26N: Who gets what? The New Economics of Matchmaking and Market Design, taught by Alvin Roth M.A. ‘73 Ph.D. ‘74, a professor of economics who won the 2012 Nobel Prize in Economic Sciences.
The professors who had to review hundreds of applications to their popular classes developed their own acceptance policies. Roth specifically asked his prospective students to write about something they had experienced related to the course’s subject matter.
“I chose students who wrote about something interesting,” Roth said."

Sunday, October 27, 2013

Early admissions glitches on the Common App

As the Common App becomes more common, it creates some stress as it struggles with congestion: Common App Says 2 Causes of Admissions Lags Fixed

"After a rocky roll-out of a new online computer program, the Common Application said it fixed two big snags that had left students across the country struggling to file applications before early admission deadlines.

The Common Application allows students to apply to multiple schools at once; more than 500 colleges and universities accept it, and it is run by a nonprofit with the same name."

The Common App has some struggling competitors like the Universal College Application; maybe this will be good for them, and will encourage universities to diversify the portals through which they accept admissions.

Saturday, October 26, 2013

Payday loan shops to be taxed to fund cheaper alternatives

The Guardian has the story:

Labour vows to impose new tax on payday lenders

Ed Miliband says his party would double the £13m a year given to fund capacity of credit unions and other low-cost institutions

Friday, October 25, 2013

Slavery around the world in 2013

This ancient, repugnant transaction is not abolished yet, according to the Global Slavery Index 2013, published by the Walk Free Foundation. (Here's a link to the full report.)

"The Global Slavery Index 2013 measures the size of the modern slavery problem, country by country. The Index provides a quantitative ranking of 162 countries around the world according to the estimated prevalence of slavery, that is, the estimated percentage of enslaved people in the national population at a point in time. The Global Slavery Index also examines the risk factors and outlines the strength of the government responses in the fight against modern slavery."

Mauritania and Haiti are high per capita, India is big on total numbers