Here's a story of unintended consequences, of academic theories and government policy gone wrong, of how damn hard it is to tackle organized crime, and of insights into what criminal organizations really want and do.

It starts in Medellin.

[Paper: osf.io/preprints/soca…]
First thing you need to know: Every low and middle income neighborhood in the city has a neighborhood gang called a combo. We did a census of them. Here's how it looks. Every square inch is claimed by one combo or another.
This is valuable territory. There's a healthy retail drug market. They make and collect loans. Some even run local monopolies on staples like arepas, eggs, yogurt, and cooking gas in neighborhoods like this.
Combos also charge local shops for protection. This isn't necessarily an extortion racket. That's because many provide real governance services--resolving disputes, policing, enforcing contracts, all for fees and weekly taxes they call a "vacuna"--literally, a vaccine.
We know this partly because a team led by me and my coauthors--@BigBigBLessing @gusduncan @SantiagoTobon--spent 4 years interviewing combo members and leaders--about 70 of them from 30 groups. Here's one with extraordinary levels of local rule.
Behind him was a craft center for training local kids. Behind that is the recycling center they run, and here is the community pool they built with a combination of drug profits and a grant their NGO got from @USAID. [To be fair, USAID had no idea.] It's hard to know this stuff.
We also know about gang rule because we ran a representative survey of ~5000 citizens. Here's a map of relative rule from the state vs the combo. Redder areas have more combo policing and dispute resolution than state protections services.
OK, so you might think that combos rule where the state is weak. This is a good guess. And so you might think that, if the state expands its capacity and quality, gangs will get crowded out of protection. That's what we thought too. But we were wrong.
Let's jump to a finding, then work backwards. Here's a city map. The dots are blocks where we surveyed residents. The lines are internal borders called comunas. The city has 16 of them. They introduced the borders in 1987.
Over the next decades, the city ramped up protection services. The squares are police stations and the triangles are "Justice Houses" that provide dispute resolution, family services, etc. After 1987, these services got reorganized to get delivered within the comuna only.
So look at any two red dots--these are blocks close to the borders. At the median, a block on one side of the new border is ~0.5km further from their local police & justice services than the other. Cross the border, and your proximity to the state plunges.
Otherwise, the two blocks don't really differ. They have the same schooling and health services (not delivered at the comuna level), the same distance to business centers and wealth, etc. Only state protection changes discontinuously at the border.
No surprise, cross the border, get 0.5km closer to the state, and citizens say that state protection goes up--about 20%.

Now the kicker: They also say that combo protection services go up 20%. What the...??
OK, let's roll back to those leader interviews. First thing they told us: protection is a business line. It's a good they sell. State and gang protection are substitutes on the market.
But that won't explain our result. Take any model of duopolistic competition. Or a model of stationary bandits providing public goods for taxes. (We did both.) Almost all say the state will crowd out gang. If a state exogenously increases protection services, the combo's drops.
OK, so second thing they told us: warm glows. “Personally, doing good work feels good," one said, "You can be the worst bandit, but you can also have a good heart of your own.” They like the status and respect. So there are non-material returns.
But the third thing is the most important: Loyalty. "The community shields you according to your behavior," said one, "If you do not have the community in your hands and your back, you have nothing. That is who takes care of you.” They hide you from the cops. They don't rat.
Related: “There is a good relationship with the people,” and therefore, “it is easier to bring order in the sector and so the police do not have to come around.” Providing protection reduces the need for the state to come around.
What loyalty and reducing state presence does is simple: It enhances drug profits and other illicit rents. Ruling is a business line, but it's one with positive externalities for other business lines.
Now put this in a duopoly or dueling stationary bandit model, and you get a different result. If the returns of ruling (to status, drug profits...) are great enough, and if that depends on the combo's rule *relative* to the state, then increasing state rule can crowd IN gang rule
That helps explain the border result above. It also helps explain why the vacunas are often low. Very few residents described them as high. They'd a couple percent of shop profits. And many shops aren't asked to pay, especially if their loyalty is needed.
Of course, you might not be totally convinced by the border quasi-experiment. So we also ran a field experiment with the city. As far as we know, this is the first gang-level field experiment ever.
This is La Loma. We stumbled upon a small program here. The city sent civilian liaisons in to govern intensely & well. To help residents solve problems. And to connect them to state protection & social services, for 5 years. We brought this to the Mayor and suggested they scale.
The city identified 80 gang-heavy neighborhoods of about 500 homes. They hired 40 liaisons and sent them to half these sectors for two years. Their job: to help govern better, identify problems, and connect people to broader city services. Basically, improve rule.
Two years later, what was the effect on relative state rule?
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More from @cblatts

5 Feb
[Continued from previous thread]

When we left off, we were talking about what happened when states try to improve governing in underserved neighborhoods. Here's a "caravana" they held in each neighborhood, alongside the liaisons, where all agencies comes out to the sector.
After two years of intense state governance, relative state went down!!

Note: when we launched this with the city, we expected crowding out, and never expected the "crowding in" effect to dominate.
Now, to be clear, we don't see clear evidence of a rise in absolute levels of combo rule. There are some signs that the state struggled to deliver, and that decreased people's happiness with the state. But even where it worked well: no evidence of crowding out!
Read 15 tweets
4 Dec 20
it’s great that economists do lots of field work and interviews now. But think of the absolute sloppiest, terrible causal inference paper you can remember, from someone who doesn’t even know that they don’t know what they’re doing.

That’s how economists do qualitative research.
We can probably do better. We shouldn’t expect most papers to do better than that. But surely some papers should?

What percent? Even 1% using qualitative work to motivate a theory or understand the results of a program evaluation would be more than happens
Often these are econ-ethnographer partnerships. Some good collaborations I can think of:

Morduch and Rutherford and coauthors on financial diaries

Levitt and Venkatesh on Chicago gangs

Anything with Ensminger
Read 12 tweets
1 Oct 20
OK who wants a thread on why gangs rule? Not why gangs are great. I mean, when and how do they govern civilians.

Here we are meeting one gang leader who, besides running the drug trade, has built this crafts school behind him, a recycling center, and a community pool.
This isn't a slum. It's a middle income neighborhood in Medellin, Colombia. Nearly every low- and middle income neighborhood in the city has a resident gang called a combo.

We spent 4 years interviewing dozens of members and leaders of 31 criminal groups.
Here's a map of the city. We also surveyed 7000 people on what services state and combos provide. Medium & dark red indicate a combo intervenes in disputes, crime, and disorder more than the state.

(By we I mean @SantiagoTobon @BigBigBLessing & @gusduncan with @poverty_action)
Read 17 tweets
24 Sep 20
As the school year kicks off & grad students start signing up to see profs, here are some thoughts about planning your research.

To me, the 2 questions PhD students ought to ask themselves:

1. How will this research change people's beliefs?
2. Who are those people?
These are probably the two questions I ask students again and again, and it leads to better research.

This is certainly true with empirical research. Students are consumed with credible causality. So they get really excited when they think about a way to identify something.
But often, others already buy their hypothesis. So the study is unlikely to change beliefs. Sure we might learn something from checking. But a study, or at least a dissertation, needs to have a big ex-ante capacity to surprise us or change our minds about something important.
Read 10 tweets
14 Sep 20
I think @tage_rai has made good points here about money and bias in the open science movement, and got a lot of hostile pile on this weekend. But in fairness I think it's also important to not lose some of the more principled concerns I saw some people raise.
A great thing about a powerful editor speaking freely on Twitter is that it creates some transparency. And many (like me) are happy to see some changes: openness to accepting papers that have already circulated/gotten media coverage, and plain speaking on bias in the profession.
On the open science question, looming in the background (for me) is that for a long time (before @tage_rai, before Gilbert) top journals (Science included) have had a reputation for sensation-seeking.
Read 9 tweets
12 Sep 20
Everyone should read this social science replication commentary. Extremely interesting. Note that it doesn’t actually replicate anything (yet). It just predicts what papers are suspect based on some basic indicators of quality. Still, there is much to learn from + say about this.
A few thoughts. Economics comes out looking relatively good, but I enjoyed this observation: “A unique weakness of economics is the frequent use of absurd instrumental variables.”

I like an IV once in a while but I agree 90% are junk and we should probably stop.
On the huge number of self evidently crap studies, I recall how Lant Pritchett once said that research is like ballet. Every moment there are millions of kids doing terrible ballet all over the world. But all that is necessary to product the best people & performances.
Read 6 tweets

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